This report comprises R code used in the current manuscript. Users can load the appropriate Rmd files found in the electronic supplementary material (DatasetS10_Scripts) and reproduce the analysis and steps showed here. Electronic supplementary material containing all the data files can be found at: https://zenodo.org/records/12645625

Users are free to use any piece of code in heir own studies. If you use any of the code here please cite:
Estimates of molecular convergence reveal genes with intermediate pleiotropy underlying adaptive variation across teleost fish doi: https://doi.org/10.1101/2024.06.24.600426

Processing orthologs from OrthoFinder

For this study, I gathered a list of all teleost species that had chromosomal level annotated genomes from NCBI and Ensembl. I obtained a well resolved rooted phylogeny of all the teleost species in my original list from timetree.org. The time tree had phylogenetic relationship for 143 species. I used only those species in this study as having a well-resolved unambiguous species tree is crucial for this study. I next downloaded protein and CSD data from all 143 species. I constructed orthologs using Orthofinder.

Functions to process OrthoFinder output

In this section I process the tsv output of orthofinder to give a parsable data structure.

make_orth_table<-function(.data,var){
  
.data %>% drop_na()->d
ncols<-max(stringr::str_count(d$sp,",")) +1
colmn<-paste("col",1:ncols)
d %>% separate(col = sp,sep = ",",into = colmn,remove = T)->d
d %>% pivot_longer(!Orthogroup)->d
d %>% mutate(orths = str_remove(d$value," ")) %>% 
  dplyr::select(Orthogroup,orths) %>%
  drop_na() %>%  return()

}

make_orth_table<-function(.x){
  orthdata<-read_tsv("Datasets/OF_out.tsv") #ouput from OrthoFinder
  orthdata %>% dplyr::select(c(Orthogroup,contains(.x)))->d
  ncols<-max(stringr::str_count(d[,2],",")) +1 
  colmn<-paste("col",1:ncols)
  d %>% separate(col = 2,sep = ",",into = colmn,remove = T)->d
  d %>% pivot_longer(!Orthogroup)->d
  d %>% mutate(orths = str_remove(d$value," ")) %>% 
    dplyr::select(Orthogroup,orths) %>% drop_na %>% mutate(sp = .x) %>%  return()
}

Taxonomic data from FishBase

My next step was to select orthgroups that had atleast one member from each of ther orders represented in my list of species. This was to ensure we capture the maximum taxonomic diversity while still having a manageable dataset to work with. To get taxonomic information I used FishBase.

library(rfishbase)
fish<-read_csv("./Datasets/DatasetS0_csv_files/FishList.csv", col_names = "sp")  #list of species; redundant file
fish_call<-validate_names(str_replace(fish$sp,"_"," "))
taxa<-rfishbase::load_taxa() %>% filter(Species %in% fish_call) %>% collect() %>% dplyr::select(Species,Order,Family)

fish_data<-tibble(Species = str_replace(taxa$Species," ","_"),
                  Order = str_split(taxa$Order,pattern = "/",simplify = T)[,1],
                  Family = taxa$Family) %>% write_csv("./Datasets/DatasetS0_csv_files/Fish_data.csv") #Final list of species, order, and family used in the study. This was used to filter the orthList

Taxonomic information of speices used.

tbl<-read.csv("./Datasets/DatasetS0_csv_files/Fish_data.csv")
kbl(head(tbl,500)) %>% kable_styling() %>%
  scroll_box(width = "500px", height = "400px")
Species Order Family
Acanthochromis_polyacanthus Ovalentaria Pomacentridae
Acanthopagrus_latus Acanthuriformes Sparidae
Ameiurus_melas Siluriformes Ictaluridae
Albula_goreensis Albuliformes Albulidae
Alosa_alosa Clupeiformes Alosidae
Alosa_sapidissima Clupeiformes Alosidae
Amphiprion_ocellaris Ovalentaria Pomacentridae
Anabas_testudineus Anabantiformes Anabantidae
Anguilla_anguilla Anguilliformes Anguillidae
Anoplopoma_fimbria Perciformes Anoplopomatidae
Archocentrus_centrarchus Cichliformes Cichlidae
Astatotilapia_calliptera Cichliformes Cichlidae
Astyanax_mexicanus Characiformes Characidae
Betta_splendens Anabantiformes Osphronemidae
Brienomyrus_brachyistius Osteoglossiformes Mormyridae
Carassius_auratus Cypriniformes Cyprinidae
Carassius_carassius Cypriniformes Cyprinidae
Carassius_gibelio Cypriniformes Cyprinidae
Centropristis_striata Perciformes Serranidae
Chaenocephalus_aceratus Perciformes Channichthyidae
Chanos_chanos Gonorynchiformes Chanidae
Chelmon_rostratus Acanthuriformes Chaetodontidae
Cheilinus_undulatus Labriformes Labridae
Clarias_gariepinus Siluriformes Clariidae
Corythoichthys_intestinalis Syngnathiformes Syngnathidae
Clupea_harengus Clupeiformes Clupeidae
Collichthys_lucidus Acanthuriformes Sciaenidae
Conger_conger Anguilliformes Congridae
Coregonus_clupeaformis Salmoniformes Salmonidae
Cottoperca_gobio Perciformes Bovichtidae
Ctenopharyngodon_idella Cypriniformes Xenocyprididae
Cyclopterus_lumpus Perciformes Cyclopteridae
Cynoglossus_semilaevis Pleuronectiformes Cynoglossidae
Cyprinus_carpio Cypriniformes Cyprinidae
Dallia_pectoralis Esociformes Umbridae
Danio_aesculapii Cypriniformes Danionidae
Danio_rerio Cypriniformes Danionidae
Denticeps_clupeoides Clupeiformes Denticipitidae
Dissostichus_eleginoides Perciformes Nototheniidae
Doryrhamphus_excisus Syngnathiformes Syngnathidae
Dunckerocampus_dactyliophorus Syngnathiformes Syngnathidae
Echeneis_naucrates Carangiformes Echeneidae
Electrophorus_electricus Gymnotiformes Gymnotidae
Epinephelus_lanceolatus Perciformes Epinephelidae
Esox_lucius Esociformes Esocidae
Etheostoma_cragini Perciformes Percidae
Etheostoma_spectabile Perciformes Percidae
Fundulus_heteroclitus Cyprinodontiformes Fundulidae
Gadus_chalcogrammus Gadiformes Gadidae
Gadus_morhua Gadiformes Gadidae
Gambusia_affinis Cyprinodontiformes Poeciliidae
Gasterosteus_aculeatus Perciformes Gasterosteidae
Girardinichthys_multiradiatus Cyprinodontiformes Goodeidae
Gymnothorax_javanicus Anguilliformes Muraenidae
Gouania_willdenowi Gobiesociformes Gobiesocidae
Hemibagrus_wyckioides Siluriformes Bagridae
Hippocampus_zosterae Syngnathiformes Syngnathidae
Hippoglossus_hippoglossus Pleuronectiformes Pleuronectidae
Hippoglossus_stenolepis Pleuronectiformes Pleuronectidae
Hypomesus_transpacificus Osmeriformes Osmeridae
Ictalurus_furcatus Siluriformes Ictaluridae
Ictalurus_punctatus Siluriformes Ictaluridae
Kryptolebias_marmoratus Cyprinodontiformes Rivulidae
Labeo_rohita Cypriniformes Cyprinidae
Lampris_incognitus Lampriformes Lampridae
Larimichthys_crocea Acanthuriformes Sciaenidae
Lates_calcarifer Carangiformes Latidae
Lepisosteus_oculatus Lepisosteiformes Lepisosteidae
Mastacembelus_armatus Synbranchiformes Mastacembelidae
Maylandia_zebra Cichliformes Cichlidae
Megalobrama_amblycephala Cypriniformes Xenocyprididae
Megalops_atlanticus Elopiformes Megalopidae
Megalops_cyprinoides Elopiformes Megalopidae
Melanotaenia_boesemani Atheriniformes Melanotaeniidae
Micropterus_dolomieu Centrarchiformes Centrarchidae
Misgurnus_anguillicaudatus Cypriniformes Cobitidae
Mugil_cephalus Mugiliformes Mugilidae
Muraenolepis_orangiensis Gadiformes Muraenolepididae
Myripristis_murdjan Holocentriformes Holocentridae
Myxocyprinus_asiaticus Cypriniformes Catostomidae
Nematolebias_whitei Cyprinodontiformes Rivulidae
Neolamprologus_brichardi Cichliformes Cichlidae
Nibea_albiflora Acanthuriformes Sciaenidae
Nothobranchius_furzeri Cyprinodontiformes Nothobranchiidae
Oncorhynchus_gorbuscha Salmoniformes Salmonidae
Oncorhynchus_keta Salmoniformes Salmonidae
Oncorhynchus_kisutch Salmoniformes Salmonidae
Oncorhynchus_mykiss Salmoniformes Salmonidae
Oncorhynchus_nerka Salmoniformes Salmonidae
Oncorhynchus_tshawytscha Salmoniformes Salmonidae
Onychostoma_macrolepis Cypriniformes Cyprinidae
Oreochromis_aureus Cichliformes Cichlidae
Oreochromis_niloticus Cichliformes Cichlidae
Oryzias_javanicus Beloniformes Adrianichthyidae
Oryzias_latipes Beloniformes Adrianichthyidae
Pangasianodon_gigas Siluriformes Pangasiidae
Pangasianodon_hypophthalmus Siluriformes Pangasiidae
Parambassis_ranga Ovalentaria Ambassidae
Perca_flavescens Perciformes Percidae
Perca_fluviatilis Perciformes Percidae
Periophthalmus_magnuspinnatus Gobiiformes Oxudercidae
Plectropomus_leopardus Perciformes Epinephelidae
Pleuronectes_platessa Pleuronectiformes Pleuronectidae
Poecilia_reticulata Cyprinodontiformes Poeciliidae
Pogonophryne_albipinna Perciformes Artedidraconidae
Pseudochaenichthys_georgianus Perciformes Channichthyidae
Puntigrus_tetrazona Cypriniformes Cyprinidae
Pygocentrus_nattereri Characiformes Serrasalmidae
Salarias_fasciatus Blenniiformes Blenniidae
Salmo_salar Salmoniformes Salmonidae
Salvelinus_fontinalis Salmoniformes Salmonidae
Salvelinus_namaycush Salmoniformes Salmonidae
Sander_lucioperca Perciformes Percidae
Scatophagus_argus Acanthuriformes Scatophagidae
Scleropages_formosus Osteoglossiformes Osteoglossidae
Scomber_japonicus Scombriformes Scombridae
Scophthalmus_maximus Pleuronectiformes Scophthalmidae
Scortum_barcoo Centrarchiformes Terapontidae
Sebastes_umbrosus Perciformes Sebastidae
Silurus_meridionalis Siluriformes Siluridae
Siniperca_chuatsi Centrarchiformes Sinipercidae
Solea_senegalensis Pleuronectiformes Soleidae
Solea_solea Pleuronectiformes Soleidae
Sparus_aurata Acanthuriformes Sparidae
Sphaeramia_orbicularis Kurtiformes Apogonidae
Toxotes_jaculatrix Carangiformes Toxotidae
Synaphobranchus_kaupii Anguilliformes Synaphobranchidae
Synchiropus_splendidus Callionymiformes Callionymidae
Syngnathus_acus Syngnathiformes Syngnathidae
Tachysurus_fulvidraco Siluriformes Bagridae
Takifugu_bimaculatus Tetraodontiformes Tetraodontidae
Takifugu_flavidus Tetraodontiformes Tetraodontidae
Takifugu_rubripes Tetraodontiformes Tetraodontidae
Thalassophryne_amazonica Batrachoidiformes Batrachoididae
Thunnus_albacares Scombriformes Scombridae
Thunnus_maccoyii Scombriformes Scombridae
Triplophysa_rosa Cypriniformes Nemacheilidae
Xiphias_gladius Carangiformes Xiphiidae
Xiphophorus_couchianus Cyprinodontiformes Poeciliidae
Xiphophorus_hellerii Cyprinodontiformes Poeciliidae
Xiphophorus_maculatus Cyprinodontiformes Poeciliidae
Xyrauchen_texanus Cypriniformes Catostomidae
Xyrichtys_novacula Labriformes Labridae

Filter the Orthogroup list

To keep computational times reasonable I only selected the orthogroups that had less than a 1500 genes.

#Filter orthogroups to contains only the one with all orders
fish<-read_csv("./Datasets/DatasetS0_csv_files/Fish_data.csv")  #taxonomic data from FishBase of species
fish<-as.list(fish$Species)

#Function to make final orthogroup list
map(fish,make_orth_table) %>% purrr::reduce(rbind) %>% saveRDS("./RDS/large_fish_tree_all_orders.rds") 
orth_list<-readRDS("./RDS/large_fish_tree_all_orders.rds") #Orthogroups with 143 species, containing 2.4 million genes 

#Filter out orthogroups with greater than 1500 genes
orth_list %>% summarise(n = n(), .by = "Orthogroup") %>% filter(n < 1500) %>% write_csv("./Datasets/DatasetS0_csv_files/og_list_used_in_analysis.csv")
tbl<-read_csv("./Datasets/DatasetS0_csv_files/og_list_used_in_analysis.csv")
kbl(head(tbl,500)) %>% kable_styling() %>%
  scroll_box(width = "200px", height = "400px")
Orthogroup n
OG0000068 1445
OG0000073 1302
OG0000075 1352
OG0000076 1338
OG0000077 1314
OG0000082 1285
OG0000084 1280
OG0000085 1239
OG0000086 1249
OG0000087 1254
OG0000090 1233
OG0000092 1219
OG0000094 1204
OG0000095 1179
OG0000096 1211
OG0000097 1187
OG0000098 1184
OG0000100 1183
OG0000101 1193
OG0000102 1154
OG0000103 1151
OG0000104 1161
OG0000107 1164
OG0000108 1154
OG0000109 1150
OG0000110 1139
OG0000111 1161
OG0000114 1133
OG0000115 1141
OG0000116 1144
OG0000117 1120
OG0000118 1148
OG0000119 1090
OG0000120 1117
OG0000121 1091
OG0000122 1093
OG0000127 990
OG0000129 1036
OG0000130 1024
OG0000131 1005
OG0000132 1042
OG0000133 1009
OG0000135 1000
OG0000138 988
OG0000142 982
OG0000143 977
OG0000144 972
OG0000147 966
OG0000149 965
OG0000151 959
OG0000152 955
OG0000153 956
OG0000154 963
OG0000155 957
OG0000156 957
OG0000158 936
OG0000160 947
OG0000161 942
OG0000162 933
OG0000166 931
OG0000168 938
OG0000170 884
OG0000171 933
OG0000172 922
OG0000174 922
OG0000175 916
OG0000177 905
OG0000178 916
OG0000179 906
OG0000180 909
OG0000181 887
OG0000183 890
OG0000186 900
OG0000187 893
OG0000188 901
OG0000189 884
OG0000190 873
OG0000192 877
OG0000193 876
OG0000194 879
OG0000195 878
OG0000198 872
OG0000201 865
OG0000202 873
OG0000203 864
OG0000204 854
OG0000205 860
OG0000207 855
OG0000208 849
OG0000209 846
OG0000210 854
OG0000211 862
OG0000212 849
OG0000214 843
OG0000215 827
OG0000217 835
OG0000218 843
OG0000219 827
OG0000220 828
OG0000221 828
OG0000222 822
OG0000223 829
OG0000224 813
OG0000225 825
OG0000227 820
OG0000229 814
OG0000230 808
OG0000231 815
OG0000232 814
OG0000233 818
OG0000234 821
OG0000235 815
OG0000236 809
OG0000237 810
OG0000240 799
OG0000242 786
OG0000243 791
OG0000245 781
OG0000246 800
OG0000247 756
OG0000248 775
OG0000250 786
OG0000251 797
OG0000252 780
OG0000253 768
OG0000255 769
OG0000257 765
OG0000258 758
OG0000259 761
OG0000261 764
OG0000262 751
OG0000263 748
OG0000264 756
OG0000265 761
OG0000266 757
OG0000268 757
OG0000269 751
OG0000272 752
OG0000273 745
OG0000274 747
OG0000275 747
OG0000276 747
OG0000277 735
OG0000278 742
OG0000280 743
OG0000281 744
OG0000283 746
OG0000284 731
OG0000285 745
OG0000286 711
OG0000287 745
OG0000288 740
OG0000289 734
OG0000292 731
OG0000293 726
OG0000294 724
OG0000295 728
OG0000296 734
OG0000297 727
OG0000300 722
OG0000303 723
OG0000304 714
OG0000306 714
OG0000307 718
OG0000308 726
OG0000310 707
OG0000311 710
OG0000315 708
OG0000317 702
OG0000318 698
OG0000321 706
OG0000322 704
OG0000323 689
OG0000324 692
OG0000325 702
OG0000326 694
OG0000327 678
OG0000328 690
OG0000329 685
OG0000330 692
OG0000331 695
OG0000332 685
OG0000333 686
OG0000334 685
OG0000335 682
OG0000337 683
OG0000338 680
OG0000340 673
OG0000341 684
OG0000342 668
OG0000344 674
OG0000345 690
OG0000347 676
OG0000348 668
OG0000349 671
OG0000350 665
OG0000351 665
OG0000352 673
OG0000353 665
OG0000354 660
OG0000355 667
OG0000357 664
OG0000359 667
OG0000360 652
OG0000362 656
OG0000363 665
OG0000365 652
OG0000366 657
OG0000367 654
OG0000368 656
OG0000369 659
OG0000370 658
OG0000374 655
OG0000375 648
OG0000377 656
OG0000378 659
OG0000380 647
OG0000381 652
OG0000383 638
OG0000384 646
OG0000385 649
OG0000386 649
OG0000388 649
OG0000391 626
OG0000392 641
OG0000393 637
OG0000394 640
OG0000396 634
OG0000398 636
OG0000400 643
OG0000401 633
OG0000402 631
OG0000403 607
OG0000404 633
OG0000405 628
OG0000406 631
OG0000409 629
OG0000410 626
OG0000411 623
OG0000412 620
OG0000413 614
OG0000415 623
OG0000416 625
OG0000417 611
OG0000419 624
OG0000420 616
OG0000422 630
OG0000423 621
OG0000427 617
OG0000428 619
OG0000429 615
OG0000430 621
OG0000432 630
OG0000434 620
OG0000435 619
OG0000438 616
OG0000440 613
OG0000441 612
OG0000442 616
OG0000443 613
OG0000445 610
OG0000446 620
OG0000447 618
OG0000448 607
OG0000449 614
OG0000450 607
OG0000451 603
OG0000452 609
OG0000453 602
OG0000454 613
OG0000455 597
OG0000456 606
OG0000460 604
OG0000461 603
OG0000462 598
OG0000464 602
OG0000465 602
OG0000466 598
OG0000467 600
OG0000468 594
OG0000469 591
OG0000470 592
OG0000471 597
OG0000472 594
OG0000473 597
OG0000474 592
OG0000475 593
OG0000478 590
OG0000479 590
OG0000480 584
OG0000481 586
OG0000484 590
OG0000485 589
OG0000486 581
OG0000487 590
OG0000488 589
OG0000489 584
OG0000490 591
OG0000491 589
OG0000492 593
OG0000493 590
OG0000494 582
OG0000495 582
OG0000496 577
OG0000497 588
OG0000500 582
OG0000502 575
OG0000503 577
OG0000504 585
OG0000505 583
OG0000507 574
OG0000509 576
OG0000510 583
OG0000511 579
OG0000512 575
OG0000513 581
OG0000514 568
OG0000515 579
OG0000516 574
OG0000517 565
OG0000518 582
OG0000519 580
OG0000521 574
OG0000522 562
OG0000523 569
OG0000524 572
OG0000526 569
OG0000527 569
OG0000528 570
OG0000529 571
OG0000530 556
OG0000532 576
OG0000533 567
OG0000534 565
OG0000536 569
OG0000537 564
OG0000538 570
OG0000539 576
OG0000541 561
OG0000542 561
OG0000543 567
OG0000544 560
OG0000545 566
OG0000546 578
OG0000547 562
OG0000548 566
OG0000549 563
OG0000550 562
OG0000551 558
OG0000552 558
OG0000553 560
OG0000554 557
OG0000555 567
OG0000556 548
OG0000557 556
OG0000558 557
OG0000559 565
OG0000560 554
OG0000563 560
OG0000565 563
OG0000566 556
OG0000567 558
OG0000568 561
OG0000569 552
OG0000570 554
OG0000571 556
OG0000572 555
OG0000574 531
OG0000575 561
OG0000576 553
OG0000577 549
OG0000578 553
OG0000579 559
OG0000580 544
OG0000581 563
OG0000582 559
OG0000583 546
OG0000586 547
OG0000587 546
OG0000588 547
OG0000589 553
OG0000591 555
OG0000592 552
OG0000593 562
OG0000594 546
OG0000595 541
OG0000596 547
OG0000597 543
OG0000598 543
OG0000600 532
OG0000602 535
OG0000603 545
OG0000604 542
OG0000605 544
OG0000607 527
OG0000610 531
OG0000613 545
OG0000614 535
OG0000615 543
OG0000616 539
OG0000618 536
OG0000619 524
OG0000622 536
OG0000623 537
OG0000624 530
OG0000625 536
OG0000627 531
OG0000629 535
OG0000630 533
OG0000631 536
OG0000632 537
OG0000634 534
OG0000635 529
OG0000636 511
OG0000638 533
OG0000639 533
OG0000641 533
OG0000642 525
OG0000643 529
OG0000645 525
OG0000646 528
OG0000647 525
OG0000649 526
OG0000650 522
OG0000651 534
OG0000652 523
OG0000653 526
OG0000655 520
OG0000656 518
OG0000657 517
OG0000658 523
OG0000659 513
OG0000660 519
OG0000661 522
OG0000662 524
OG0000663 516
OG0000664 517
OG0000666 515
OG0000669 517
OG0000670 519
OG0000671 506
OG0000672 515
OG0000673 503
OG0000674 507
OG0000677 517
OG0000678 515
OG0000680 509
OG0000682 520
OG0000683 513
OG0000684 511
OG0000685 509
OG0000686 513
OG0000687 514
OG0000688 508
OG0000690 511
OG0000691 507
OG0000692 511
OG0000696 502
OG0000697 504
OG0000699 517
OG0000700 503
OG0000701 506
OG0000702 504
OG0000703 509
OG0000704 504
OG0000705 511
OG0000706 501
OG0000707 510
OG0000708 498
OG0000709 501
OG0000710 502
OG0000711 494
OG0000713 497
OG0000715 505
OG0000717 504
OG0000718 510
OG0000719 497
OG0000721 493
OG0000723 498
OG0000725 497
OG0000727 498
OG0000728 491
OG0000730 500
OG0000731 501
OG0000732 499
OG0000733 496
OG0000734 499
OG0000735 495
OG0000737 496
OG0000738 492
OG0000739 490
OG0000740 492
OG0000741 499
OG0000742 497
OG0000743 497
OG0000744 498
OG0000745 490
OG0000746 495
OG0000747 491
OG0000748 495

Checking the genes and proccesses that were excluded in the analysis

orth_list<-readRDS("./RDS/large_fish_tree_all_orders.rds")
orth_list_over_1.5k<-orth_list %>% summarise(n = n(), .by = "Orthogroup") %>% filter(n > 1500)
#Get the orths in danio to annotate
danio_1.5k<-orth_list %>% filter(sp == "Danio_rerio") %>% filter(Orthogroup %in% orth_list_over_1.5k$Orthogroup) %>% mutate(orths =  str_replace_all(orths, "\\.\\d+", ""))

Danio_biomart<-read_csv("./Datasets/DatasetS0_csv_files/Danio_biomart.csv")

danio_1.5k_annot<-left_join(danio_1.5k,Danio_biomart %>% dplyr::rename(orths = `Gene stable ID`), by = "orths")
danio_1.5k_annot %>% write_csv("./Datasets/DatasetS0_csv_files/danio_1.5k_annot.csv")
tbl<-read_csv("./Datasets/DatasetS0_csv_files/danio_1.5k_annot.csv")
kbl(head(tbl,1000)) %>% kable_styling() %>%
  scroll_box(width = "600px", height = "400px")
Orthogroup orths sp Order Class Gene stable ID version Transcript stable ID Transcript stable ID version Gene name Gene description Protein stable ID Protein stable ID version
OG0000000 ENSDARG00000038352 Danio_rerio Cypriniformes Teleostei ENSDARG00000038352.9 ENSDART00000067775 ENSDART00000067775.7 slc27a1b solute carrier family 27 member 1b [Source:ZFIN;Acc:ZDB-GENE-061013-672] ENSDARP00000067774 ENSDARP00000067774.6
OG0000000 ENSDARG00000039900 Danio_rerio Cypriniformes Teleostei ENSDARG00000039900.8 ENSDART00000152277 ENSDART00000152277.3 si:ch73-168d20.1 si:ch73-168d20.1 [Source:ZFIN;Acc:ZDB-GENE-121214-44] ENSDARP00000126848 ENSDARP00000126848.1
OG0000000 ENSDARG00000039900 Danio_rerio Cypriniformes Teleostei ENSDARG00000039900.8 ENSDART00000179776 ENSDART00000179776.1 si:ch73-168d20.1 si:ch73-168d20.1 [Source:ZFIN;Acc:ZDB-GENE-121214-44] ENSDARP00000145114 ENSDARP00000145114.1
OG0000000 ENSDARG00000043792 Danio_rerio Cypriniformes Teleostei ENSDARG00000043792.6 ENSDART00000139539 ENSDART00000139539.4 si:rp71-7l19.2 si:rp71-7l19.2 [Source:ZFIN;Acc:ZDB-GENE-081103-31] ENSDARP00000114570 ENSDARP00000114570.2
OG0000000 ENSDARG00000043792 Danio_rerio Cypriniformes Teleostei ENSDARG00000043792.6 ENSDART00000184429 ENSDART00000184429.1 si:rp71-7l19.2 si:rp71-7l19.2 [Source:ZFIN;Acc:ZDB-GENE-081103-31] ENSDARP00000146590 ENSDARP00000146590.1
OG0000000 ENSDARG00000068127 Danio_rerio Cypriniformes Teleostei ENSDARG00000068127.7 ENSDART00000097668 ENSDART00000097668.5 si:ch211-194e1.7 si:ch211-194e1.7 [Source:ZFIN;Acc:ZDB-GENE-081105-104] ENSDARP00000088438 ENSDARP00000088438.5
OG0000000 ENSDARG00000068127 Danio_rerio Cypriniformes Teleostei ENSDARG00000068127.7 ENSDART00000138767 ENSDART00000138767.3 si:ch211-194e1.7 si:ch211-194e1.7 [Source:ZFIN;Acc:ZDB-GENE-081105-104] ENSDARP00000117445 ENSDARP00000117445.2
OG0000000 ENSDARG00000068621 Danio_rerio Cypriniformes Teleostei ENSDARG00000068621.6 ENSDART00000152490 ENSDART00000152490.3 si:ch211-181d7.3 si:ch211-181d7.3 [Source:ZFIN;Acc:ZDB-GENE-121214-30] ENSDARP00000126823 ENSDARP00000126823.1
OG0000000 ENSDARG00000068621 Danio_rerio Cypriniformes Teleostei ENSDARG00000068621.6 ENSDART00000180426 ENSDART00000180426.1 si:ch211-181d7.3 si:ch211-181d7.3 [Source:ZFIN;Acc:ZDB-GENE-121214-30] ENSDARP00000156818 ENSDARP00000156818.1
OG0000000 ENSDARG00000068621 Danio_rerio Cypriniformes Teleostei ENSDARG00000068621.6 ENSDART00000099313 ENSDART00000099313.5 si:ch211-181d7.3 si:ch211-181d7.3 [Source:ZFIN;Acc:ZDB-GENE-121214-30] ENSDARP00000090086 ENSDARP00000090086.3
OG0000000 ENSDARG00000069264 Danio_rerio Cypriniformes Teleostei ENSDARG00000069264.6 ENSDART00000145381 ENSDART00000145381.3 si:ch211-196h16.5 si:ch211-196h16.5 [Source:ZFIN;Acc:ZDB-GENE-081029-8] ENSDARP00000121896 ENSDARP00000121896.2
OG0000000 ENSDARG00000069264 Danio_rerio Cypriniformes Teleostei ENSDARG00000069264.6 ENSDART00000193654 ENSDART00000193654.1 si:ch211-196h16.5 si:ch211-196h16.5 [Source:ZFIN;Acc:ZDB-GENE-081029-8] ENSDARP00000156499 ENSDARP00000156499.1
OG0000000 ENSDARG00000069627 Danio_rerio Cypriniformes Teleostei ENSDARG00000069627.7 ENSDART00000133606 ENSDART00000133606.3 si:ch211-255g12.8 si:ch211-255g12.8 [Source:ZFIN;Acc:ZDB-GENE-081104-39] ENSDARP00000123545 ENSDARP00000123545.2
OG0000000 ENSDARG00000074653 Danio_rerio Cypriniformes Teleostei ENSDARG00000074653.6 ENSDART00000138143 ENSDART00000138143.3 si:ch211-233m11.1 si:ch211-233m11.1 [Source:ZFIN;Acc:ZDB-GENE-081028-16] ENSDARP00000118436 ENSDARP00000118436.2
OG0000000 ENSDARG00000076819 Danio_rerio Cypriniformes Teleostei ENSDARG00000076819.7 ENSDART00000136952 ENSDART00000136952.3 nlrc8 NLR family CARD domain containing 8 [Source:ZFIN;Acc:ZDB-GENE-070912-363] ENSDARP00000116140 ENSDARP00000116140.2
OG0000000 ENSDARG00000077488 Danio_rerio Cypriniformes Teleostei ENSDARG00000077488.5 ENSDART00000150438 ENSDART00000150438.3 si:ch73-289h5.4 si:ch73-289h5.4 [Source:ZFIN;Acc:ZDB-GENE-110913-10] ENSDARP00000125305 ENSDARP00000125305.1
OG0000000 ENSDARG00000077488 Danio_rerio Cypriniformes Teleostei ENSDARG00000077488.5 ENSDART00000113296 ENSDART00000113296.4 si:ch73-289h5.4 si:ch73-289h5.4 [Source:ZFIN;Acc:ZDB-GENE-110913-10] ENSDARP00000098532 ENSDARP00000098532.3
OG0000000 ENSDARG00000077488 Danio_rerio Cypriniformes Teleostei ENSDARG00000077488.5 ENSDART00000191574 ENSDART00000191574.1 si:ch73-289h5.4 si:ch73-289h5.4 [Source:ZFIN;Acc:ZDB-GENE-110913-10] ENSDARP00000146536 ENSDARP00000146536.1
OG0000000 ENSDARG00000077673 Danio_rerio Cypriniformes Teleostei ENSDARG00000077673.6 ENSDART00000146246 ENSDART00000146246.3 nlrp16 NACHT, LRR and PYD domains-containing protein 16 [Source:ZFIN;Acc:ZDB-GENE-030131-8582] ENSDARP00000115653 ENSDARP00000115653.2
OG0000000 ENSDARG00000077673 Danio_rerio Cypriniformes Teleostei ENSDARG00000077673.6 ENSDART00000099821 ENSDART00000099821.5 nlrp16 NACHT, LRR and PYD domains-containing protein 16 [Source:ZFIN;Acc:ZDB-GENE-030131-8582] ENSDARP00000090594 ENSDARP00000090594.4
OG0000000 ENSDARG00000077697 Danio_rerio Cypriniformes Teleostei ENSDARG00000077697.6 ENSDART00000160587 ENSDART00000160587.2 si:dkey-105i14.1 si:dkey-105i14.1 [Source:ZFIN;Acc:ZDB-GENE-081103-64] ENSDARP00000131074 ENSDARP00000131074.1
OG0000000 ENSDARG00000077697 Danio_rerio Cypriniformes Teleostei ENSDARG00000077697.6 ENSDART00000104921 ENSDART00000104921.4 si:dkey-105i14.1 si:dkey-105i14.1 [Source:ZFIN;Acc:ZDB-GENE-081103-64] ENSDARP00000095691 ENSDARP00000095691.3
OG0000000 ENSDARG00000078002 Danio_rerio Cypriniformes Teleostei ENSDARG00000078002.6 ENSDART00000141573 ENSDART00000141573.4 si:dkey-13n15.11 si:dkey-13n15.11 [Source:ZFIN;Acc:ZDB-GENE-070705-295] ENSDARP00000119348 ENSDARP00000119348.2
OG0000000 ENSDARG00000078101 Danio_rerio Cypriniformes Teleostei ENSDARG00000078101.6 ENSDART00000141496 ENSDART00000141496.3 nlrc9 NLR family CARD domain containing 9 [Source:ZFIN;Acc:ZDB-GENE-070912-362] ENSDARP00000116893 ENSDARP00000116893.2
OG0000000 ENSDARG00000078101 Danio_rerio Cypriniformes Teleostei ENSDARG00000078101.6 ENSDART00000183327 ENSDART00000183327.1 nlrc9 NLR family CARD domain containing 9 [Source:ZFIN;Acc:ZDB-GENE-070912-362] ENSDARP00000150263 ENSDARP00000150263.1
OG0000000 ENSDARG00000078101 Danio_rerio Cypriniformes Teleostei ENSDARG00000078101.6 ENSDART00000170395 ENSDART00000170395.2 nlrc9 NLR family CARD domain containing 9 [Source:ZFIN;Acc:ZDB-GENE-070912-362] ENSDARP00000138733 ENSDARP00000138733.2
OG0000000 ENSDARG00000078101 Danio_rerio Cypriniformes Teleostei ENSDARG00000078101.6 ENSDART00000188847 ENSDART00000188847.1 nlrc9 NLR family CARD domain containing 9 [Source:ZFIN;Acc:ZDB-GENE-070912-362] ENSDARP00000156737 ENSDARP00000156737.1
OG0000000 ENSDARG00000078101 Danio_rerio Cypriniformes Teleostei ENSDARG00000078101.6 ENSDART00000099437 ENSDART00000099437.5 nlrc9 NLR family CARD domain containing 9 [Source:ZFIN;Acc:ZDB-GENE-070912-362] ENSDARP00000090210 ENSDARP00000090210.5
OG0000000 ENSDARG00000078246 Danio_rerio Cypriniformes Teleostei ENSDARG00000078246.8 ENSDART00000156678 ENSDART00000156678.3 si:ch211-114l13.4 si:ch211-114l13.4 [Source:ZFIN;Acc:ZDB-GENE-070424-113] ENSDARP00000127840 ENSDARP00000127840.3
OG0000000 ENSDARG00000078246 Danio_rerio Cypriniformes Teleostei ENSDARG00000078246.8 ENSDART00000115190 ENSDART00000115190.6 si:ch211-114l13.4 si:ch211-114l13.4 [Source:ZFIN;Acc:ZDB-GENE-070424-113] ENSDARP00000103447 ENSDARP00000103447.4
OG0000000 ENSDARG00000078912 Danio_rerio Cypriniformes Teleostei ENSDARG00000078912.5 ENSDART00000152152 ENSDART00000152152.2 si:ch73-24k9.2 si:ch73-24k9.2 [Source:ZFIN;Acc:ZDB-GENE-121214-29] ENSDARP00000126765 ENSDARP00000126765.1
OG0000000 ENSDARG00000079456 Danio_rerio Cypriniformes Teleostei ENSDARG00000079456.6 ENSDART00000097530 ENSDART00000097530.5 si:ch211-149a19.3 si:ch211-149a19.3 [Source:ZFIN;Acc:ZDB-GENE-081104-128] ENSDARP00000088301 ENSDARP00000088301.5
OG0000000 ENSDARG00000079456 Danio_rerio Cypriniformes Teleostei ENSDARG00000079456.6 ENSDART00000192739 ENSDART00000192739.1 si:ch211-149a19.3 si:ch211-149a19.3 [Source:ZFIN;Acc:ZDB-GENE-081104-128] ENSDARP00000157343 ENSDARP00000157343.1
OG0000000 ENSDARG00000079456 Danio_rerio Cypriniformes Teleostei ENSDARG00000079456.6 ENSDART00000144113 ENSDART00000144113.4 si:ch211-149a19.3 si:ch211-149a19.3 [Source:ZFIN;Acc:ZDB-GENE-081104-128] ENSDARP00000118398 ENSDARP00000118398.2
OG0000000 ENSDARG00000079456 Danio_rerio Cypriniformes Teleostei ENSDARG00000079456.6 ENSDART00000186176 ENSDART00000186176.1 si:ch211-149a19.3 si:ch211-149a19.3 [Source:ZFIN;Acc:ZDB-GENE-081104-128] ENSDARP00000156814 ENSDARP00000156814.1
OG0000000 ENSDARG00000079456 Danio_rerio Cypriniformes Teleostei ENSDARG00000079456.6 ENSDART00000181795 ENSDART00000181795.1 si:ch211-149a19.3 si:ch211-149a19.3 [Source:ZFIN;Acc:ZDB-GENE-081104-128] ENSDARP00000152938 ENSDARP00000152938.1
OG0000000 ENSDARG00000086256 Danio_rerio Cypriniformes Teleostei ENSDARG00000086256.5 ENSDART00000128105 ENSDART00000128105.3 si:ch211-236p5.2 si:ch211-236p5.2 [Source:ZFIN;Acc:ZDB-GENE-081028-33] ENSDARP00000107037 ENSDARP00000107037.3
OG0000000 ENSDARG00000086256 Danio_rerio Cypriniformes Teleostei ENSDARG00000086256.5 ENSDART00000145668 ENSDART00000145668.4 si:ch211-236p5.2 si:ch211-236p5.2 [Source:ZFIN;Acc:ZDB-GENE-081028-33] ENSDARP00000123511 ENSDARP00000123511.2
OG0000000 ENSDARG00000086418 Danio_rerio Cypriniformes Teleostei ENSDARG00000086418.5 ENSDART00000152006 ENSDART00000152006.3 si:ch211-236p5.3 si:ch211-236p5.3 [Source:ZFIN;Acc:ZDB-GENE-081028-31] ENSDARP00000126432 ENSDARP00000126432.1
OG0000000 ENSDARG00000086418 Danio_rerio Cypriniformes Teleostei ENSDARG00000086418.5 ENSDART00000125728 ENSDART00000125728.3 si:ch211-236p5.3 si:ch211-236p5.3 [Source:ZFIN;Acc:ZDB-GENE-081028-31] ENSDARP00000104999 ENSDARP00000104999.1
OG0000000 ENSDARG00000086576 Danio_rerio Cypriniformes Teleostei ENSDARG00000086576.4 ENSDART00000105992 ENSDART00000105992.6 si:cabz01069012.2 si:cabz01069012.2 [Source:ZFIN;Acc:ZDB-GENE-161017-152] ENSDARP00000096770 ENSDARP00000096770.5
OG0000000 ENSDARG00000086576 Danio_rerio Cypriniformes Teleostei ENSDARG00000086576.4 ENSDART00000112802 ENSDART00000112802.4 si:cabz01069012.2 si:cabz01069012.2 [Source:ZFIN;Acc:ZDB-GENE-161017-152] ENSDARP00000102562 ENSDARP00000102562.4
OG0000000 ENSDARG00000086703 Danio_rerio Cypriniformes Teleostei ENSDARG00000086703.5 ENSDART00000138617 ENSDART00000138617.3 si:dkey-126g1.7 si:dkey-126g1.7 [Source:ZFIN;Acc:ZDB-GENE-090313-181] ENSDARP00000126888 ENSDARP00000126888.1
OG0000000 ENSDARG00000087251 Danio_rerio Cypriniformes Teleostei ENSDARG00000087251.4 ENSDART00000125772 ENSDART00000125772.3 si:ch73-50f9.4 si:ch73-50f9.4 [Source:ZFIN;Acc:ZDB-GENE-131122-9] ENSDARP00000106753 ENSDARP00000106753.3
OG0000000 ENSDARG00000087251 Danio_rerio Cypriniformes Teleostei ENSDARG00000087251.4 ENSDART00000153653 ENSDART00000153653.3 si:ch73-50f9.4 si:ch73-50f9.4 [Source:ZFIN;Acc:ZDB-GENE-131122-9] ENSDARP00000127767 ENSDARP00000127767.1
OG0000000 ENSDARG00000087532 Danio_rerio Cypriniformes Teleostei ENSDARG00000087532.6 ENSDART00000144492 ENSDART00000144492.4 si:ch211-278p9.1 si:ch211-278p9.1 [Source:ZFIN;Acc:ZDB-GENE-081028-46] ENSDARP00000117405 ENSDARP00000117405.2
OG0000000 ENSDARG00000087532 Danio_rerio Cypriniformes Teleostei ENSDARG00000087532.6 ENSDART00000172035 ENSDART00000172035.2 si:ch211-278p9.1 si:ch211-278p9.1 [Source:ZFIN;Acc:ZDB-GENE-081028-46] ENSDARP00000130017 ENSDARP00000130017.2
OG0000000 ENSDARG00000087532 Danio_rerio Cypriniformes Teleostei ENSDARG00000087532.6 ENSDART00000191770 ENSDART00000191770.1 si:ch211-278p9.1 si:ch211-278p9.1 [Source:ZFIN;Acc:ZDB-GENE-081028-46] ENSDARP00000150709 ENSDARP00000150709.1
OG0000000 ENSDARG00000088082 Danio_rerio Cypriniformes Teleostei ENSDARG00000088082.6 ENSDART00000133110 ENSDART00000133110.4 si:ch211-214c20.1 si:ch211-214c20.1 [Source:ZFIN;Acc:ZDB-GENE-081103-49] ENSDARP00000116259 ENSDARP00000116259.2
OG0000000 ENSDARG00000088274 Danio_rerio Cypriniformes Teleostei ENSDARG00000088274.4 ENSDART00000152596 ENSDART00000152596.2 si:ch211-181d7.1 si:ch211-181d7.1 [Source:ZFIN;Acc:ZDB-GENE-121214-14] ENSDARP00000126764 ENSDARP00000126764.1
OG0000000 ENSDARG00000088274 Danio_rerio Cypriniformes Teleostei ENSDARG00000088274.4 ENSDART00000130902 ENSDART00000130902.3 si:ch211-181d7.1 si:ch211-181d7.1 [Source:ZFIN;Acc:ZDB-GENE-121214-14] ENSDARP00000112248 ENSDARP00000112248.3
OG0000000 ENSDARG00000088689 Danio_rerio Cypriniformes Teleostei ENSDARG00000088689.4 ENSDART00000152090 ENSDART00000152090.3 si:ch211-201o1.1 si:ch211-201o1.1 [Source:ZFIN;Acc:ZDB-GENE-120709-60] ENSDARP00000126550 ENSDARP00000126550.2
OG0000000 ENSDARG00000089582 Danio_rerio Cypriniformes Teleostei ENSDARG00000089582.6 ENSDART00000137564 ENSDART00000137564.4 si:dkey-265e15.2 si:dkey-265e15.2 [Source:ZFIN;Acc:ZDB-GENE-081103-3] ENSDARP00000123009 ENSDARP00000123009.2
OG0000000 ENSDARG00000089582 Danio_rerio Cypriniformes Teleostei ENSDARG00000089582.6 ENSDART00000151833 ENSDART00000151833.2 si:dkey-265e15.2 si:dkey-265e15.2 [Source:ZFIN;Acc:ZDB-GENE-081103-3] ENSDARP00000126395 ENSDARP00000126395.1
OG0000000 ENSDARG00000089582 Danio_rerio Cypriniformes Teleostei ENSDARG00000089582.6 ENSDART00000168249 ENSDART00000168249.2 si:dkey-265e15.2 si:dkey-265e15.2 [Source:ZFIN;Acc:ZDB-GENE-081103-3] ENSDARP00000136164 ENSDARP00000136164.1
OG0000000 ENSDARG00000089934 Danio_rerio Cypriniformes Teleostei ENSDARG00000089934.4 ENSDART00000150259 ENSDART00000150259.2 si:ch211-64i20.3 si:ch211-64i20.3 [Source:ZFIN;Acc:ZDB-GENE-110913-55] ENSDARP00000125117 ENSDARP00000125117.1
OG0000000 ENSDARG00000090160 Danio_rerio Cypriniformes Teleostei ENSDARG00000090160.7 ENSDART00000190248 ENSDART00000190248.1 zgc:173709 zgc:173709 [Source:ZFIN;Acc:ZDB-GENE-080208-5] ENSDARP00000146475 ENSDARP00000146475.1
OG0000000 ENSDARG00000090160 Danio_rerio Cypriniformes Teleostei ENSDARG00000090160.7 ENSDART00000150746 ENSDART00000150746.3 zgc:173709 zgc:173709 [Source:ZFIN;Acc:ZDB-GENE-080208-5] ENSDARP00000125566 ENSDARP00000125566.3
OG0000000 ENSDARG00000090160 Danio_rerio Cypriniformes Teleostei ENSDARG00000090160.7 ENSDART00000185921 ENSDART00000185921.1 zgc:173709 zgc:173709 [Source:ZFIN;Acc:ZDB-GENE-080208-5] ENSDARP00000156631 ENSDARP00000156631.1
OG0000000 ENSDARG00000090160 Danio_rerio Cypriniformes Teleostei ENSDARG00000090160.7 ENSDART00000183761 ENSDART00000183761.1 zgc:173709 zgc:173709 [Source:ZFIN;Acc:ZDB-GENE-080208-5] ENSDARP00000154589 ENSDARP00000154589.1
OG0000000 ENSDARG00000090160 Danio_rerio Cypriniformes Teleostei ENSDARG00000090160.7 ENSDART00000190750 ENSDART00000190750.1 zgc:173709 zgc:173709 [Source:ZFIN;Acc:ZDB-GENE-080208-5] ENSDARP00000153506 ENSDARP00000153506.1
OG0000000 ENSDARG00000090160 Danio_rerio Cypriniformes Teleostei ENSDARG00000090160.7 ENSDART00000157941 ENSDART00000157941.2 zgc:173709 zgc:173709 [Source:ZFIN;Acc:ZDB-GENE-080208-5] ENSDARP00000131578 ENSDARP00000131578.1
OG0000000 ENSDARG00000090193 Danio_rerio Cypriniformes Teleostei ENSDARG00000090193.4 ENSDART00000131246 ENSDART00000131246.3 si:ch73-286h23.4 si:ch73-286h23.4 [Source:ZFIN;Acc:ZDB-GENE-070705-237] ENSDARP00000114045 ENSDARP00000114045.2
OG0000000 ENSDARG00000090946 Danio_rerio Cypriniformes Teleostei ENSDARG00000090946.4 ENSDART00000152387 ENSDART00000152387.3 si:zfos-364h11.2 si:zfos-364h11.2 [Source:ZFIN;Acc:ZDB-GENE-120703-46] ENSDARP00000127060 ENSDARP00000127060.1
OG0000000 ENSDARG00000090946 Danio_rerio Cypriniformes Teleostei ENSDARG00000090946.4 ENSDART00000170204 ENSDART00000170204.2 si:zfos-364h11.2 si:zfos-364h11.2 [Source:ZFIN;Acc:ZDB-GENE-120703-46] ENSDARP00000136278 ENSDARP00000136278.2
OG0000000 ENSDARG00000090946 Danio_rerio Cypriniformes Teleostei ENSDARG00000090946.4 ENSDART00000113401 ENSDART00000113401.4 si:zfos-364h11.2 si:zfos-364h11.2 [Source:ZFIN;Acc:ZDB-GENE-120703-46] ENSDARP00000101267 ENSDARP00000101267.4
OG0000000 ENSDARG00000091235 Danio_rerio Cypriniformes Teleostei ENSDARG00000091235.3 ENSDART00000108542 ENSDART00000108542.4 CABZ01015525.1 NA ENSDARP00000099153 ENSDARP00000099153.4
OG0000000 ENSDARG00000091320 Danio_rerio Cypriniformes Teleostei ENSDARG00000091320.4 ENSDART00000144759 ENSDART00000144759.3 nlrc6 NLR family CARD domain containing 6 [Source:ZFIN;Acc:ZDB-GENE-060421-8264] ENSDARP00000122806 ENSDARP00000122806.1
OG0000000 ENSDARG00000091320 Danio_rerio Cypriniformes Teleostei ENSDARG00000091320.4 ENSDART00000129831 ENSDART00000129831.2 nlrc6 NLR family CARD domain containing 6 [Source:ZFIN;Acc:ZDB-GENE-060421-8264] ENSDARP00000104685 ENSDARP00000104685.1
OG0000000 ENSDARG00000091847 Danio_rerio Cypriniformes Teleostei ENSDARG00000091847.4 ENSDART00000154379 ENSDART00000154379.2 si:ch211-181d7.1 si:ch211-181d7.1 [Source:ZFIN;Acc:ZDB-GENE-121214-14] ENSDARP00000129380 ENSDARP00000129380.1
OG0000000 ENSDARG00000091912 Danio_rerio Cypriniformes Teleostei ENSDARG00000091912.4 ENSDART00000160436 ENSDART00000160436.2 si:ch211-15j1.5 si:ch211-15j1.5 [Source:ZFIN;Acc:ZDB-GENE-081031-11] ENSDARP00000140427 ENSDARP00000140427.2
OG0000000 ENSDARG00000091912 Danio_rerio Cypriniformes Teleostei ENSDARG00000091912.4 ENSDART00000146788 ENSDART00000146788.3 si:ch211-15j1.5 si:ch211-15j1.5 [Source:ZFIN;Acc:ZDB-GENE-081031-11] ENSDARP00000123539 ENSDARP00000123539.2
OG0000000 ENSDARG00000092025 Danio_rerio Cypriniformes Teleostei ENSDARG00000092025.3 ENSDART00000144678 ENSDART00000144678.3 nlrc8 NLR family CARD domain containing 8 [Source:ZFIN;Acc:ZDB-GENE-070912-363] ENSDARP00000122925 ENSDARP00000122925.2
OG0000000 ENSDARG00000092025 Danio_rerio Cypriniformes Teleostei ENSDARG00000092025.3 ENSDART00000099290 ENSDART00000099290.5 nlrc8 NLR family CARD domain containing 8 [Source:ZFIN;Acc:ZDB-GENE-070912-363] ENSDARP00000090064 ENSDARP00000090064.5
OG0000000 ENSDARG00000092025 Danio_rerio Cypriniformes Teleostei ENSDARG00000092025.3 ENSDART00000170014 ENSDART00000170014.2 nlrc8 NLR family CARD domain containing 8 [Source:ZFIN;Acc:ZDB-GENE-070912-363] ENSDARP00000137228 ENSDARP00000137228.2
OG0000000 ENSDARG00000092070 Danio_rerio Cypriniformes Teleostei ENSDARG00000092070.5 ENSDART00000137836 ENSDART00000137836.5 si:ch211-15j1.3 si:ch211-15j1.3 [Source:ZFIN;Acc:ZDB-GENE-081031-24] ENSDARP00000116247 ENSDARP00000116247.3
OG0000000 ENSDARG00000092294 Danio_rerio Cypriniformes Teleostei ENSDARG00000092294.5 ENSDART00000140536 ENSDART00000140536.4 si:dkey-222h21.6 si:dkey-222h21.6 [Source:ZFIN;Acc:ZDB-GENE-081031-15] ENSDARP00000120373 ENSDARP00000120373.3
OG0000000 ENSDARG00000092500 Danio_rerio Cypriniformes Teleostei ENSDARG00000092500.4 ENSDART00000140754 ENSDART00000140754.4 si:dkey-222h21.1 si:dkey-222h21.1 [Source:ZFIN;Acc:ZDB-GENE-081031-21] ENSDARP00000118953 ENSDARP00000118953.2
OG0000000 ENSDARG00000092604 Danio_rerio Cypriniformes Teleostei ENSDARG00000092604.5 ENSDART00000180887 ENSDART00000180887.1 si:ch211-15j1.4 si:ch211-15j1.4 [Source:ZFIN;Acc:ZDB-GENE-081031-6] ENSDARP00000151675 ENSDARP00000151675.1
OG0000000 ENSDARG00000092604 Danio_rerio Cypriniformes Teleostei ENSDARG00000092604.5 ENSDART00000134826 ENSDART00000134826.5 si:ch211-15j1.4 si:ch211-15j1.4 [Source:ZFIN;Acc:ZDB-GENE-081031-6] ENSDARP00000115410 ENSDARP00000115410.3
OG0000000 ENSDARG00000092759 Danio_rerio Cypriniformes Teleostei ENSDARG00000092759.4 ENSDART00000152915 ENSDART00000152915.3 si:dkey-61p9.9 si:dkey-61p9.9 [Source:ZFIN;Acc:ZDB-GENE-041210-240] ENSDARP00000127397 ENSDARP00000127397.1
OG0000000 ENSDARG00000092759 Danio_rerio Cypriniformes Teleostei ENSDARG00000092759.4 ENSDART00000131964 ENSDART00000131964.3 si:dkey-61p9.9 si:dkey-61p9.9 [Source:ZFIN;Acc:ZDB-GENE-041210-240] ENSDARP00000114336 ENSDARP00000114336.2
OG0000000 ENSDARG00000092941 Danio_rerio Cypriniformes Teleostei ENSDARG00000092941.5 ENSDART00000145743 ENSDART00000145743.5 si:dkey-222h21.3 si:dkey-222h21.3 [Source:ZFIN;Acc:ZDB-GENE-081031-31] ENSDARP00000117380 ENSDARP00000117380.4
OG0000000 ENSDARG00000092984 Danio_rerio Cypriniformes Teleostei ENSDARG00000092984.5 ENSDART00000146252 ENSDART00000146252.4 si:dkey-222h21.11 si:dkey-222h21.11 [Source:ZFIN;Acc:ZDB-GENE-081031-32] ENSDARP00000122895 ENSDARP00000122895.3
OG0000000 ENSDARG00000093177 Danio_rerio Cypriniformes Teleostei ENSDARG00000093177.4 ENSDART00000144784 ENSDART00000144784.4 si:ch211-15j1.1 si:ch211-15j1.1 [Source:ZFIN;Acc:ZDB-GENE-081031-25] ENSDARP00000113434 ENSDARP00000113434.3
OG0000000 ENSDARG00000093323 Danio_rerio Cypriniformes Teleostei ENSDARG00000093323.4 ENSDART00000146316 ENSDART00000146316.3 si:ch211-114l13.1 si:ch211-114l13.1 [Source:ZFIN;Acc:ZDB-GENE-070424-109] ENSDARP00000125829 ENSDARP00000125829.1
OG0000000 ENSDARG00000093323 Danio_rerio Cypriniformes Teleostei ENSDARG00000093323.4 ENSDART00000144190 ENSDART00000144190.4 si:ch211-114l13.1 si:ch211-114l13.1 [Source:ZFIN;Acc:ZDB-GENE-070424-109] ENSDARP00000113293 ENSDARP00000113293.2
OG0000000 ENSDARG00000093532 Danio_rerio Cypriniformes Teleostei ENSDARG00000093532.5 ENSDART00000141202 ENSDART00000141202.3 si:dkey-230i18.2 si:dkey-230i18.2 [Source:ZFIN;Acc:ZDB-GENE-070912-457] ENSDARP00000116559 ENSDARP00000116559.2
OG0000000 ENSDARG00000093532 Danio_rerio Cypriniformes Teleostei ENSDARG00000093532.5 ENSDART00000169351 ENSDART00000169351.2 si:dkey-230i18.2 si:dkey-230i18.2 [Source:ZFIN;Acc:ZDB-GENE-070912-457] ENSDARP00000137185 ENSDARP00000137185.2
OG0000000 ENSDARG00000093680 Danio_rerio Cypriniformes Teleostei ENSDARG00000093680.3 ENSDART00000142834 ENSDART00000142834.3 si:dkey-218h11.6 si:dkey-218h11.6 [Source:ZFIN;Acc:ZDB-GENE-070424-225] ENSDARP00000118730 ENSDARP00000118730.2
OG0000000 ENSDARG00000093761 Danio_rerio Cypriniformes Teleostei ENSDARG00000093761.4 ENSDART00000141422 ENSDART00000141422.3 si:ch211-250k18.7 si:ch211-250k18.7 [Source:ZFIN;Acc:ZDB-GENE-070912-246] ENSDARP00000113623 ENSDARP00000113623.2
OG0000000 ENSDARG00000093761 Danio_rerio Cypriniformes Teleostei ENSDARG00000093761.4 ENSDART00000193522 ENSDART00000193522.1 si:ch211-250k18.7 si:ch211-250k18.7 [Source:ZFIN;Acc:ZDB-GENE-070912-246] ENSDARP00000150700 ENSDARP00000150700.1
OG0000000 ENSDARG00000093761 Danio_rerio Cypriniformes Teleostei ENSDARG00000093761.4 ENSDART00000193694 ENSDART00000193694.1 si:ch211-250k18.7 si:ch211-250k18.7 [Source:ZFIN;Acc:ZDB-GENE-070912-246] ENSDARP00000157144 ENSDARP00000157144.1
OG0000000 ENSDARG00000093975 Danio_rerio Cypriniformes Teleostei ENSDARG00000093975.3 ENSDART00000132423 ENSDART00000132423.3 si:dkey-222h21.9 si:dkey-222h21.9 [Source:ZFIN;Acc:ZDB-GENE-081031-10] ENSDARP00000119246 ENSDARP00000119246.2
OG0000000 ENSDARG00000094067 Danio_rerio Cypriniformes Teleostei ENSDARG00000094067.5 ENSDART00000136164 ENSDART00000136164.3 si:dkey-121n8.7 si:dkey-121n8.7 [Source:ZFIN;Acc:ZDB-GENE-070912-366] ENSDARP00000115461 ENSDARP00000115461.2
OG0000000 ENSDARG00000094067 Danio_rerio Cypriniformes Teleostei ENSDARG00000094067.5 ENSDART00000190445 ENSDART00000190445.1 si:dkey-121n8.7 si:dkey-121n8.7 [Source:ZFIN;Acc:ZDB-GENE-070912-366] ENSDARP00000151385 ENSDARP00000151385.1
OG0000000 ENSDARG00000094067 Danio_rerio Cypriniformes Teleostei ENSDARG00000094067.5 ENSDART00000189776 ENSDART00000189776.1 si:dkey-121n8.7 si:dkey-121n8.7 [Source:ZFIN;Acc:ZDB-GENE-070912-366] ENSDARP00000152505 ENSDARP00000152505.1
OG0000000 ENSDARG00000094098 Danio_rerio Cypriniformes Teleostei ENSDARG00000094098.6 ENSDART00000141987 ENSDART00000141987.3 si:ch211-278p9.3 si:ch211-278p9.3 [Source:ZFIN;Acc:ZDB-GENE-081028-38] ENSDARP00000117718 ENSDARP00000117718.2
OG0000000 ENSDARG00000094098 Danio_rerio Cypriniformes Teleostei ENSDARG00000094098.6 ENSDART00000186907 ENSDART00000186907.1 si:ch211-278p9.3 si:ch211-278p9.3 [Source:ZFIN;Acc:ZDB-GENE-081028-38] ENSDARP00000149010 ENSDARP00000149010.1
OG0000000 ENSDARG00000094246 Danio_rerio Cypriniformes Teleostei ENSDARG00000094246.4 ENSDART00000142285 ENSDART00000142285.4 si:dkey-222h21.10 si:dkey-222h21.10 [Source:ZFIN;Acc:ZDB-GENE-081031-22] ENSDARP00000121660 ENSDARP00000121660.3
OG0000000 ENSDARG00000094246 Danio_rerio Cypriniformes Teleostei ENSDARG00000094246.4 ENSDART00000138007 ENSDART00000138007.3 si:dkey-222h21.10 si:dkey-222h21.10 [Source:ZFIN;Acc:ZDB-GENE-081031-22] ENSDARP00000119731 ENSDARP00000119731.3
OG0000000 ENSDARG00000094297 Danio_rerio Cypriniformes Teleostei ENSDARG00000094297.5 ENSDART00000147678 ENSDART00000147678.4 si:dkey-222h21.2 si:dkey-222h21.2 [Source:ZFIN;Acc:ZDB-GENE-081031-20] ENSDARP00000117616 ENSDARP00000117616.3
OG0000000 ENSDARG00000094344 Danio_rerio Cypriniformes Teleostei ENSDARG00000094344.4 ENSDART00000110453 ENSDART00000110453.6 si:dkey-222h21.8 si:dkey-222h21.8 [Source:ZFIN;Acc:ZDB-GENE-081031-103] ENSDARP00000099801 ENSDARP00000099801.4
OG0000000 ENSDARG00000094346 Danio_rerio Cypriniformes Teleostei ENSDARG00000094346.5 ENSDART00000141678 ENSDART00000141678.4 si:ch211-114l13.13 si:ch211-114l13.13 [Source:ZFIN;Acc:ZDB-GENE-120215-237] ENSDARP00000118555 ENSDARP00000118555.3
OG0000000 ENSDARG00000094350 Danio_rerio Cypriniformes Teleostei ENSDARG00000094350.3 ENSDART00000138525 ENSDART00000138525.3 si:ch211-187g4.1 si:ch211-187g4.1 [Source:ZFIN;Acc:ZDB-GENE-070912-161] ENSDARP00000120488 ENSDARP00000120488.2
OG0000000 ENSDARG00000094608 Danio_rerio Cypriniformes Teleostei ENSDARG00000094608.4 ENSDART00000138467 ENSDART00000138467.4 si:dkey-222h21.10 si:dkey-222h21.10 [Source:ZFIN;Acc:ZDB-GENE-081031-22] ENSDARP00000120603 ENSDARP00000120603.2
OG0000000 ENSDARG00000094782 Danio_rerio Cypriniformes Teleostei ENSDARG00000094782.4 ENSDART00000140020 ENSDART00000140020.3 si:ch211-196h16.4 si:ch211-196h16.4 [Source:ZFIN;Acc:ZDB-GENE-081029-1] ENSDARP00000123041 ENSDARP00000123041.2
OG0000000 ENSDARG00000094782 Danio_rerio Cypriniformes Teleostei ENSDARG00000094782.4 ENSDART00000145070 ENSDART00000145070.3 si:ch211-196h16.4 si:ch211-196h16.4 [Source:ZFIN;Acc:ZDB-GENE-081029-1] ENSDARP00000120438 ENSDARP00000120438.3
OG0000000 ENSDARG00000095106 Danio_rerio Cypriniformes Teleostei ENSDARG00000095106.5 ENSDART00000136778 ENSDART00000136778.3 si:dkey-28k24.2 si:dkey-28k24.2 [Source:ZFIN;Acc:ZDB-GENE-121213-4] ENSDARP00000114741 ENSDARP00000114741.2
OG0000000 ENSDARG00000095106 Danio_rerio Cypriniformes Teleostei ENSDARG00000095106.5 ENSDART00000190931 ENSDART00000190931.1 si:dkey-28k24.2 si:dkey-28k24.2 [Source:ZFIN;Acc:ZDB-GENE-121213-4] ENSDARP00000154549 ENSDARP00000154549.1
OG0000000 ENSDARG00000095274 Danio_rerio Cypriniformes Teleostei ENSDARG00000095274.4 ENSDART00000144941 ENSDART00000144941.3 si:ch211-278p9.2 si:ch211-278p9.2 [Source:ZFIN;Acc:ZDB-GENE-081028-37] ENSDARP00000113059 ENSDARP00000113059.2
OG0000000 ENSDARG00000095274 Danio_rerio Cypriniformes Teleostei ENSDARG00000095274.4 ENSDART00000192910 ENSDART00000192910.1 si:ch211-278p9.2 si:ch211-278p9.2 [Source:ZFIN;Acc:ZDB-GENE-081028-37] ENSDARP00000147598 ENSDARP00000147598.1
OG0000000 ENSDARG00000095528 Danio_rerio Cypriniformes Teleostei ENSDARG00000095528.4 ENSDART00000133459 ENSDART00000133459.3 CR854897.1 NLR family CARD domain-containing protein 3-like [Source:NCBI gene;Acc:108179100] ENSDARP00000115094 ENSDARP00000115094.2
OG0000000 ENSDARG00000095578 Danio_rerio Cypriniformes Teleostei ENSDARG00000095578.5 ENSDART00000131475 ENSDART00000131475.4 si:dkey-222h21.7 si:dkey-222h21.7 [Source:ZFIN;Acc:ZDB-GENE-081031-33] ENSDARP00000117255 ENSDARP00000117255.3
OG0000000 ENSDARG00000095665 Danio_rerio Cypriniformes Teleostei ENSDARG00000095665.4 ENSDART00000143007 ENSDART00000143007.4 si:ch211-191a16.2 si:ch211-191a16.2 [Source:ZFIN;Acc:ZDB-GENE-081028-45] ENSDARP00000122197 ENSDARP00000122197.2
OG0000000 ENSDARG00000095665 Danio_rerio Cypriniformes Teleostei ENSDARG00000095665.4 ENSDART00000183581 ENSDART00000183581.1 si:ch211-191a16.2 si:ch211-191a16.2 [Source:ZFIN;Acc:ZDB-GENE-081028-45] ENSDARP00000154759 ENSDARP00000154759.1
OG0000000 ENSDARG00000095665 Danio_rerio Cypriniformes Teleostei ENSDARG00000095665.4 ENSDART00000157807 ENSDART00000157807.2 si:ch211-191a16.2 si:ch211-191a16.2 [Source:ZFIN;Acc:ZDB-GENE-081028-45] ENSDARP00000132133 ENSDARP00000132133.2
OG0000000 ENSDARG00000095719 Danio_rerio Cypriniformes Teleostei ENSDARG00000095719.6 ENSDART00000140074 ENSDART00000140074.4 si:dkey-222h21.2 si:dkey-222h21.2 [Source:ZFIN;Acc:ZDB-GENE-081031-20] ENSDARP00000116988 ENSDARP00000116988.3
OG0000000 ENSDARG00000095773 Danio_rerio Cypriniformes Teleostei ENSDARG00000095773.3 ENSDART00000160897 ENSDART00000160897.2 zgc:194906 zgc:194906 [Source:ZFIN;Acc:ZDB-GENE-080722-43] ENSDARP00000137753 ENSDARP00000137753.1
OG0000000 ENSDARG00000096412 Danio_rerio Cypriniformes Teleostei ENSDARG00000096412.2 ENSDART00000151051 ENSDART00000151051.2 si:ch211-15j1.7 si:ch211-15j1.7 [Source:ZFIN;Acc:ZDB-GENE-120214-34] ENSDARP00000125666 ENSDARP00000125666.1
OG0000000 ENSDARG00000096449 Danio_rerio Cypriniformes Teleostei ENSDARG00000096449.3 ENSDART00000136395 ENSDART00000136395.3 si:ch211-194e1.7 si:ch211-194e1.7 [Source:ZFIN;Acc:ZDB-GENE-081105-104] ENSDARP00000123039 ENSDARP00000123039.2
OG0000000 ENSDARG00000096545 Danio_rerio Cypriniformes Teleostei ENSDARG00000096545.4 ENSDART00000152724 ENSDART00000152724.3 si:ch211-191a16.5 si:ch211-191a16.5 [Source:ZFIN;Acc:ZDB-GENE-121214-56] ENSDARP00000126969 ENSDARP00000126969.2
OG0000000 ENSDARG00000096545 Danio_rerio Cypriniformes Teleostei ENSDARG00000096545.4 ENSDART00000159874 ENSDART00000159874.2 si:ch211-191a16.5 si:ch211-191a16.5 [Source:ZFIN;Acc:ZDB-GENE-121214-56] ENSDARP00000136357 ENSDARP00000136357.2
OG0000000 ENSDARG00000097700 Danio_rerio Cypriniformes Teleostei ENSDARG00000097700.3 ENSDART00000155274 ENSDART00000155274.3 si:dkey-23k10.2 si:dkey-23k10.2 [Source:ZFIN;Acc:ZDB-GENE-131122-52] ENSDARP00000128460 ENSDARP00000128460.1
OG0000000 ENSDARG00000097700 Danio_rerio Cypriniformes Teleostei ENSDARG00000097700.3 ENSDART00000157936 ENSDART00000157936.2 si:dkey-23k10.2 si:dkey-23k10.2 [Source:ZFIN;Acc:ZDB-GENE-131122-52] ENSDARP00000141183 ENSDARP00000141183.2
OG0000000 ENSDARG00000098167 Danio_rerio Cypriniformes Teleostei ENSDARG00000098167.2 ENSDART00000165440 ENSDART00000165440.2 si:dkey-176f19.4 si:dkey-176f19.4 [Source:ZFIN;Acc:ZDB-GENE-110913-20] ENSDARP00000136174 ENSDARP00000136174.1
OG0000000 ENSDARG00000098167 Danio_rerio Cypriniformes Teleostei ENSDARG00000098167.2 ENSDART00000180562 ENSDART00000180562.1 si:dkey-176f19.4 si:dkey-176f19.4 [Source:ZFIN;Acc:ZDB-GENE-110913-20] ENSDARP00000154281 ENSDARP00000154281.1
OG0000000 ENSDARG00000098183 Danio_rerio Cypriniformes Teleostei ENSDARG00000098183.3 ENSDART00000168154 ENSDART00000168154.2 si:dkey-27n6.1 si:dkey-27n6.1 [Source:ZFIN;Acc:ZDB-GENE-041014-40] ENSDARP00000131121 ENSDARP00000131121.1
OG0000000 ENSDARG00000098183 Danio_rerio Cypriniformes Teleostei ENSDARG00000098183.3 ENSDART00000160935 ENSDART00000160935.2 si:dkey-27n6.1 si:dkey-27n6.1 [Source:ZFIN;Acc:ZDB-GENE-041014-40] ENSDARP00000135533 ENSDARP00000135533.2
OG0000000 ENSDARG00000098212 Danio_rerio Cypriniformes Teleostei ENSDARG00000098212.2 ENSDART00000186160 ENSDART00000186160.1 CABZ01024848.1 NA ENSDARP00000155874 ENSDARP00000155874.1
OG0000000 ENSDARG00000098212 Danio_rerio Cypriniformes Teleostei ENSDARG00000098212.2 ENSDART00000165236 ENSDART00000165236.2 CABZ01024848.1 NA ENSDARP00000138538 ENSDARP00000138538.2
OG0000000 ENSDARG00000098220 Danio_rerio Cypriniformes Teleostei ENSDARG00000098220.2 ENSDART00000161778 ENSDART00000161778.2 si:ch211-209j12.6 si:ch211-209j12.6 [Source:ZFIN;Acc:ZDB-GENE-120703-12] ENSDARP00000137801 ENSDARP00000137801.1
OG0000000 ENSDARG00000098220 Danio_rerio Cypriniformes Teleostei ENSDARG00000098220.2 ENSDART00000180851 ENSDART00000180851.1 si:ch211-209j12.6 si:ch211-209j12.6 [Source:ZFIN;Acc:ZDB-GENE-120703-12] ENSDARP00000155824 ENSDARP00000155824.1
OG0000000 ENSDARG00000098220 Danio_rerio Cypriniformes Teleostei ENSDARG00000098220.2 ENSDART00000188841 ENSDART00000188841.1 si:ch211-209j12.6 si:ch211-209j12.6 [Source:ZFIN;Acc:ZDB-GENE-120703-12] ENSDARP00000157630 ENSDARP00000157630.1
OG0000000 ENSDARG00000098351 Danio_rerio Cypriniformes Teleostei ENSDARG00000098351.2 ENSDART00000160213 ENSDART00000160213.2 si:ch211-66c13.1 si:ch211-66c13.1 [Source:ZFIN;Acc:ZDB-GENE-081103-50] ENSDARP00000139810 ENSDARP00000139810.1
OG0000000 ENSDARG00000098351 Danio_rerio Cypriniformes Teleostei ENSDARG00000098351.2 ENSDART00000185830 ENSDART00000185830.1 si:ch211-66c13.1 si:ch211-66c13.1 [Source:ZFIN;Acc:ZDB-GENE-081103-50] ENSDARP00000155066 ENSDARP00000155066.1
OG0000000 ENSDARG00000098351 Danio_rerio Cypriniformes Teleostei ENSDARG00000098351.2 ENSDART00000191908 ENSDART00000191908.1 si:ch211-66c13.1 si:ch211-66c13.1 [Source:ZFIN;Acc:ZDB-GENE-081103-50] ENSDARP00000150565 ENSDARP00000150565.1
OG0000000 ENSDARG00000098357 Danio_rerio Cypriniformes Teleostei ENSDARG00000098357.2 ENSDART00000158103 ENSDART00000158103.2 si:ch211-229l10.4 si:ch211-229l10.4 [Source:ZFIN;Acc:ZDB-GENE-060503-595] ENSDARP00000134507 ENSDARP00000134507.1
OG0000000 ENSDARG00000098357 Danio_rerio Cypriniformes Teleostei ENSDARG00000098357.2 ENSDART00000190780 ENSDART00000190780.1 si:ch211-229l10.4 si:ch211-229l10.4 [Source:ZFIN;Acc:ZDB-GENE-060503-595] ENSDARP00000152439 ENSDARP00000152439.1
OG0000000 ENSDARG00000098406 Danio_rerio Cypriniformes Teleostei ENSDARG00000098406.2 ENSDART00000180146 ENSDART00000180146.1 si:dkey-22a18.2 si:dkey-22a18.2 [Source:ZFIN;Acc:ZDB-GENE-120703-7] ENSDARP00000157023 ENSDARP00000157023.1
OG0000000 ENSDARG00000098406 Danio_rerio Cypriniformes Teleostei ENSDARG00000098406.2 ENSDART00000157938 ENSDART00000157938.2 si:dkey-22a18.2 si:dkey-22a18.2 [Source:ZFIN;Acc:ZDB-GENE-120703-7] ENSDARP00000141204 ENSDARP00000141204.1
OG0000000 ENSDARG00000098527 Danio_rerio Cypriniformes Teleostei ENSDARG00000098527.2 ENSDART00000162213 ENSDART00000162213.2 CABZ01060491.1 NA ENSDARP00000141513 ENSDARP00000141513.2
OG0000000 ENSDARG00000098527 Danio_rerio Cypriniformes Teleostei ENSDARG00000098527.2 ENSDART00000166757 ENSDART00000166757.2 CABZ01060491.1 NA ENSDARP00000140864 ENSDARP00000140864.2
OG0000000 ENSDARG00000098585 Danio_rerio Cypriniformes Teleostei ENSDARG00000098585.2 ENSDART00000165359 ENSDART00000165359.2 si:ch211-237a4.2 si:ch211-237a4.2 [Source:ZFIN;Acc:ZDB-GENE-060503-504] ENSDARP00000135409 ENSDARP00000135409.1
OG0000000 ENSDARG00000098585 Danio_rerio Cypriniformes Teleostei ENSDARG00000098585.2 ENSDART00000192857 ENSDART00000192857.1 si:ch211-237a4.2 si:ch211-237a4.2 [Source:ZFIN;Acc:ZDB-GENE-060503-504] ENSDARP00000149189 ENSDARP00000149189.1
OG0000000 ENSDARG00000098585 Danio_rerio Cypriniformes Teleostei ENSDARG00000098585.2 ENSDART00000184152 ENSDART00000184152.1 si:ch211-237a4.2 si:ch211-237a4.2 [Source:ZFIN;Acc:ZDB-GENE-060503-504] ENSDARP00000152323 ENSDARP00000152323.1
OG0000000 ENSDARG00000098677 Danio_rerio Cypriniformes Teleostei ENSDARG00000098677.2 ENSDART00000170143 ENSDART00000170143.2 zgc:174180 zgc:174180 [Source:ZFIN;Acc:ZDB-GENE-080206-1] ENSDARP00000141572 ENSDARP00000141572.2
OG0000000 ENSDARG00000098677 Danio_rerio Cypriniformes Teleostei ENSDARG00000098677.2 ENSDART00000164348 ENSDART00000164348.2 zgc:174180 zgc:174180 [Source:ZFIN;Acc:ZDB-GENE-080206-1] ENSDARP00000130837 ENSDARP00000130837.1
OG0000000 ENSDARG00000098677 Danio_rerio Cypriniformes Teleostei ENSDARG00000098677.2 ENSDART00000191414 ENSDART00000191414.1 zgc:174180 zgc:174180 [Source:ZFIN;Acc:ZDB-GENE-080206-1] ENSDARP00000155718 ENSDARP00000155718.1
OG0000000 ENSDARG00000098677 Danio_rerio Cypriniformes Teleostei ENSDARG00000098677.2 ENSDART00000187058 ENSDART00000187058.1 zgc:174180 zgc:174180 [Source:ZFIN;Acc:ZDB-GENE-080206-1] ENSDARP00000156013 ENSDARP00000156013.1
OG0000000 ENSDARG00000098706 Danio_rerio Cypriniformes Teleostei ENSDARG00000098706.2 ENSDART00000169945 ENSDART00000169945.2 si:ch73-236c18.7 si:ch73-236c18.7 [Source:ZFIN;Acc:ZDB-GENE-121214-3] ENSDARP00000139360 ENSDARP00000139360.1
OG0000000 ENSDARG00000098706 Danio_rerio Cypriniformes Teleostei ENSDARG00000098706.2 ENSDART00000160245 ENSDART00000160245.2 si:ch73-236c18.7 si:ch73-236c18.7 [Source:ZFIN;Acc:ZDB-GENE-121214-3] ENSDARP00000140863 ENSDARP00000140863.1
OG0000000 ENSDARG00000098754 Danio_rerio Cypriniformes Teleostei ENSDARG00000098754.2 ENSDART00000105988 ENSDART00000105988.5 si:ch211-156p11.1 si:ch211-156p11.1 [Source:ZFIN;Acc:ZDB-GENE-070912-120] ENSDARP00000096766 ENSDARP00000096766.4
OG0000000 ENSDARG00000099046 Danio_rerio Cypriniformes Teleostei ENSDARG00000099046.2 ENSDART00000161464 ENSDART00000161464.2 si:ch211-227p7.5 si:ch211-227p7.5 [Source:ZFIN;Acc:ZDB-GENE-120703-10] ENSDARP00000135539 ENSDARP00000135539.1
OG0000000 ENSDARG00000099046 Danio_rerio Cypriniformes Teleostei ENSDARG00000099046.2 ENSDART00000191926 ENSDART00000191926.1 si:ch211-227p7.5 si:ch211-227p7.5 [Source:ZFIN;Acc:ZDB-GENE-120703-10] ENSDARP00000155810 ENSDARP00000155810.1
OG0000000 ENSDARG00000099152 Danio_rerio Cypriniformes Teleostei ENSDARG00000099152.2 ENSDART00000169562 ENSDART00000169562.2 si:dkey-190j3.2 si:dkey-190j3.2 [Source:ZFIN;Acc:ZDB-GENE-050208-399] ENSDARP00000133818 ENSDARP00000133818.1
OG0000000 ENSDARG00000099152 Danio_rerio Cypriniformes Teleostei ENSDARG00000099152.2 ENSDART00000124573 ENSDART00000124573.3 si:dkey-190j3.2 si:dkey-190j3.2 [Source:ZFIN;Acc:ZDB-GENE-050208-399] ENSDARP00000106653 ENSDARP00000106653.3
OG0000000 ENSDARG00000099381 Danio_rerio Cypriniformes Teleostei ENSDARG00000099381.2 ENSDART00000167414 ENSDART00000167414.2 si:dkey-27n6.1 si:dkey-27n6.1 [Source:ZFIN;Acc:ZDB-GENE-041014-40] ENSDARP00000140908 ENSDARP00000140908.1
OG0000000 ENSDARG00000099381 Danio_rerio Cypriniformes Teleostei ENSDARG00000099381.2 ENSDART00000168064 ENSDART00000168064.2 si:dkey-27n6.1 si:dkey-27n6.1 [Source:ZFIN;Acc:ZDB-GENE-041014-40] ENSDARP00000134357 ENSDARP00000134357.2
OG0000000 ENSDARG00000099493 Danio_rerio Cypriniformes Teleostei ENSDARG00000099493.2 ENSDART00000169536 ENSDART00000169536.2 CR847906.1 protein NLRC3-like [Source:NCBI gene;Acc:571651] ENSDARP00000134860 ENSDARP00000134860.1
OG0000000 ENSDARG00000099493 Danio_rerio Cypriniformes Teleostei ENSDARG00000099493.2 ENSDART00000182938 ENSDART00000182938.1 CR847906.1 protein NLRC3-like [Source:NCBI gene;Acc:571651] ENSDARP00000152697 ENSDARP00000152697.1
OG0000000 ENSDARG00000099711 Danio_rerio Cypriniformes Teleostei ENSDARG00000099711.2 ENSDART00000167608 ENSDART00000167608.2 si:dkey-29j8.1 si:dkey-29j8.1 [Source:ZFIN;Acc:ZDB-GENE-110913-11] ENSDARP00000135230 ENSDARP00000135230.1
OG0000000 ENSDARG00000099711 Danio_rerio Cypriniformes Teleostei ENSDARG00000099711.2 ENSDART00000179685 ENSDART00000179685.1 si:dkey-29j8.1 si:dkey-29j8.1 [Source:ZFIN;Acc:ZDB-GENE-110913-11] ENSDARP00000150794 ENSDARP00000150794.1
OG0000000 ENSDARG00000099711 Danio_rerio Cypriniformes Teleostei ENSDARG00000099711.2 ENSDART00000159549 ENSDART00000159549.2 si:dkey-29j8.1 si:dkey-29j8.1 [Source:ZFIN;Acc:ZDB-GENE-110913-11] ENSDARP00000137766 ENSDARP00000137766.2
OG0000000 ENSDARG00000099751 Danio_rerio Cypriniformes Teleostei ENSDARG00000099751.2 ENSDART00000169031 ENSDART00000169031.2 si:dkey-250k10.4 si:dkey-250k10.4 [Source:ZFIN;Acc:ZDB-GENE-120703-22] ENSDARP00000132454 ENSDARP00000132454.1
OG0000000 ENSDARG00000099984 Danio_rerio Cypriniformes Teleostei ENSDARG00000099984.3 ENSDART00000163963 ENSDART00000163963.2 CABZ01023255.1 NACHT, LRR and PYD domains-containing protein 12-like [Source:NCBI gene;Acc:110438218] ENSDARP00000136626 ENSDARP00000136626.2
OG0000000 ENSDARG00000100160 Danio_rerio Cypriniformes Teleostei ENSDARG00000100160.2 ENSDART00000171196 ENSDART00000171196.2 si:dkey-205i10.2 si:dkey-205i10.2 [Source:ZFIN;Acc:ZDB-GENE-081104-518] ENSDARP00000138455 ENSDARP00000138455.1
OG0000000 ENSDARG00000100160 Danio_rerio Cypriniformes Teleostei ENSDARG00000100160.2 ENSDART00000192218 ENSDART00000192218.1 si:dkey-205i10.2 si:dkey-205i10.2 [Source:ZFIN;Acc:ZDB-GENE-081104-518] ENSDARP00000154565 ENSDARP00000154565.1
OG0000000 ENSDARG00000100348 Danio_rerio Cypriniformes Teleostei ENSDARG00000100348.2 ENSDART00000165718 ENSDART00000165718.2 si:dkey-71l4.1 si:dkey-71l4.1 [Source:ZFIN;Acc:ZDB-GENE-060526-331] ENSDARP00000137677 ENSDARP00000137677.1
OG0000000 ENSDARG00000100348 Danio_rerio Cypriniformes Teleostei ENSDARG00000100348.2 ENSDART00000168458 ENSDART00000168458.2 si:dkey-71l4.1 si:dkey-71l4.1 [Source:ZFIN;Acc:ZDB-GENE-060526-331] ENSDARP00000137348 ENSDARP00000137348.2
OG0000000 ENSDARG00000100669 Danio_rerio Cypriniformes Teleostei ENSDARG00000100669.2 ENSDART00000193397 ENSDART00000193397.1 si:dkey-61p9.9 si:dkey-61p9.9 [Source:ZFIN;Acc:ZDB-GENE-041210-240] ENSDARP00000146815 ENSDARP00000146815.1
OG0000000 ENSDARG00000100669 Danio_rerio Cypriniformes Teleostei ENSDARG00000100669.2 ENSDART00000172216 ENSDART00000172216.2 si:dkey-61p9.9 si:dkey-61p9.9 [Source:ZFIN;Acc:ZDB-GENE-041210-240] ENSDARP00000140574 ENSDARP00000140574.2
OG0000000 ENSDARG00000100669 Danio_rerio Cypriniformes Teleostei ENSDARG00000100669.2 ENSDART00000144471 ENSDART00000144471.3 si:dkey-61p9.9 si:dkey-61p9.9 [Source:ZFIN;Acc:ZDB-GENE-041210-240] ENSDARP00000117011 ENSDARP00000117011.3
OG0000000 ENSDARG00000100669 Danio_rerio Cypriniformes Teleostei ENSDARG00000100669.2 ENSDART00000168811 ENSDART00000168811.2 si:dkey-61p9.9 si:dkey-61p9.9 [Source:ZFIN;Acc:ZDB-GENE-041210-240] ENSDARP00000136896 ENSDARP00000136896.1
OG0000000 ENSDARG00000100743 Danio_rerio Cypriniformes Teleostei ENSDARG00000100743.2 ENSDART00000157975 ENSDART00000157975.2 si:dkey-190j3.4 si:dkey-190j3.4 [Source:ZFIN;Acc:ZDB-GENE-070424-218] ENSDARP00000130500 ENSDARP00000130500.1
OG0000000 ENSDARG00000100743 Danio_rerio Cypriniformes Teleostei ENSDARG00000100743.2 ENSDART00000180432 ENSDART00000180432.1 si:dkey-190j3.4 si:dkey-190j3.4 [Source:ZFIN;Acc:ZDB-GENE-070424-218] ENSDARP00000148156 ENSDARP00000148156.1
OG0000000 ENSDARG00000100777 Danio_rerio Cypriniformes Teleostei ENSDARG00000100777.2 ENSDART00000171796 ENSDART00000171796.2 si:ch211-238e22.7 si:ch211-238e22.7 [Source:ZFIN;Acc:ZDB-GENE-041210-372] ENSDARP00000133116 ENSDARP00000133116.1
OG0000000 ENSDARG00000101274 Danio_rerio Cypriniformes Teleostei ENSDARG00000101274.2 ENSDART00000190438 ENSDART00000190438.1 si:dkey-16p6.4 si:dkey-16p6.4 [Source:ZFIN;Acc:ZDB-GENE-110913-5] ENSDARP00000145240 ENSDARP00000145240.1
OG0000000 ENSDARG00000101274 Danio_rerio Cypriniformes Teleostei ENSDARG00000101274.2 ENSDART00000075265 ENSDART00000075265.6 si:dkey-16p6.4 si:dkey-16p6.4 [Source:ZFIN;Acc:ZDB-GENE-110913-5] ENSDARP00000069749 ENSDARP00000069749.6
OG0000000 ENSDARG00000101356 Danio_rerio Cypriniformes Teleostei ENSDARG00000101356.2 ENSDART00000162097 ENSDART00000162097.2 CABZ01044156.1 NA ENSDARP00000138132 ENSDARP00000138132.2
OG0000000 ENSDARG00000101374 Danio_rerio Cypriniformes Teleostei ENSDARG00000101374.2 ENSDART00000166459 ENSDART00000166459.2 si:dkey-11n14.1 si:dkey-11n14.1 [Source:ZFIN;Acc:ZDB-GENE-060503-332] ENSDARP00000141094 ENSDARP00000141094.2
OG0000000 ENSDARG00000101374 Danio_rerio Cypriniformes Teleostei ENSDARG00000101374.2 ENSDART00000157670 ENSDART00000157670.2 si:dkey-11n14.1 si:dkey-11n14.1 [Source:ZFIN;Acc:ZDB-GENE-060503-332] ENSDARP00000132376 ENSDARP00000132376.1
OG0000000 ENSDARG00000101374 Danio_rerio Cypriniformes Teleostei ENSDARG00000101374.2 ENSDART00000187247 ENSDART00000187247.1 si:dkey-11n14.1 si:dkey-11n14.1 [Source:ZFIN;Acc:ZDB-GENE-060503-332] ENSDARP00000149543 ENSDARP00000149543.1
OG0000000 ENSDARG00000101374 Danio_rerio Cypriniformes Teleostei ENSDARG00000101374.2 ENSDART00000134357 ENSDART00000134357.3 si:dkey-11n14.1 si:dkey-11n14.1 [Source:ZFIN;Acc:ZDB-GENE-060503-332] ENSDARP00000115331 ENSDARP00000115331.3
OG0000000 ENSDARG00000101754 Danio_rerio Cypriniformes Teleostei ENSDARG00000101754.2 ENSDART00000157920 ENSDART00000157920.2 BX664622.1 NA ENSDARP00000131302 ENSDARP00000131302.2
OG0000000 ENSDARG00000101754 Danio_rerio Cypriniformes Teleostei ENSDARG00000101754.2 ENSDART00000186767 ENSDART00000186767.1 BX664622.1 NA ENSDARP00000145695 ENSDARP00000145695.1
OG0000000 ENSDARG00000101916 Danio_rerio Cypriniformes Teleostei ENSDARG00000101916.2 ENSDART00000182308 ENSDART00000182308.1 si:dkeyp-44d3.5 si:dkeyp-44d3.5 [Source:ZFIN;Acc:ZDB-GENE-120703-2] ENSDARP00000156032 ENSDARP00000156032.1
OG0000000 ENSDARG00000101916 Danio_rerio Cypriniformes Teleostei ENSDARG00000101916.2 ENSDART00000172173 ENSDART00000172173.2 si:dkeyp-44d3.5 si:dkeyp-44d3.5 [Source:ZFIN;Acc:ZDB-GENE-120703-2] ENSDARP00000132198 ENSDARP00000132198.2
OG0000000 ENSDARG00000101916 Danio_rerio Cypriniformes Teleostei ENSDARG00000101916.2 ENSDART00000163135 ENSDART00000163135.2 si:dkeyp-44d3.5 si:dkeyp-44d3.5 [Source:ZFIN;Acc:ZDB-GENE-120703-2] ENSDARP00000133462 ENSDARP00000133462.1
OG0000000 ENSDARG00000102262 Danio_rerio Cypriniformes Teleostei ENSDARG00000102262.2 ENSDART00000160654 ENSDART00000160654.2 si:dkey-179k24.5 si:dkey-179k24.5 [Source:ZFIN;Acc:ZDB-GENE-110913-28] ENSDARP00000134916 ENSDARP00000134916.1
OG0000000 ENSDARG00000102262 Danio_rerio Cypriniformes Teleostei ENSDARG00000102262.2 ENSDART00000186187 ENSDART00000186187.1 si:dkey-179k24.5 si:dkey-179k24.5 [Source:ZFIN;Acc:ZDB-GENE-110913-28] ENSDARP00000150994 ENSDARP00000150994.1
OG0000000 ENSDARG00000102273 Danio_rerio Cypriniformes Teleostei ENSDARG00000102273.2 ENSDART00000162448 ENSDART00000162448.2 si:ch211-229l10.9 si:ch211-229l10.9 [Source:ZFIN;Acc:ZDB-GENE-110913-139] ENSDARP00000132964 ENSDARP00000132964.1
OG0000000 ENSDARG00000102440 Danio_rerio Cypriniformes Teleostei ENSDARG00000102440.2 ENSDART00000170843 ENSDART00000170843.2 CABZ01070852.1 NA ENSDARP00000132841 ENSDARP00000132841.1
OG0000000 ENSDARG00000102595 Danio_rerio Cypriniformes Teleostei ENSDARG00000102595.2 ENSDART00000184708 ENSDART00000184708.1 si:dkey-250k10.1 si:dkey-250k10.1 [Source:ZFIN;Acc:ZDB-GENE-081103-24] ENSDARP00000152382 ENSDARP00000152382.1
OG0000000 ENSDARG00000102595 Danio_rerio Cypriniformes Teleostei ENSDARG00000102595.2 ENSDART00000165335 ENSDART00000165335.2 si:dkey-250k10.1 si:dkey-250k10.1 [Source:ZFIN;Acc:ZDB-GENE-081103-24] ENSDARP00000134790 ENSDARP00000134790.1
OG0000000 ENSDARG00000102595 Danio_rerio Cypriniformes Teleostei ENSDARG00000102595.2 ENSDART00000169256 ENSDART00000169256.2 si:dkey-250k10.1 si:dkey-250k10.1 [Source:ZFIN;Acc:ZDB-GENE-081103-24] ENSDARP00000141941 ENSDARP00000141941.2
OG0000000 ENSDARG00000102835 Danio_rerio Cypriniformes Teleostei ENSDARG00000102835.3 ENSDART00000187014 ENSDART00000187014.1 CABZ01021435.1 NA ENSDARP00000155329 ENSDARP00000155329.1
OG0000000 ENSDARG00000102835 Danio_rerio Cypriniformes Teleostei ENSDARG00000102835.3 ENSDART00000165194 ENSDART00000165194.3 CABZ01021435.1 NA ENSDARP00000139779 ENSDARP00000139779.1
OG0000000 ENSDARG00000103003 Danio_rerio Cypriniformes Teleostei ENSDARG00000103003.2 ENSDART00000157679 ENSDART00000157679.2 si:dkey-211i20.2 si:dkey-211i20.2 [Source:ZFIN;Acc:ZDB-GENE-081027-6] ENSDARP00000138098 ENSDARP00000138098.1
OG0000000 ENSDARG00000103003 Danio_rerio Cypriniformes Teleostei ENSDARG00000103003.2 ENSDART00000191631 ENSDART00000191631.1 si:dkey-211i20.2 si:dkey-211i20.2 [Source:ZFIN;Acc:ZDB-GENE-081027-6] ENSDARP00000146683 ENSDARP00000146683.1
OG0000000 ENSDARG00000103003 Danio_rerio Cypriniformes Teleostei ENSDARG00000103003.2 ENSDART00000191043 ENSDART00000191043.1 si:dkey-211i20.2 si:dkey-211i20.2 [Source:ZFIN;Acc:ZDB-GENE-081027-6] ENSDARP00000144899 ENSDARP00000144899.1
OG0000000 ENSDARG00000103081 Danio_rerio Cypriniformes Teleostei ENSDARG00000103081.2 ENSDART00000115232 ENSDART00000115232.4 CU182107.1 NA ENSDARP00000102152 ENSDARP00000102152.4
OG0000000 ENSDARG00000103119 Danio_rerio Cypriniformes Teleostei ENSDARG00000103119.2 ENSDART00000157504 ENSDART00000157504.2 si:dkeyp-33c10.7 si:dkeyp-33c10.7 [Source:ZFIN;Acc:ZDB-GENE-070705-538] ENSDARP00000136163 ENSDARP00000136163.1
OG0000000 ENSDARG00000103265 Danio_rerio Cypriniformes Teleostei ENSDARG00000103265.2 ENSDART00000180884 ENSDART00000180884.1 si:ch211-223g7.2 si:ch211-223g7.2 [Source:ZFIN;Acc:ZDB-GENE-050420-153] ENSDARP00000145778 ENSDARP00000145778.1
OG0000000 ENSDARG00000103265 Danio_rerio Cypriniformes Teleostei ENSDARG00000103265.2 ENSDART00000171061 ENSDART00000171061.2 si:ch211-223g7.2 si:ch211-223g7.2 [Source:ZFIN;Acc:ZDB-GENE-050420-153] ENSDARP00000140780 ENSDARP00000140780.2
OG0000000 ENSDARG00000103265 Danio_rerio Cypriniformes Teleostei ENSDARG00000103265.2 ENSDART00000159898 ENSDART00000159898.2 si:ch211-223g7.2 si:ch211-223g7.2 [Source:ZFIN;Acc:ZDB-GENE-050420-153] ENSDARP00000131784 ENSDARP00000131784.1
OG0000000 ENSDARG00000103265 Danio_rerio Cypriniformes Teleostei ENSDARG00000103265.2 ENSDART00000170168 ENSDART00000170168.2 si:ch211-223g7.2 si:ch211-223g7.2 [Source:ZFIN;Acc:ZDB-GENE-050420-153] ENSDARP00000130999 ENSDARP00000130999.2
OG0000000 ENSDARG00000103330 Danio_rerio Cypriniformes Teleostei ENSDARG00000103330.2 ENSDART00000164130 ENSDART00000164130.2 si:ch73-236c18.5 si:ch73-236c18.5 [Source:ZFIN;Acc:ZDB-GENE-121213-7] ENSDARP00000139570 ENSDARP00000139570.1
OG0000000 ENSDARG00000103381 Danio_rerio Cypriniformes Teleostei ENSDARG00000103381.2 ENSDART00000168971 ENSDART00000168971.2 si:ch211-196f19.1 si:ch211-196f19.1 [Source:ZFIN;Acc:ZDB-GENE-081103-47] ENSDARP00000137135 ENSDARP00000137135.1
OG0000000 ENSDARG00000103381 Danio_rerio Cypriniformes Teleostei ENSDARG00000103381.2 ENSDART00000170239 ENSDART00000170239.2 si:ch211-196f19.1 si:ch211-196f19.1 [Source:ZFIN;Acc:ZDB-GENE-081103-47] ENSDARP00000133442 ENSDARP00000133442.2
OG0000000 ENSDARG00000103755 Danio_rerio Cypriniformes Teleostei ENSDARG00000103755.3 ENSDART00000161152 ENSDART00000161152.2 si:dkeyp-4c4.1 si:dkeyp-4c4.1 [Source:ZFIN;Acc:ZDB-GENE-081104-4] ENSDARP00000130818 ENSDARP00000130818.1
OG0000000 ENSDARG00000103755 Danio_rerio Cypriniformes Teleostei ENSDARG00000103755.3 ENSDART00000193095 ENSDART00000193095.1 si:dkeyp-4c4.1 si:dkeyp-4c4.1 [Source:ZFIN;Acc:ZDB-GENE-081104-4] ENSDARP00000145451 ENSDARP00000145451.1
OG0000000 ENSDARG00000103755 Danio_rerio Cypriniformes Teleostei ENSDARG00000103755.3 ENSDART00000138663 ENSDART00000138663.3 si:dkeyp-4c4.1 si:dkeyp-4c4.1 [Source:ZFIN;Acc:ZDB-GENE-081104-4] ENSDARP00000125558 ENSDARP00000125558.2
OG0000000 ENSDARG00000103829 Danio_rerio Cypriniformes Teleostei ENSDARG00000103829.2 ENSDART00000168762 ENSDART00000168762.2 si:ch73-236c18.2 si:ch73-236c18.2 [Source:ZFIN;Acc:ZDB-GENE-121214-2] ENSDARP00000131654 ENSDARP00000131654.1
OG0000000 ENSDARG00000103946 Danio_rerio Cypriniformes Teleostei ENSDARG00000103946.2 ENSDART00000157555 ENSDART00000157555.2 si:dkey-124l13.1 si:dkey-124l13.1 [Source:ZFIN;Acc:ZDB-GENE-141215-10] ENSDARP00000136281 ENSDARP00000136281.1
OG0000000 ENSDARG00000103946 Danio_rerio Cypriniformes Teleostei ENSDARG00000103946.2 ENSDART00000183819 ENSDART00000183819.1 si:dkey-124l13.1 si:dkey-124l13.1 [Source:ZFIN;Acc:ZDB-GENE-141215-10] ENSDARP00000151201 ENSDARP00000151201.1
OG0000000 ENSDARG00000103952 Danio_rerio Cypriniformes Teleostei ENSDARG00000103952.2 ENSDART00000162637 ENSDART00000162637.2 CABZ01054391.1 NACHT, LRR and PYD domains-containing protein 12-like [Source:NCBI gene;Acc:100150280] ENSDARP00000137553 ENSDARP00000137553.2
OG0000000 ENSDARG00000103952 Danio_rerio Cypriniformes Teleostei ENSDARG00000103952.2 ENSDART00000182282 ENSDART00000182282.1 CABZ01054391.1 NACHT, LRR and PYD domains-containing protein 12-like [Source:NCBI gene;Acc:100150280] ENSDARP00000146387 ENSDARP00000146387.1
OG0000000 ENSDARG00000103952 Danio_rerio Cypriniformes Teleostei ENSDARG00000103952.2 ENSDART00000190763 ENSDART00000190763.1 CABZ01054391.1 NACHT, LRR and PYD domains-containing protein 12-like [Source:NCBI gene;Acc:100150280] ENSDARP00000146661 ENSDARP00000146661.1
OG0000000 ENSDARG00000104026 Danio_rerio Cypriniformes Teleostei ENSDARG00000104026.2 ENSDART00000171745 ENSDART00000171745.2 si:dkeyp-35e5.5 si:dkeyp-35e5.5 [Source:ZFIN;Acc:ZDB-GENE-050420-335] ENSDARP00000136722 ENSDARP00000136722.1
OG0000000 ENSDARG00000104026 Danio_rerio Cypriniformes Teleostei ENSDARG00000104026.2 ENSDART00000193074 ENSDART00000193074.1 si:dkeyp-35e5.5 si:dkeyp-35e5.5 [Source:ZFIN;Acc:ZDB-GENE-050420-335] ENSDARP00000155775 ENSDARP00000155775.1
OG0000000 ENSDARG00000104026 Danio_rerio Cypriniformes Teleostei ENSDARG00000104026.2 ENSDART00000052305 ENSDART00000052305.6 si:dkeyp-35e5.5 si:dkeyp-35e5.5 [Source:ZFIN;Acc:ZDB-GENE-050420-335] ENSDARP00000136442 ENSDARP00000136442.2
OG0000000 ENSDARG00000104415 Danio_rerio Cypriniformes Teleostei ENSDARG00000104415.2 ENSDART00000132546 ENSDART00000132546.3 si:ch73-236c18.6 si:ch73-236c18.6 [Source:ZFIN;Acc:ZDB-GENE-121213-9] ENSDARP00000113928 ENSDARP00000113928.2
OG0000000 ENSDARG00000104424 Danio_rerio Cypriniformes Teleostei ENSDARG00000104424.2 ENSDART00000159197 ENSDART00000159197.2 CABZ01009512.2 NACHT, LRR and PYD domains-containing protein 3-like [Source:NCBI gene;Acc:110437804] ENSDARP00000138411 ENSDARP00000138411.2
OG0000000 ENSDARG00000104424 Danio_rerio Cypriniformes Teleostei ENSDARG00000104424.2 ENSDART00000186536 ENSDART00000186536.1 CABZ01009512.2 NACHT, LRR and PYD domains-containing protein 3-like [Source:NCBI gene;Acc:110437804] ENSDARP00000151630 ENSDARP00000151630.1
OG0000000 ENSDARG00000104619 Danio_rerio Cypriniformes Teleostei ENSDARG00000104619.2 ENSDART00000163835 ENSDART00000163835.2 si:ch211-171l17.4 si:ch211-171l17.4 [Source:ZFIN;Acc:ZDB-GENE-050208-534] ENSDARP00000141036 ENSDARP00000141036.1
OG0000000 ENSDARG00000104619 Danio_rerio Cypriniformes Teleostei ENSDARG00000104619.2 ENSDART00000161268 ENSDART00000161268.2 si:ch211-171l17.4 si:ch211-171l17.4 [Source:ZFIN;Acc:ZDB-GENE-050208-534] ENSDARP00000140237 ENSDARP00000140237.2
OG0000000 ENSDARG00000104619 Danio_rerio Cypriniformes Teleostei ENSDARG00000104619.2 ENSDART00000183910 ENSDART00000183910.1 si:ch211-171l17.4 si:ch211-171l17.4 [Source:ZFIN;Acc:ZDB-GENE-050208-534] ENSDARP00000148816 ENSDARP00000148816.1
OG0000000 ENSDARG00000104704 Danio_rerio Cypriniformes Teleostei ENSDARG00000104704.2 ENSDART00000171001 ENSDART00000171001.2 si:ch211-271g18.1 si:ch211-271g18.1 [Source:ZFIN;Acc:ZDB-GENE-081103-38] ENSDARP00000131728 ENSDARP00000131728.1
OG0000000 ENSDARG00000104704 Danio_rerio Cypriniformes Teleostei ENSDARG00000104704.2 ENSDART00000189015 ENSDART00000189015.1 si:ch211-271g18.1 si:ch211-271g18.1 [Source:ZFIN;Acc:ZDB-GENE-081103-38] ENSDARP00000152948 ENSDARP00000152948.1
OG0000000 ENSDARG00000104890 Danio_rerio Cypriniformes Teleostei ENSDARG00000104890.2 ENSDART00000171051 ENSDART00000171051.2 si:ch211-76m11.3 si:ch211-76m11.3 [Source:ZFIN;Acc:ZDB-GENE-041210-276] ENSDARP00000133927 ENSDARP00000133927.1
OG0000000 ENSDARG00000104890 Danio_rerio Cypriniformes Teleostei ENSDARG00000104890.2 ENSDART00000157906 ENSDART00000157906.2 si:ch211-76m11.3 si:ch211-76m11.3 [Source:ZFIN;Acc:ZDB-GENE-041210-276] ENSDARP00000135624 ENSDARP00000135624.1
OG0000000 ENSDARG00000104890 Danio_rerio Cypriniformes Teleostei ENSDARG00000104890.2 ENSDART00000171918 ENSDART00000171918.2 si:ch211-76m11.3 si:ch211-76m11.3 [Source:ZFIN;Acc:ZDB-GENE-041210-276] NA NA
OG0000000 ENSDARG00000104890 Danio_rerio Cypriniformes Teleostei ENSDARG00000104890.2 ENSDART00000166884 ENSDART00000166884.2 si:ch211-76m11.3 si:ch211-76m11.3 [Source:ZFIN;Acc:ZDB-GENE-041210-276] ENSDARP00000136636 ENSDARP00000136636.2
OG0000000 ENSDARG00000104956 Danio_rerio Cypriniformes Teleostei ENSDARG00000104956.3 ENSDART00000166358 ENSDART00000166358.3 si:dkey-165o8.2 si:dkey-165o8.2 [Source:ZFIN;Acc:ZDB-GENE-131122-2] ENSDARP00000137199 ENSDARP00000137199.2
OG0000000 ENSDARG00000104956 Danio_rerio Cypriniformes Teleostei ENSDARG00000104956.3 ENSDART00000160021 ENSDART00000160021.2 si:dkey-165o8.2 si:dkey-165o8.2 [Source:ZFIN;Acc:ZDB-GENE-131122-2] ENSDARP00000131678 ENSDARP00000131678.2
OG0000000 ENSDARG00000105119 Danio_rerio Cypriniformes Teleostei ENSDARG00000105119.2 ENSDART00000170121 ENSDART00000170121.2 si:ch211-258f1.3 si:ch211-258f1.3 [Source:ZFIN;Acc:ZDB-GENE-070912-252] ENSDARP00000137776 ENSDARP00000137776.1
OG0000000 ENSDARG00000105119 Danio_rerio Cypriniformes Teleostei ENSDARG00000105119.2 ENSDART00000193510 ENSDART00000193510.1 si:ch211-258f1.3 si:ch211-258f1.3 [Source:ZFIN;Acc:ZDB-GENE-070912-252] ENSDARP00000148385 ENSDARP00000148385.1
OG0000000 ENSDARG00000106998 Danio_rerio Cypriniformes Teleostei ENSDARG00000106998.2 ENSDART00000174298 ENSDART00000174298.2 si:dkey-240n22.6 si:dkey-240n22.6 [Source:ZFIN;Acc:ZDB-GENE-070705-411] ENSDARP00000143074 ENSDARP00000143074.1
OG0000000 ENSDARG00000106998 Danio_rerio Cypriniformes Teleostei ENSDARG00000106998.2 ENSDART00000180696 ENSDART00000180696.1 si:dkey-240n22.6 si:dkey-240n22.6 [Source:ZFIN;Acc:ZDB-GENE-070705-411] ENSDARP00000146852 ENSDARP00000146852.1
OG0000000 ENSDARG00000110290 Danio_rerio Cypriniformes Teleostei ENSDARG00000110290.1 ENSDART00000189875 ENSDART00000189875.1 BX005380.1 NA ENSDARP00000152930 ENSDARP00000152930.1
OG0000000 ENSDARG00000110290 Danio_rerio Cypriniformes Teleostei ENSDARG00000110290.1 ENSDART00000186722 ENSDART00000186722.1 BX005380.1 NA ENSDARP00000156072 ENSDARP00000156072.1
OG0000000 ENSDARG00000110810 Danio_rerio Cypriniformes Teleostei ENSDARG00000110810.1 ENSDART00000166410 ENSDART00000166410.2 si:dkey-3h2.2 si:dkey-3h2.2 [Source:ZFIN;Acc:ZDB-GENE-070705-464] ENSDARP00000134415 ENSDARP00000134415.1
OG0000000 ENSDARG00000110810 Danio_rerio Cypriniformes Teleostei ENSDARG00000110810.1 ENSDART00000180542 ENSDART00000180542.1 si:dkey-3h2.2 si:dkey-3h2.2 [Source:ZFIN;Acc:ZDB-GENE-070705-464] ENSDARP00000148788 ENSDARP00000148788.1
OG0000000 ENSDARG00000110878 Danio_rerio Cypriniformes Teleostei ENSDARG00000110878.1 ENSDART00000155084 ENSDART00000155084.3 si:dkey-28k24.2 si:dkey-28k24.2 [Source:ZFIN;Acc:ZDB-GENE-121213-4] ENSDARP00000129864 ENSDARP00000129864.2
OG0000000 ENSDARG00000110878 Danio_rerio Cypriniformes Teleostei ENSDARG00000110878.1 ENSDART00000188299 ENSDART00000188299.1 si:dkey-28k24.2 si:dkey-28k24.2 [Source:ZFIN;Acc:ZDB-GENE-121213-4] ENSDARP00000146010 ENSDARP00000146010.1
OG0000000 ENSDARG00000110878 Danio_rerio Cypriniformes Teleostei ENSDARG00000110878.1 ENSDART00000169426 ENSDART00000169426.2 si:dkey-28k24.2 si:dkey-28k24.2 [Source:ZFIN;Acc:ZDB-GENE-121213-4] ENSDARP00000136382 ENSDARP00000136382.2
OG0000000 ENSDARG00000112027 Danio_rerio Cypriniformes Teleostei ENSDARG00000112027.1 ENSDART00000123408 ENSDART00000123408.3 si:ch211-76m11.3 si:ch211-76m11.3 [Source:ZFIN;Acc:ZDB-GENE-041210-276] ENSDARP00000107944 ENSDARP00000107944.2
OG0000000 ENSDARG00000112027 Danio_rerio Cypriniformes Teleostei ENSDARG00000112027.1 ENSDART00000158476 ENSDART00000158476.2 si:ch211-76m11.3 si:ch211-76m11.3 [Source:ZFIN;Acc:ZDB-GENE-041210-276] ENSDARP00000141691 ENSDARP00000141691.2
OG0000000 ENSDARG00000112027 Danio_rerio Cypriniformes Teleostei ENSDARG00000112027.1 ENSDART00000123293 ENSDART00000123293.3 si:ch211-76m11.3 si:ch211-76m11.3 [Source:ZFIN;Acc:ZDB-GENE-041210-276] ENSDARP00000106072 ENSDARP00000106072.3
OG0000000 ENSDARG00000112027 Danio_rerio Cypriniformes Teleostei ENSDARG00000112027.1 ENSDART00000126434 ENSDART00000126434.3 si:ch211-76m11.3 si:ch211-76m11.3 [Source:ZFIN;Acc:ZDB-GENE-041210-276] ENSDARP00000104943 ENSDARP00000104943.3
OG0000000 ENSDARG00000112386 Danio_rerio Cypriniformes Teleostei ENSDARG00000112386.1 ENSDART00000164912 ENSDART00000164912.2 si:ch73-236c18.2 si:ch73-236c18.2 [Source:ZFIN;Acc:ZDB-GENE-121214-2] ENSDARP00000135968 ENSDARP00000135968.2
OG0000000 ENSDARG00000112648 Danio_rerio Cypriniformes Teleostei ENSDARG00000112648.1 ENSDART00000164505 ENSDART00000164505.2 si:dkeyp-82b4.2 si:dkeyp-82b4.2 [Source:ZFIN;Acc:ZDB-GENE-060503-561] ENSDARP00000137406 ENSDARP00000137406.1
OG0000000 ENSDARG00000112648 Danio_rerio Cypriniformes Teleostei ENSDARG00000112648.1 ENSDART00000184022 ENSDART00000184022.1 si:dkeyp-82b4.2 si:dkeyp-82b4.2 [Source:ZFIN;Acc:ZDB-GENE-060503-561] ENSDARP00000156583 ENSDARP00000156583.1
OG0000000 ENSDARG00000112648 Danio_rerio Cypriniformes Teleostei ENSDARG00000112648.1 ENSDART00000186865 ENSDART00000186865.1 si:dkeyp-82b4.2 si:dkeyp-82b4.2 [Source:ZFIN;Acc:ZDB-GENE-060503-561] ENSDARP00000151970 ENSDARP00000151970.1
OG0000000 ENSDARG00000113391 Danio_rerio Cypriniformes Teleostei ENSDARG00000113391.1 ENSDART00000161410 ENSDART00000161410.2 si:dkey-265e15.2 si:dkey-265e15.2 [Source:ZFIN;Acc:ZDB-GENE-081103-3] ENSDARP00000141371 ENSDARP00000141371.1
OG0000000 ENSDARG00000113391 Danio_rerio Cypriniformes Teleostei ENSDARG00000113391.1 ENSDART00000099781 ENSDART00000099781.6 si:dkey-265e15.2 si:dkey-265e15.2 [Source:ZFIN;Acc:ZDB-GENE-081103-3] ENSDARP00000090554 ENSDARP00000090554.5
OG0000000 ENSDARG00000113391 Danio_rerio Cypriniformes Teleostei ENSDARG00000113391.1 ENSDART00000181919 ENSDART00000181919.1 si:dkey-265e15.2 si:dkey-265e15.2 [Source:ZFIN;Acc:ZDB-GENE-081103-3] ENSDARP00000154177 ENSDARP00000154177.1
OG0000000 ENSDARG00000113527 Danio_rerio Cypriniformes Teleostei ENSDARG00000113527.1 ENSDART00000158211 ENSDART00000158211.2 si:ch211-209n20.3 si:ch211-209n20.3 [Source:ZFIN;Acc:ZDB-GENE-070705-100] ENSDARP00000140296 ENSDARP00000140296.1
OG0000000 ENSDARG00000113527 Danio_rerio Cypriniformes Teleostei ENSDARG00000113527.1 ENSDART00000183414 ENSDART00000183414.1 si:ch211-209n20.3 si:ch211-209n20.3 [Source:ZFIN;Acc:ZDB-GENE-070705-100] ENSDARP00000154824 ENSDARP00000154824.1
OG0000000 ENSDARG00000113527 Danio_rerio Cypriniformes Teleostei ENSDARG00000113527.1 ENSDART00000187075 ENSDART00000187075.1 si:ch211-209n20.3 si:ch211-209n20.3 [Source:ZFIN;Acc:ZDB-GENE-070705-100] ENSDARP00000145050 ENSDARP00000145050.1
OG0000000 ENSDARG00000113527 Danio_rerio Cypriniformes Teleostei ENSDARG00000113527.1 ENSDART00000183225 ENSDART00000183225.1 si:ch211-209n20.3 si:ch211-209n20.3 [Source:ZFIN;Acc:ZDB-GENE-070705-100] ENSDARP00000154585 ENSDARP00000154585.1
OG0000000 ENSDARG00000113660 Danio_rerio Cypriniformes Teleostei ENSDARG00000113660.1 ENSDART00000160043 ENSDART00000160043.2 si:ch211-196f19.1 si:ch211-196f19.1 [Source:ZFIN;Acc:ZDB-GENE-081103-47] ENSDARP00000138540 ENSDARP00000138540.1
OG0000000 ENSDARG00000113660 Danio_rerio Cypriniformes Teleostei ENSDARG00000113660.1 ENSDART00000193329 ENSDART00000193329.1 si:ch211-196f19.1 si:ch211-196f19.1 [Source:ZFIN;Acc:ZDB-GENE-081103-47] ENSDARP00000148988 ENSDARP00000148988.1
OG0000000 ENSDARG00000113690 Danio_rerio Cypriniformes Teleostei ENSDARG00000113690.1 ENSDART00000160463 ENSDART00000160463.2 si:ch211-223g7.6 si:ch211-223g7.6 [Source:ZFIN;Acc:ZDB-GENE-050420-222] ENSDARP00000138756 ENSDARP00000138756.1
OG0000000 ENSDARG00000113690 Danio_rerio Cypriniformes Teleostei ENSDARG00000113690.1 ENSDART00000161238 ENSDART00000161238.2 si:ch211-223g7.6 si:ch211-223g7.6 [Source:ZFIN;Acc:ZDB-GENE-050420-222] ENSDARP00000133367 ENSDARP00000133367.2
OG0000000 ENSDARG00000113690 Danio_rerio Cypriniformes Teleostei ENSDARG00000113690.1 ENSDART00000172136 ENSDART00000172136.2 si:ch211-223g7.6 si:ch211-223g7.6 [Source:ZFIN;Acc:ZDB-GENE-050420-222] ENSDARP00000141721 ENSDARP00000141721.2
OG0000000 ENSDARG00000113690 Danio_rerio Cypriniformes Teleostei ENSDARG00000113690.1 ENSDART00000190736 ENSDART00000190736.1 si:ch211-223g7.6 si:ch211-223g7.6 [Source:ZFIN;Acc:ZDB-GENE-050420-222] ENSDARP00000151186 ENSDARP00000151186.1
OG0000000 ENSDARG00000113896 Danio_rerio Cypriniformes Teleostei ENSDARG00000113896.1 ENSDART00000180541 ENSDART00000180541.1 si:dkey-29p23.1 si:dkey-29p23.1 [Source:ZFIN;Acc:ZDB-GENE-081103-27] ENSDARP00000147275 ENSDARP00000147275.1
OG0000000 ENSDARG00000113896 Danio_rerio Cypriniformes Teleostei ENSDARG00000113896.1 ENSDART00000138679 ENSDART00000138679.4 si:dkey-29p23.1 si:dkey-29p23.1 [Source:ZFIN;Acc:ZDB-GENE-081103-27] ENSDARP00000115747 ENSDARP00000115747.2
OG0000000 ENSDARG00000113896 Danio_rerio Cypriniformes Teleostei ENSDARG00000113896.1 ENSDART00000185353 ENSDART00000185353.1 si:dkey-29p23.1 si:dkey-29p23.1 [Source:ZFIN;Acc:ZDB-GENE-081103-27] ENSDARP00000155127 ENSDARP00000155127.1
OG0000000 ENSDARG00000114977 Danio_rerio Cypriniformes Teleostei ENSDARG00000114977.1 ENSDART00000181556 ENSDART00000181556.1 CT025651.1 protein NLRC3 [Source:NCBI gene;Acc:799502] ENSDARP00000144725 ENSDARP00000144725.1
OG0000000 ENSDARG00000115029 Danio_rerio Cypriniformes Teleostei ENSDARG00000115029.1 ENSDART00000165791 ENSDART00000165791.2 si:dkeyp-123a12.2 si:dkeyp-123a12.2 [Source:ZFIN;Acc:ZDB-GENE-041210-271] ENSDARP00000141231 ENSDARP00000141231.1
OG0000000 ENSDARG00000115029 Danio_rerio Cypriniformes Teleostei ENSDARG00000115029.1 ENSDART00000163347 ENSDART00000163347.2 si:dkeyp-123a12.2 si:dkeyp-123a12.2 [Source:ZFIN;Acc:ZDB-GENE-041210-271] ENSDARP00000138052 ENSDARP00000138052.2
OG0000000 ENSDARG00000115029 Danio_rerio Cypriniformes Teleostei ENSDARG00000115029.1 ENSDART00000168021 ENSDART00000168021.2 si:dkeyp-123a12.2 si:dkeyp-123a12.2 [Source:ZFIN;Acc:ZDB-GENE-041210-271] ENSDARP00000130815 ENSDARP00000130815.2
OG0000000 ENSDARG00000115175 Danio_rerio Cypriniformes Teleostei ENSDARG00000115175.1 ENSDART00000188319 ENSDART00000188319.1 CABZ01027248.1 NA ENSDARP00000150452 ENSDARP00000150452.1
OG0000000 ENSDARG00000115180 Danio_rerio Cypriniformes Teleostei ENSDARG00000115180.1 ENSDART00000186192 ENSDART00000186192.1 BX511214.1 NA ENSDARP00000145825 ENSDARP00000145825.1
OG0000000 ENSDARG00000116197 Danio_rerio Cypriniformes Teleostei ENSDARG00000116197.1 ENSDART00000171191 ENSDART00000171191.2 si:dkeyp-4c4.2 si:dkeyp-4c4.2 [Source:ZFIN;Acc:ZDB-GENE-130530-1] ENSDARP00000131106 ENSDARP00000131106.2
OG0000000 ENSDARG00000116197 Danio_rerio Cypriniformes Teleostei ENSDARG00000116197.1 ENSDART00000161611 ENSDART00000161611.2 si:dkeyp-4c4.2 si:dkeyp-4c4.2 [Source:ZFIN;Acc:ZDB-GENE-130530-1] ENSDARP00000132553 ENSDARP00000132553.1
OG0000000 ENSDARG00000116197 Danio_rerio Cypriniformes Teleostei ENSDARG00000116197.1 ENSDART00000193902 ENSDART00000193902.1 si:dkeyp-4c4.2 si:dkeyp-4c4.2 [Source:ZFIN;Acc:ZDB-GENE-130530-1] ENSDARP00000157458 ENSDARP00000157458.1
OG0000000 ENSDARG00000116197 Danio_rerio Cypriniformes Teleostei ENSDARG00000116197.1 ENSDART00000183582 ENSDART00000183582.1 si:dkeyp-4c4.2 si:dkeyp-4c4.2 [Source:ZFIN;Acc:ZDB-GENE-130530-1] ENSDARP00000155349 ENSDARP00000155349.1
OG0000001 ENSDARG00000003909 Danio_rerio Cypriniformes Teleostei ENSDARG00000003909.11 ENSDART00000100524 ENSDART00000100524.5 ftr01 finTRIM family, member 1 [Source:ZFIN;Acc:ZDB-GENE-070705-491] ENSDARP00000091297 ENSDARP00000091297.3
OG0000001 ENSDARG00000005327 Danio_rerio Cypriniformes Teleostei ENSDARG00000005327.14 ENSDART00000156530 ENSDART00000156530.2 ftr66 finTRIM family, member 66 [Source:ZFIN;Acc:ZDB-GENE-070912-661] ENSDARP00000128599 ENSDARP00000128599.1
OG0000001 ENSDARG00000008396 Danio_rerio Cypriniformes Teleostei ENSDARG00000008396.11 ENSDART00000056306 ENSDART00000056306.6 ftr24 finTRIM family, member 24 [Source:ZFIN;Acc:ZDB-GENE-050731-2] ENSDARP00000056305 ENSDARP00000056305.5
OG0000001 ENSDARG00000009161 Danio_rerio Cypriniformes Teleostei ENSDARG00000009161.12 ENSDART00000019843 ENSDART00000019843.8 ftr55 finTRIM family, member 55 [Source:ZFIN;Acc:ZDB-GENE-070424-161] ENSDARP00000024194 ENSDARP00000024194.7
OG0000001 ENSDARG00000029105 Danio_rerio Cypriniformes Teleostei ENSDARG00000029105.10 ENSDART00000132323 ENSDART00000132323.3 ftr51 finTRIM family, member 51 [Source:ZFIN;Acc:ZDB-GENE-081104-54] ENSDARP00000115448 ENSDARP00000115448.2
OG0000001 ENSDARG00000029105 Danio_rerio Cypriniformes Teleostei ENSDARG00000029105.10 ENSDART00000189262 ENSDART00000189262.1 ftr51 finTRIM family, member 51 [Source:ZFIN;Acc:ZDB-GENE-081104-54] ENSDARP00000146098 ENSDARP00000146098.1
OG0000001 ENSDARG00000029105 Danio_rerio Cypriniformes Teleostei ENSDARG00000029105.10 ENSDART00000183816 ENSDART00000183816.1 ftr51 finTRIM family, member 51 [Source:ZFIN;Acc:ZDB-GENE-081104-54] ENSDARP00000153776 ENSDARP00000153776.1
OG0000001 ENSDARG00000029105 Danio_rerio Cypriniformes Teleostei ENSDARG00000029105.10 ENSDART00000174291 ENSDART00000174291.2 ftr51 finTRIM family, member 51 [Source:ZFIN;Acc:ZDB-GENE-081104-54] ENSDARP00000143067 ENSDARP00000143067.1
OG0000001 ENSDARG00000030954 Danio_rerio Cypriniformes Teleostei ENSDARG00000030954.9 ENSDART00000103703 ENSDART00000103703.5 ftr56 finTRIM family, member 56 [Source:ZFIN;Acc:ZDB-GENE-030131-2801] ENSDARP00000094478 ENSDARP00000094478.4
OG0000001 ENSDARG00000030954 Danio_rerio Cypriniformes Teleostei ENSDARG00000030954.9 ENSDART00000151586 ENSDART00000151586.2 ftr56 finTRIM family, member 56 [Source:ZFIN;Acc:ZDB-GENE-030131-2801] NA NA
OG0000001 ENSDARG00000032043 Danio_rerio Cypriniformes Teleostei ENSDARG00000032043.11 ENSDART00000056164 ENSDART00000056164.7 ftr16 finTRIM family, member 16 [Source:ZFIN;Acc:ZDB-GENE-070912-126] ENSDARP00000056163 ENSDARP00000056163.6
OG0000001 ENSDARG00000032043 Danio_rerio Cypriniformes Teleostei ENSDARG00000032043.11 ENSDART00000098052 ENSDART00000098052.5 ftr16 finTRIM family, member 16 [Source:ZFIN;Acc:ZDB-GENE-070912-126] ENSDARP00000088825 ENSDARP00000088825.5
OG0000001 ENSDARG00000038646 Danio_rerio Cypriniformes Teleostei ENSDARG00000038646.7 ENSDART00000141989 ENSDART00000141989.3 ftr11 finTRIM family, member 11 [Source:ZFIN;Acc:ZDB-GENE-070912-195] ENSDARP00000120663 ENSDARP00000120663.1
OG0000001 ENSDARG00000038646 Danio_rerio Cypriniformes Teleostei ENSDARG00000038646.7 ENSDART00000005767 ENSDART00000005767.8 ftr11 finTRIM family, member 11 [Source:ZFIN;Acc:ZDB-GENE-070912-195] ENSDARP00000017772 ENSDARP00000017772.6
OG0000001 ENSDARG00000041220 Danio_rerio Cypriniformes Teleostei ENSDARG00000041220.7 ENSDART00000130995 ENSDART00000130995.3 ftr53 finTRIM family, member 53 [Source:ZFIN;Acc:ZDB-GENE-030616-515] ENSDARP00000108557 ENSDARP00000108557.2
OG0000001 ENSDARG00000041220 Danio_rerio Cypriniformes Teleostei ENSDARG00000041220.7 ENSDART00000141997 ENSDART00000141997.2 ftr53 finTRIM family, member 53 [Source:ZFIN;Acc:ZDB-GENE-030616-515] ENSDARP00000113518 ENSDARP00000113518.1
OG0000001 ENSDARG00000041220 Danio_rerio Cypriniformes Teleostei ENSDARG00000041220.7 ENSDART00000060425 ENSDART00000060425.6 ftr53 finTRIM family, member 53 [Source:ZFIN;Acc:ZDB-GENE-030616-515] ENSDARP00000060424 ENSDARP00000060424.5
OG0000001 ENSDARG00000043850 Danio_rerio Cypriniformes Teleostei ENSDARG00000043850.6 ENSDART00000064327 ENSDART00000064327.5 ftr54 finTRIM family, member 54 [Source:ZFIN;Acc:ZDB-GENE-070620-19] ENSDARP00000064326 ENSDARP00000064326.3
OG0000001 ENSDARG00000053293 Danio_rerio Cypriniformes Teleostei ENSDARG00000053293.6 ENSDART00000098284 ENSDART00000098284.4 ftr14 finTRIM family, member 14 [Source:ZFIN;Acc:ZDB-GENE-060512-201] ENSDARP00000089056 ENSDARP00000089056.3
OG0000001 ENSDARG00000053366 Danio_rerio Cypriniformes Teleostei ENSDARG00000053366.8 ENSDART00000037332 ENSDART00000037332.8 ftr12 finTRIM family, member 12 [Source:ZFIN;Acc:ZDB-GENE-070912-196] ENSDARP00000034418 ENSDARP00000034418.8
OG0000001 ENSDARG00000053366 Danio_rerio Cypriniformes Teleostei ENSDARG00000053366.8 ENSDART00000185485 ENSDART00000185485.1 ftr12 finTRIM family, member 12 [Source:ZFIN;Acc:ZDB-GENE-070912-196] ENSDARP00000153673 ENSDARP00000153673.1
OG0000001 ENSDARG00000053366 Danio_rerio Cypriniformes Teleostei ENSDARG00000053366.8 ENSDART00000143419 ENSDART00000143419.3 ftr12 finTRIM family, member 12 [Source:ZFIN;Acc:ZDB-GENE-070912-196] ENSDARP00000114880 ENSDARP00000114880.1
OG0000001 ENSDARG00000053366 Danio_rerio Cypriniformes Teleostei ENSDARG00000053366.8 ENSDART00000184371 ENSDART00000184371.1 ftr12 finTRIM family, member 12 [Source:ZFIN;Acc:ZDB-GENE-070912-196] ENSDARP00000153561 ENSDARP00000153561.1
OG0000001 ENSDARG00000053366 Danio_rerio Cypriniformes Teleostei ENSDARG00000053366.8 ENSDART00000183914 ENSDART00000183914.1 ftr12 finTRIM family, member 12 [Source:ZFIN;Acc:ZDB-GENE-070912-196] ENSDARP00000151047 ENSDARP00000151047.1
OG0000001 ENSDARG00000053450 Danio_rerio Cypriniformes Teleostei ENSDARG00000053450.8 ENSDART00000140599 ENSDART00000140599.2 ftr06 finTRIM family, member 6 [Source:ZFIN;Acc:ZDB-GENE-070912-228] ENSDARP00000115708 ENSDARP00000115708.1
OG0000001 ENSDARG00000053450 Danio_rerio Cypriniformes Teleostei ENSDARG00000053450.8 ENSDART00000178811 ENSDART00000178811.2 ftr06 finTRIM family, member 6 [Source:ZFIN;Acc:ZDB-GENE-070912-228] ENSDARP00000143502 ENSDARP00000143502.1
OG0000001 ENSDARG00000055476 Danio_rerio Cypriniformes Teleostei ENSDARG00000055476.6 ENSDART00000165118 ENSDART00000165118.2 CR352329.1 tripartite motif-containing protein 16-like [Source:NCBI gene;Acc:100006839] ENSDARP00000141822 ENSDARP00000141822.2
OG0000001 ENSDARG00000067985 Danio_rerio Cypriniformes Teleostei ENSDARG00000067985.8 ENSDART00000159701 ENSDART00000159701.3 ftr23 finTRIM family, member 23 [Source:ZFIN;Acc:ZDB-GENE-070912-322] ENSDARP00000135994 ENSDARP00000135994.1
OG0000001 ENSDARG00000067985 Danio_rerio Cypriniformes Teleostei ENSDARG00000067985.8 ENSDART00000122206 ENSDART00000122206.3 ftr23 finTRIM family, member 23 [Source:ZFIN;Acc:ZDB-GENE-070912-322] ENSDARP00000112154 ENSDARP00000112154.2
OG0000001 ENSDARG00000071238 Danio_rerio Cypriniformes Teleostei ENSDARG00000071238.5 ENSDART00000056426 ENSDART00000056426.6 ftr58 finTRIM family, member 58 [Source:ZFIN;Acc:ZDB-GENE-080219-44] ENSDARP00000056425 ENSDARP00000056425.5
OG0000001 ENSDARG00000071238 Danio_rerio Cypriniformes Teleostei ENSDARG00000071238.5 ENSDART00000055085 ENSDART00000055085.6 ftr58 finTRIM family, member 58 [Source:ZFIN;Acc:ZDB-GENE-080219-44] NA NA
OG0000001 ENSDARG00000073735 Danio_rerio Cypriniformes Teleostei ENSDARG00000073735.6 ENSDART00000109246 ENSDART00000109246.4 ftr95 finTRIM family, member 95 [Source:ZFIN;Acc:ZDB-GENE-070912-105] ENSDARP00000101738 ENSDARP00000101738.3
OG0000001 ENSDARG00000073735 Danio_rerio Cypriniformes Teleostei ENSDARG00000073735.6 ENSDART00000170594 ENSDART00000170594.2 ftr95 finTRIM family, member 95 [Source:ZFIN;Acc:ZDB-GENE-070912-105] ENSDARP00000133486 ENSDARP00000133486.2
OG0000001 ENSDARG00000074118 Danio_rerio Cypriniformes Teleostei ENSDARG00000074118.5 ENSDART00000061170 ENSDART00000061170.6 ftr12 finTRIM family, member 12 [Source:ZFIN;Acc:ZDB-GENE-070912-196] ENSDARP00000061169 ENSDARP00000061169.5
OG0000001 ENSDARG00000074118 Danio_rerio Cypriniformes Teleostei ENSDARG00000074118.5 ENSDART00000056161 ENSDART00000056161.7 ftr12 finTRIM family, member 12 [Source:ZFIN;Acc:ZDB-GENE-070912-196] ENSDARP00000056160 ENSDARP00000056160.5
OG0000001 ENSDARG00000074360 Danio_rerio Cypriniformes Teleostei ENSDARG00000074360.5 ENSDART00000134527 ENSDART00000134527.2 ftr57 finTRIM family, member 57 [Source:ZFIN;Acc:ZDB-GENE-090312-35] ENSDARP00000113052 ENSDARP00000113052.1
OG0000001 ENSDARG00000074360 Danio_rerio Cypriniformes Teleostei ENSDARG00000074360.5 ENSDART00000112220 ENSDART00000112220.4 ftr57 finTRIM family, member 57 [Source:ZFIN;Acc:ZDB-GENE-090312-35] ENSDARP00000098049 ENSDARP00000098049.4
OG0000001 ENSDARG00000075355 Danio_rerio Cypriniformes Teleostei ENSDARG00000075355.6 ENSDART00000143980 ENSDART00000143980.2 ftr29 finTRIM family, member 29 [Source:ZFIN;Acc:ZDB-GENE-050417-159] ENSDARP00000117996 ENSDARP00000117996.1
OG0000001 ENSDARG00000075355 Danio_rerio Cypriniformes Teleostei ENSDARG00000075355.6 ENSDART00000184190 ENSDART00000184190.1 ftr29 finTRIM family, member 29 [Source:ZFIN;Acc:ZDB-GENE-050417-159] ENSDARP00000145039 ENSDARP00000145039.1
OG0000001 ENSDARG00000076969 Danio_rerio Cypriniformes Teleostei ENSDARG00000076969.5 ENSDART00000185328 ENSDART00000185328.1 ftr22 finTRIM family, member 22 [Source:ZFIN;Acc:ZDB-GENE-070912-321] ENSDARP00000150934 ENSDARP00000150934.1
OG0000001 ENSDARG00000076969 Danio_rerio Cypriniformes Teleostei ENSDARG00000076969.5 ENSDART00000126740 ENSDART00000126740.3 ftr22 finTRIM family, member 22 [Source:ZFIN;Acc:ZDB-GENE-070912-321] ENSDARP00000112481 ENSDARP00000112481.2
OG0000001 ENSDARG00000078065 Danio_rerio Cypriniformes Teleostei ENSDARG00000078065.4 ENSDART00000142854 ENSDART00000142854.2 ftr05 finTRIM family, member 5 [Source:ZFIN;Acc:ZDB-GENE-070912-227] ENSDARP00000119310 ENSDARP00000119310.2
OG0000001 ENSDARG00000078254 Danio_rerio Cypriniformes Teleostei ENSDARG00000078254.5 ENSDART00000136024 ENSDART00000136024.2 ftr14l finTRIM family, member 14-like [Source:ZFIN;Acc:ZDB-GENE-090312-123] ENSDARP00000117219 ENSDARP00000117219.1
OG0000001 ENSDARG00000079412 Danio_rerio Cypriniformes Teleostei ENSDARG00000079412.5 ENSDART00000141199 ENSDART00000141199.2 ftr02 finTRIM family, member 2 [Source:ZFIN;Acc:ZDB-GENE-070424-5] ENSDARP00000114879 ENSDARP00000114879.1
OG0000001 ENSDARG00000079412 Danio_rerio Cypriniformes Teleostei ENSDARG00000079412.5 ENSDART00000114162 ENSDART00000114162.4 ftr02 finTRIM family, member 2 [Source:ZFIN;Acc:ZDB-GENE-070424-5] ENSDARP00000097838 ENSDARP00000097838.2
OG0000001 ENSDARG00000079537 Danio_rerio Cypriniformes Teleostei ENSDARG00000079537.6 ENSDART00000056162 ENSDART00000056162.7 ftr13 finTRIM family, member 13 [Source:ZFIN;Acc:ZDB-GENE-070912-395] ENSDARP00000056161 ENSDARP00000056161.6
OG0000001 ENSDARG00000079537 Danio_rerio Cypriniformes Teleostei ENSDARG00000079537.6 ENSDART00000039079 ENSDART00000039079.8 ftr13 finTRIM family, member 13 [Source:ZFIN;Acc:ZDB-GENE-070912-395] ENSDARP00000039146 ENSDARP00000039146.8
OG0000001 ENSDARG00000079614 Danio_rerio Cypriniformes Teleostei ENSDARG00000079614.5 ENSDART00000131880 ENSDART00000131880.2 ftr34 finTRIM family, member 34 [Source:ZFIN;Acc:ZDB-GENE-070912-110] ENSDARP00000113336 ENSDARP00000113336.1
OG0000001 ENSDARG00000079614 Danio_rerio Cypriniformes Teleostei ENSDARG00000079614.5 ENSDART00000181616 ENSDART00000181616.1 ftr34 finTRIM family, member 34 [Source:ZFIN;Acc:ZDB-GENE-070912-110] ENSDARP00000145696 ENSDARP00000145696.1
OG0000001 ENSDARG00000087057 Danio_rerio Cypriniformes Teleostei ENSDARG00000087057.5 ENSDART00000133734 ENSDART00000133734.2 ftr36 finTRIM family, member 36 [Source:ZFIN;Acc:ZDB-GENE-070912-483] ENSDARP00000123452 ENSDARP00000123452.1
OG0000001 ENSDARG00000089388 Danio_rerio Cypriniformes Teleostei ENSDARG00000089388.5 ENSDART00000140840 ENSDART00000140840.2 ftr35 finTRIM family, member 35 [Source:ZFIN;Acc:ZDB-GENE-070912-111] ENSDARP00000122720 ENSDARP00000122720.1
OG0000001 ENSDARG00000089388 Danio_rerio Cypriniformes Teleostei ENSDARG00000089388.5 ENSDART00000100987 ENSDART00000100987.5 ftr35 finTRIM family, member 35 [Source:ZFIN;Acc:ZDB-GENE-070912-111] ENSDARP00000091759 ENSDARP00000091759.5
OG0000001 ENSDARG00000092745 Danio_rerio Cypriniformes Teleostei ENSDARG00000092745.2 ENSDART00000134662 ENSDART00000134662.2 ftr37 finTRIM family, member 37 [Source:ZFIN;Acc:ZDB-GENE-070912-486] ENSDARP00000118300 ENSDARP00000118300.1
OG0000001 ENSDARG00000092961 Danio_rerio Cypriniformes Teleostei ENSDARG00000092961.3 ENSDART00000140555 ENSDART00000140555.2 ftr26 finTRIM family, member 26 [Source:ZFIN;Acc:ZDB-GENE-070912-316] ENSDARP00000121319 ENSDARP00000121319.1
OG0000001 ENSDARG00000093203 Danio_rerio Cypriniformes Teleostei ENSDARG00000093203.3 ENSDART00000141384 ENSDART00000141384.2 ftr32 finTRIM family, member 32 [Source:ZFIN;Acc:ZDB-GENE-070912-108] ENSDARP00000118622 ENSDARP00000118622.1
OG0000001 ENSDARG00000093651 Danio_rerio Cypriniformes Teleostei ENSDARG00000093651.4 ENSDART00000143023 ENSDART00000143023.2 ftr25 finTRIM family, member 25 [Source:ZFIN;Acc:ZDB-GENE-070912-323] ENSDARP00000114148 ENSDARP00000114148.1
OG0000001 ENSDARG00000094131 Danio_rerio Cypriniformes Teleostei ENSDARG00000094131.3 ENSDART00000098054 ENSDART00000098054.4 ftr19 finTRIM family, member 19 [Source:ZFIN;Acc:ZDB-GENE-090506-5] ENSDARP00000088827 ENSDARP00000088827.4
OG0000001 ENSDARG00000094131 Danio_rerio Cypriniformes Teleostei ENSDARG00000094131.3 ENSDART00000135584 ENSDART00000135584.2 ftr19 finTRIM family, member 19 [Source:ZFIN;Acc:ZDB-GENE-090506-5] ENSDARP00000117323 ENSDARP00000117323.1
OG0000001 ENSDARG00000095032 Danio_rerio Cypriniformes Teleostei ENSDARG00000095032.4 ENSDART00000146341 ENSDART00000146341.2 ftr33 finTRIM family, member 33 [Source:ZFIN;Acc:ZDB-GENE-070912-109] ENSDARP00000117761 ENSDARP00000117761.1
OG0000001 ENSDARG00000095032 Danio_rerio Cypriniformes Teleostei ENSDARG00000095032.4 ENSDART00000097799 ENSDART00000097799.5 ftr33 finTRIM family, member 33 [Source:ZFIN;Acc:ZDB-GENE-070912-109] ENSDARP00000088571 ENSDARP00000088571.4
OG0000001 ENSDARG00000095448 Danio_rerio Cypriniformes Teleostei ENSDARG00000095448.3 ENSDART00000141876 ENSDART00000141876.2 ftr30 finTRIM family, member 30 [Source:ZFIN;Acc:ZDB-GENE-070912-106] ENSDARP00000119418 ENSDARP00000119418.1
OG0000001 ENSDARG00000095448 Danio_rerio Cypriniformes Teleostei ENSDARG00000095448.3 ENSDART00000182452 ENSDART00000182452.1 ftr30 finTRIM family, member 30 [Source:ZFIN;Acc:ZDB-GENE-070912-106] ENSDARP00000146322 ENSDARP00000146322.1
OG0000001 ENSDARG00000095448 Danio_rerio Cypriniformes Teleostei ENSDARG00000095448.3 ENSDART00000056417 ENSDART00000056417.5 ftr30 finTRIM family, member 30 [Source:ZFIN;Acc:ZDB-GENE-070912-106] ENSDARP00000056416 ENSDARP00000056416.5
OG0000001 ENSDARG00000095678 Danio_rerio Cypriniformes Teleostei ENSDARG00000095678.4 ENSDART00000137134 ENSDART00000137134.2 ftr38 finTRIM family, member 38 [Source:ZFIN;Acc:ZDB-GENE-070912-487] ENSDARP00000122131 ENSDARP00000122131.1
OG0000001 ENSDARG00000095678 Danio_rerio Cypriniformes Teleostei ENSDARG00000095678.4 ENSDART00000193624 ENSDART00000193624.1 ftr38 finTRIM family, member 38 [Source:ZFIN;Acc:ZDB-GENE-070912-487] ENSDARP00000157620 ENSDARP00000157620.1
OG0000001 ENSDARG00000095864 Danio_rerio Cypriniformes Teleostei ENSDARG00000095864.3 ENSDART00000148970 ENSDART00000148970.3 ftr59 finTRIM family, member 59 [Source:ZFIN;Acc:ZDB-GENE-090508-4] ENSDARP00000124507 ENSDARP00000124507.1
OG0000001 ENSDARG00000098820 Danio_rerio Cypriniformes Teleostei ENSDARG00000098820.3 ENSDART00000167987 ENSDART00000167987.2 ftr67 finTRIM family, member 67 [Source:ZFIN;Acc:ZDB-GENE-060312-27] ENSDARP00000133898 ENSDARP00000133898.1
OG0000001 ENSDARG00000100250 Danio_rerio Cypriniformes Teleostei ENSDARG00000100250.2 ENSDART00000164710 ENSDART00000164710.2 ftr41 finTRIM family, member 41 [Source:ZFIN;Acc:ZDB-GENE-090507-6] ENSDARP00000140794 ENSDARP00000140794.2
OG0000001 ENSDARG00000101514 Danio_rerio Cypriniformes Teleostei ENSDARG00000101514.2 ENSDART00000169130 ENSDART00000169130.2 ftr64 finTRIM family, member 64 [Source:ZFIN;Acc:ZDB-GENE-090508-8] ENSDARP00000137899 ENSDARP00000137899.1
OG0000001 ENSDARG00000102557 Danio_rerio Cypriniformes Teleostei ENSDARG00000102557.2 ENSDART00000158131 ENSDART00000158131.2 ftr87 finTRIM family, member 87 [Source:ZFIN;Acc:ZDB-GENE-131127-62] ENSDARP00000141919 ENSDARP00000141919.1
OG0000001 ENSDARG00000110329 Danio_rerio Cypriniformes Teleostei ENSDARG00000110329.1 ENSDART00000182084 ENSDART00000182084.1 ftr53 finTRIM family, member 53 [Source:ZFIN;Acc:ZDB-GENE-030616-515] ENSDARP00000146216 ENSDARP00000146216.1
OG0000001 ENSDARG00000110400 Danio_rerio Cypriniformes Teleostei ENSDARG00000110400.1 ENSDART00000190214 ENSDART00000190214.1 ftr53 finTRIM family, member 53 [Source:ZFIN;Acc:ZDB-GENE-030616-515] ENSDARP00000154175 ENSDARP00000154175.1
OG0000001 ENSDARG00000110960 Danio_rerio Cypriniformes Teleostei ENSDARG00000110960.1 ENSDART00000182400 ENSDART00000182400.1 BX769173.1 NA ENSDARP00000157324 ENSDARP00000157324.1
OG0000001 ENSDARG00000110978 Danio_rerio Cypriniformes Teleostei ENSDARG00000110978.1 ENSDART00000192303 ENSDART00000192303.1 ftr32 finTRIM family, member 32 [Source:ZFIN;Acc:ZDB-GENE-070912-108] ENSDARP00000152105 ENSDARP00000152105.1
OG0000001 ENSDARG00000110978 Danio_rerio Cypriniformes Teleostei ENSDARG00000110978.1 ENSDART00000159362 ENSDART00000159362.2 ftr32 finTRIM family, member 32 [Source:ZFIN;Acc:ZDB-GENE-070912-108] ENSDARP00000135079 ENSDARP00000135079.2
OG0000001 ENSDARG00000111722 Danio_rerio Cypriniformes Teleostei ENSDARG00000111722.1 ENSDART00000128320 ENSDART00000128320.4 ftr36 finTRIM family, member 36 [Source:ZFIN;Acc:ZDB-GENE-070912-483] ENSDARP00000105706 ENSDARP00000105706.4
OG0000001 ENSDARG00000111935 Danio_rerio Cypriniformes Teleostei ENSDARG00000111935.1 ENSDART00000186138 ENSDART00000186138.1 BX769173.2 finTRIM family, member 94 [Source:NCBI gene;Acc:566988] ENSDARP00000152143 ENSDARP00000152143.1
OG0000001 ENSDARG00000112253 Danio_rerio Cypriniformes Teleostei ENSDARG00000112253.1 ENSDART00000191263 ENSDART00000191263.1 ftr24 finTRIM family, member 24 [Source:ZFIN;Acc:ZDB-GENE-050731-2] ENSDARP00000146127 ENSDARP00000146127.1
OG0000001 ENSDARG00000113522 Danio_rerio Cypriniformes Teleostei ENSDARG00000113522.1 ENSDART00000190570 ENSDART00000190570.1 ftr12 finTRIM family, member 12 [Source:ZFIN;Acc:ZDB-GENE-070912-196] ENSDARP00000147220 ENSDARP00000147220.1
OG0000001 ENSDARG00000113522 Danio_rerio Cypriniformes Teleostei ENSDARG00000113522.1 ENSDART00000192974 ENSDART00000192974.1 ftr12 finTRIM family, member 12 [Source:ZFIN;Acc:ZDB-GENE-070912-196] ENSDARP00000148150 ENSDARP00000148150.1
OG0000001 ENSDARG00000113522 Danio_rerio Cypriniformes Teleostei ENSDARG00000113522.1 ENSDART00000193784 ENSDART00000193784.1 ftr12 finTRIM family, member 12 [Source:ZFIN;Acc:ZDB-GENE-070912-196] ENSDARP00000152269 ENSDARP00000152269.1
OG0000001 ENSDARG00000113917 Danio_rerio Cypriniformes Teleostei ENSDARG00000113917.1 ENSDART00000182245 ENSDART00000182245.1 ftr22 finTRIM family, member 22 [Source:ZFIN;Acc:ZDB-GENE-070912-321] ENSDARP00000151199 ENSDARP00000151199.1
OG0000001 ENSDARG00000114992 Danio_rerio Cypriniformes Teleostei ENSDARG00000114992.1 ENSDART00000165319 ENSDART00000165319.2 BX769173.3 finTRIM family, member 42 [Source:NCBI gene;Acc:567166] ENSDARP00000131378 ENSDARP00000131378.1
OG0000001 ENSDARG00000115336 Danio_rerio Cypriniformes Teleostei ENSDARG00000115336.1 ENSDART00000154422 ENSDART00000154422.3 ftr11 finTRIM family, member 11 [Source:ZFIN;Acc:ZDB-GENE-070912-195] ENSDARP00000129556 ENSDARP00000129556.3
OG0000001 ENSDARG00000115401 Danio_rerio Cypriniformes Teleostei ENSDARG00000115401.1 ENSDART00000160638 ENSDART00000160638.2 BX769173.4 finTRIM family, member 42 [Source:NCBI gene;Acc:567166] ENSDARP00000140897 ENSDARP00000140897.2
OG0000001 ENSDARG00000115500 Danio_rerio Cypriniformes Teleostei ENSDARG00000115500.1 ENSDART00000181262 ENSDART00000181262.1 BX548047.2 NA ENSDARP00000150123 ENSDARP00000150123.1
OG0000001 ENSDARG00000116082 Danio_rerio Cypriniformes Teleostei ENSDARG00000116082.1 ENSDART00000181449 ENSDART00000181449.1 ftr53 finTRIM family, member 53 [Source:ZFIN;Acc:ZDB-GENE-030616-515] ENSDARP00000148131 ENSDARP00000148131.1
OG0000001 ENSDARG00000116989 Danio_rerio Cypriniformes Teleostei ENSDARG00000116989.1 ENSDART00000162697 ENSDART00000162697.2 ftr59 finTRIM family, member 59 [Source:ZFIN;Acc:ZDB-GENE-090508-4] ENSDARP00000141041 ENSDARP00000141041.2
OG0000002 ENSDARG00000008164 Danio_rerio Cypriniformes Teleostei ENSDARG00000008164.8 ENSDART00000066816 ENSDART00000066816.4 btr33 bloodthirsty-related gene family, member 33 [Source:ZFIN;Acc:ZDB-GENE-090512-4] ENSDARP00000066815 ENSDARP00000066815.4
OG0000002 ENSDARG00000027907 Danio_rerio Cypriniformes Teleostei ENSDARG00000027907.9 ENSDART00000171085 ENSDART00000171085.3 si:ch211-216p19.6 si:ch211-216p19.6 [Source:ZFIN;Acc:ZDB-GENE-160728-7] ENSDARP00000134995 ENSDARP00000134995.2
OG0000002 ENSDARG00000027907 Danio_rerio Cypriniformes Teleostei ENSDARG00000027907.9 ENSDART00000038118 ENSDART00000038118.9 si:ch211-216p19.6 si:ch211-216p19.6 [Source:ZFIN;Acc:ZDB-GENE-160728-7] ENSDARP00000036656 ENSDARP00000036656.8
OG0000002 ENSDARG00000027907 Danio_rerio Cypriniformes Teleostei ENSDARG00000027907.9 ENSDART00000169737 ENSDART00000169737.2 si:ch211-216p19.6 si:ch211-216p19.6 [Source:ZFIN;Acc:ZDB-GENE-160728-7] ENSDARP00000139571 ENSDARP00000139571.2
OG0000002 ENSDARG00000028850 Danio_rerio Cypriniformes Teleostei ENSDARG00000028850.9 ENSDART00000136280 ENSDART00000136280.2 btr16 bloodthirsty-related gene family, member 16 [Source:ZFIN;Acc:ZDB-GENE-060929-1066] ENSDARP00000113503 ENSDARP00000113503.1
OG0000002 ENSDARG00000028850 Danio_rerio Cypriniformes Teleostei ENSDARG00000028850.9 ENSDART00000141508 ENSDART00000141508.3 btr16 bloodthirsty-related gene family, member 16 [Source:ZFIN;Acc:ZDB-GENE-060929-1066] ENSDARP00000120795 ENSDARP00000120795.1
OG0000002 ENSDARG00000051804 Danio_rerio Cypriniformes Teleostei ENSDARG00000051804.6 ENSDART00000130539 ENSDART00000130539.2 BX664721.1 NA ENSDARP00000109197 ENSDARP00000109197.1
OG0000002 ENSDARG00000053940 Danio_rerio Cypriniformes Teleostei ENSDARG00000053940.6 ENSDART00000076048 ENSDART00000076048.5 btr32 bloodthirsty-related gene family, member 32 [Source:ZFIN;Acc:ZDB-GENE-060421-3827] ENSDARP00000070527 ENSDARP00000070527.4
OG0000002 ENSDARG00000054184 Danio_rerio Cypriniformes Teleostei ENSDARG00000054184.7 ENSDART00000173946 ENSDART00000173946.2 btr06 bloodthirsty-related gene family, member 6 [Source:ZFIN;Acc:ZDB-GENE-080516-2] ENSDARP00000142639 ENSDARP00000142639.1
OG0000002 ENSDARG00000054184 Danio_rerio Cypriniformes Teleostei ENSDARG00000054184.7 ENSDART00000076318 ENSDART00000076318.3 btr06 bloodthirsty-related gene family, member 6 [Source:ZFIN;Acc:ZDB-GENE-080516-2] ENSDARP00000070793 ENSDARP00000070793.2
OG0000002 ENSDARG00000054805 Danio_rerio Cypriniformes Teleostei ENSDARG00000054805.5 ENSDART00000173604 ENSDART00000173604.2 btr09 bloodthirsty-related gene family, member 9 [Source:ZFIN;Acc:ZDB-GENE-080722-46] ENSDARP00000142813 ENSDARP00000142813.1
OG0000002 ENSDARG00000054805 Danio_rerio Cypriniformes Teleostei ENSDARG00000054805.5 ENSDART00000173542 ENSDART00000173542.2 btr09 bloodthirsty-related gene family, member 9 [Source:ZFIN;Acc:ZDB-GENE-080722-46] ENSDARP00000142935 ENSDARP00000142935.1
OG0000002 ENSDARG00000054805 Danio_rerio Cypriniformes Teleostei ENSDARG00000054805.5 ENSDART00000077047 ENSDART00000077047.4 btr09 bloodthirsty-related gene family, member 9 [Source:ZFIN;Acc:ZDB-GENE-080722-46] ENSDARP00000071515 ENSDARP00000071515.2
OG0000002 ENSDARG00000058329 Danio_rerio Cypriniformes Teleostei ENSDARG00000058329.7 ENSDART00000156332 ENSDART00000156332.2 btr21 bloodthirsty-related gene family, member 21 [Source:ZFIN;Acc:ZDB-GENE-081031-80] ENSDARP00000128001 ENSDARP00000128001.1
OG0000002 ENSDARG00000058329 Danio_rerio Cypriniformes Teleostei ENSDARG00000058329.7 ENSDART00000101635 ENSDART00000101635.5 btr21 bloodthirsty-related gene family, member 21 [Source:ZFIN;Acc:ZDB-GENE-081031-80] ENSDARP00000092409 ENSDARP00000092409.5
OG0000002 ENSDARG00000060962 Danio_rerio Cypriniformes Teleostei ENSDARG00000060962.9 ENSDART00000173492 ENSDART00000173492.2 btr04 bloodthirsty-related gene family, member 4 [Source:ZFIN;Acc:ZDB-GENE-060825-109] ENSDARP00000142635 ENSDARP00000142635.1
OG0000002 ENSDARG00000060962 Danio_rerio Cypriniformes Teleostei ENSDARG00000060962.9 ENSDART00000173739 ENSDART00000173739.2 btr04 bloodthirsty-related gene family, member 4 [Source:ZFIN;Acc:ZDB-GENE-060825-109] ENSDARP00000142927 ENSDARP00000142927.1
OG0000002 ENSDARG00000074813 Danio_rerio Cypriniformes Teleostei ENSDARG00000074813.5 ENSDART00000171008 ENSDART00000171008.2 btr05 bloodthirsty-related gene family, member 5 [Source:ZFIN;Acc:ZDB-GENE-080219-8] ENSDARP00000135003 ENSDARP00000135003.1
OG0000002 ENSDARG00000074813 Danio_rerio Cypriniformes Teleostei ENSDARG00000074813.5 ENSDART00000173584 ENSDART00000173584.2 btr05 bloodthirsty-related gene family, member 5 [Source:ZFIN;Acc:ZDB-GENE-080219-8] ENSDARP00000142903 ENSDARP00000142903.1
OG0000002 ENSDARG00000090371 Danio_rerio Cypriniformes Teleostei ENSDARG00000090371.4 ENSDART00000173403 ENSDART00000173403.2 si:dkey-46i9.6 si:dkey-46i9.6 [Source:ZFIN;Acc:ZDB-GENE-160114-63] ENSDARP00000142622 ENSDARP00000142622.1
OG0000002 ENSDARG00000090371 Danio_rerio Cypriniformes Teleostei ENSDARG00000090371.4 ENSDART00000191494 ENSDART00000191494.1 si:dkey-46i9.6 si:dkey-46i9.6 [Source:ZFIN;Acc:ZDB-GENE-160114-63] ENSDARP00000146247 ENSDARP00000146247.1
OG0000002 ENSDARG00000090371 Danio_rerio Cypriniformes Teleostei ENSDARG00000090371.4 ENSDART00000123429 ENSDART00000123429.3 si:dkey-46i9.6 si:dkey-46i9.6 [Source:ZFIN;Acc:ZDB-GENE-160114-63] ENSDARP00000111607 ENSDARP00000111607.2
OG0000002 ENSDARG00000095113 Danio_rerio Cypriniformes Teleostei ENSDARG00000095113.3 ENSDART00000147632 ENSDART00000147632.3 btr04 bloodthirsty-related gene family, member 4 [Source:ZFIN;Acc:ZDB-GENE-060825-109] ENSDARP00000116592 ENSDARP00000116592.2
OG0000002 ENSDARG00000095113 Danio_rerio Cypriniformes Teleostei ENSDARG00000095113.3 ENSDART00000158569 ENSDART00000158569.2 btr04 bloodthirsty-related gene family, member 4 [Source:ZFIN;Acc:ZDB-GENE-060825-109] ENSDARP00000133537 ENSDARP00000133537.2
OG0000002 ENSDARG00000096304 Danio_rerio Cypriniformes Teleostei ENSDARG00000096304.4 ENSDART00000150896 ENSDART00000150896.3 btr31 bloodthirsty-related gene family, member 31 [Source:ZFIN;Acc:ZDB-GENE-090512-3] ENSDARP00000126057 ENSDARP00000126057.1
OG0000002 ENSDARG00000096304 Danio_rerio Cypriniformes Teleostei ENSDARG00000096304.4 ENSDART00000167596 ENSDART00000167596.3 btr31 bloodthirsty-related gene family, member 31 [Source:ZFIN;Acc:ZDB-GENE-090512-3] ENSDARP00000140115 ENSDARP00000140115.1
OG0000002 ENSDARG00000096304 Danio_rerio Cypriniformes Teleostei ENSDARG00000096304.4 ENSDART00000151557 ENSDART00000151557.2 btr31 bloodthirsty-related gene family, member 31 [Source:ZFIN;Acc:ZDB-GENE-090512-3] NA NA
OG0000002 ENSDARG00000096304 Danio_rerio Cypriniformes Teleostei ENSDARG00000096304.4 ENSDART00000151149 ENSDART00000151149.3 btr31 bloodthirsty-related gene family, member 31 [Source:ZFIN;Acc:ZDB-GENE-090512-3] ENSDARP00000125748 ENSDARP00000125748.1
OG0000002 ENSDARG00000099138 Danio_rerio Cypriniformes Teleostei ENSDARG00000099138.2 ENSDART00000159024 ENSDART00000159024.2 btr29 bloodthirsty-related gene family, member 29 [Source:ZFIN;Acc:ZDB-GENE-090512-2] ENSDARP00000140560 ENSDARP00000140560.1
OG0000002 ENSDARG00000099509 Danio_rerio Cypriniformes Teleostei ENSDARG00000099509.2 ENSDART00000169271 ENSDART00000169271.2 btr23 bloodthirsty-related gene family, member 23 [Source:ZFIN;Acc:ZDB-GENE-070705-375] ENSDARP00000131958 ENSDARP00000131958.1
OG0000002 ENSDARG00000100046 Danio_rerio Cypriniformes Teleostei ENSDARG00000100046.2 ENSDART00000160510 ENSDART00000160510.2 si:dkey-206d17.15 si:dkey-206d17.15 [Source:ZFIN;Acc:ZDB-GENE-081031-59] ENSDARP00000132987 ENSDARP00000132987.1
OG0000002 ENSDARG00000100450 Danio_rerio Cypriniformes Teleostei ENSDARG00000100450.2 ENSDART00000168463 ENSDART00000168463.2 btr21 bloodthirsty-related gene family, member 21 [Source:ZFIN;Acc:ZDB-GENE-081031-80] ENSDARP00000134475 ENSDARP00000134475.2
OG0000002 ENSDARG00000100450 Danio_rerio Cypriniformes Teleostei ENSDARG00000100450.2 ENSDART00000170431 ENSDART00000170431.2 btr21 bloodthirsty-related gene family, member 21 [Source:ZFIN;Acc:ZDB-GENE-081031-80] ENSDARP00000135058 ENSDARP00000135058.1
OG0000002 ENSDARG00000100539 Danio_rerio Cypriniformes Teleostei ENSDARG00000100539.2 ENSDART00000170301 ENSDART00000170301.2 btr22 bloodthirsty-related gene family, member 22 [Source:ZFIN;Acc:ZDB-GENE-080402-4] ENSDARP00000135057 ENSDARP00000135057.2
OG0000002 ENSDARG00000100539 Danio_rerio Cypriniformes Teleostei ENSDARG00000100539.2 ENSDART00000162132 ENSDART00000162132.2 btr22 bloodthirsty-related gene family, member 22 [Source:ZFIN;Acc:ZDB-GENE-080402-4] ENSDARP00000139519 ENSDARP00000139519.1
OG0000002 ENSDARG00000100909 Danio_rerio Cypriniformes Teleostei ENSDARG00000100909.2 ENSDART00000160633 ENSDART00000160633.2 zgc:173581 zgc:173581 [Source:ZFIN;Acc:ZDB-GENE-080212-7] ENSDARP00000133849 ENSDARP00000133849.2
OG0000002 ENSDARG00000102018 Danio_rerio Cypriniformes Teleostei ENSDARG00000102018.2 ENSDART00000161676 ENSDART00000161676.2 btr25 bloodthirsty-related gene family, member 25 [Source:ZFIN;Acc:ZDB-GENE-070705-377] ENSDARP00000141539 ENSDARP00000141539.1
OG0000002 ENSDARG00000102018 Danio_rerio Cypriniformes Teleostei ENSDARG00000102018.2 ENSDART00000161804 ENSDART00000161804.2 btr25 bloodthirsty-related gene family, member 25 [Source:ZFIN;Acc:ZDB-GENE-070705-377] ENSDARP00000135544 ENSDARP00000135544.1
OG0000002 ENSDARG00000102018 Danio_rerio Cypriniformes Teleostei ENSDARG00000102018.2 ENSDART00000166773 ENSDART00000166773.2 btr25 bloodthirsty-related gene family, member 25 [Source:ZFIN;Acc:ZDB-GENE-070705-377] ENSDARP00000135921 ENSDARP00000135921.1
OG0000002 ENSDARG00000102018 Danio_rerio Cypriniformes Teleostei ENSDARG00000102018.2 ENSDART00000172424 ENSDART00000172424.2 btr25 bloodthirsty-related gene family, member 25 [Source:ZFIN;Acc:ZDB-GENE-070705-377] ENSDARP00000130844 ENSDARP00000130844.1
OG0000002 ENSDARG00000102018 Danio_rerio Cypriniformes Teleostei ENSDARG00000102018.2 ENSDART00000158309 ENSDART00000158309.2 btr25 bloodthirsty-related gene family, member 25 [Source:ZFIN;Acc:ZDB-GENE-070705-377] ENSDARP00000137909 ENSDARP00000137909.1
OG0000002 ENSDARG00000102143 Danio_rerio Cypriniformes Teleostei ENSDARG00000102143.2 ENSDART00000167084 ENSDART00000167084.2 btr24 bloodthirsty-related gene family, member 24 [Source:ZFIN;Acc:ZDB-GENE-070705-376] ENSDARP00000135768 ENSDARP00000135768.1
OG0000002 ENSDARG00000102143 Danio_rerio Cypriniformes Teleostei ENSDARG00000102143.2 ENSDART00000171802 ENSDART00000171802.2 btr24 bloodthirsty-related gene family, member 24 [Source:ZFIN;Acc:ZDB-GENE-070705-376] ENSDARP00000135763 ENSDARP00000135763.1
OG0000002 ENSDARG00000102143 Danio_rerio Cypriniformes Teleostei ENSDARG00000102143.2 ENSDART00000166368 ENSDART00000166368.2 btr24 bloodthirsty-related gene family, member 24 [Source:ZFIN;Acc:ZDB-GENE-070705-376] ENSDARP00000141950 ENSDARP00000141950.2
OG0000002 ENSDARG00000102913 Danio_rerio Cypriniformes Teleostei ENSDARG00000102913.2 ENSDART00000160358 ENSDART00000160358.2 si:dkey-206d17.16 si:dkey-206d17.16 [Source:ZFIN;Acc:ZDB-GENE-081104-356] ENSDARP00000135515 ENSDARP00000135515.1
OG0000002 ENSDARG00000102992 Danio_rerio Cypriniformes Teleostei ENSDARG00000102992.2 ENSDART00000168433 ENSDART00000168433.2 btr20 bloodthirsty-related gene family, member 20 [Source:ZFIN;Acc:ZDB-GENE-060421-3419] ENSDARP00000137833 ENSDARP00000137833.1
OG0000002 ENSDARG00000103618 Danio_rerio Cypriniformes Teleostei ENSDARG00000103618.3 ENSDART00000165917 ENSDART00000165917.2 btr18 bloodthirsty-related gene family, member 18 [Source:ZFIN;Acc:ZDB-GENE-080213-2] ENSDARP00000135130 ENSDARP00000135130.1
OG0000002 ENSDARG00000103618 Danio_rerio Cypriniformes Teleostei ENSDARG00000103618.3 ENSDART00000172415 ENSDART00000172415.2 btr18 bloodthirsty-related gene family, member 18 [Source:ZFIN;Acc:ZDB-GENE-080213-2] ENSDARP00000135117 ENSDARP00000135117.1
OG0000002 ENSDARG00000105241 Danio_rerio Cypriniformes Teleostei ENSDARG00000105241.2 ENSDART00000158285 ENSDART00000158285.2 btr26 bloodthirsty-related gene family, member 26 [Source:ZFIN;Acc:ZDB-GENE-070705-378] ENSDARP00000132944 ENSDARP00000132944.1
OG0000002 ENSDARG00000105241 Danio_rerio Cypriniformes Teleostei ENSDARG00000105241.2 ENSDART00000163125 ENSDART00000163125.2 btr26 bloodthirsty-related gene family, member 26 [Source:ZFIN;Acc:ZDB-GENE-070705-378] NA NA
OG0000002 ENSDARG00000105241 Danio_rerio Cypriniformes Teleostei ENSDARG00000105241.2 ENSDART00000162461 ENSDART00000162461.2 btr26 bloodthirsty-related gene family, member 26 [Source:ZFIN;Acc:ZDB-GENE-070705-378] ENSDARP00000133734 ENSDARP00000133734.1
OG0000002 ENSDARG00000105241 Danio_rerio Cypriniformes Teleostei ENSDARG00000105241.2 ENSDART00000166512 ENSDART00000166512.2 btr26 bloodthirsty-related gene family, member 26 [Source:ZFIN;Acc:ZDB-GENE-070705-378] ENSDARP00000138446 ENSDARP00000138446.2
OG0000002 ENSDARG00000105283 Danio_rerio Cypriniformes Teleostei ENSDARG00000105283.2 ENSDART00000170609 ENSDART00000170609.2 btr24 bloodthirsty-related gene family, member 24 [Source:ZFIN;Acc:ZDB-GENE-070705-376] ENSDARP00000132651 ENSDARP00000132651.2
OG0000002 ENSDARG00000105283 Danio_rerio Cypriniformes Teleostei ENSDARG00000105283.2 ENSDART00000162260 ENSDART00000162260.2 btr24 bloodthirsty-related gene family, member 24 [Source:ZFIN;Acc:ZDB-GENE-070705-376] ENSDARP00000132421 ENSDARP00000132421.1
OG0000002 ENSDARG00000105558 Danio_rerio Cypriniformes Teleostei ENSDARG00000105558.3 ENSDART00000173647 ENSDART00000173647.2 btr07 bloodthirsty-related gene family, member 7 [Source:ZFIN;Acc:ZDB-GENE-110921-1] ENSDARP00000142705 ENSDARP00000142705.1
OG0000002 ENSDARG00000115798 Danio_rerio Cypriniformes Teleostei ENSDARG00000115798.1 ENSDART00000184356 ENSDART00000184356.1 btr09 bloodthirsty-related gene family, member 9 [Source:ZFIN;Acc:ZDB-GENE-080722-46] ENSDARP00000154313 ENSDARP00000154313.1
OG0000005 ENSDARG00000016674 Danio_rerio Cypriniformes Teleostei ENSDARG00000016674.11 ENSDART00000153693 ENSDART00000153693.2 FP102888.1 tripartite motif containing 35-4 [Source:NCBI gene;Acc:100006932] ENSDARP00000127874 ENSDARP00000127874.1
OG0000005 ENSDARG00000022271 Danio_rerio Cypriniformes Teleostei ENSDARG00000022271.9 ENSDART00000036283 ENSDART00000036283.8 trim35-34 tripartite motif containing 35-34 [Source:ZFIN;Acc:ZDB-GENE-081030-23] ENSDARP00000038024 ENSDARP00000038024.7
OG0000005 ENSDARG00000031534 Danio_rerio Cypriniformes Teleostei ENSDARG00000031534.7 ENSDART00000079333 ENSDART00000079333.4 CU571315.1 NA ENSDARP00000073789 ENSDARP00000073789.3
OG0000005 ENSDARG00000033071 Danio_rerio Cypriniformes Teleostei ENSDARG00000033071.8 ENSDART00000142691 ENSDART00000142691.2 trim35-10 tripartite motif containing 35-10 [Source:ZFIN;Acc:ZDB-GENE-091113-36] ENSDARP00000115816 ENSDARP00000115816.1
OG0000005 ENSDARG00000033071 Danio_rerio Cypriniformes Teleostei ENSDARG00000033071.8 ENSDART00000184044 ENSDART00000184044.1 trim35-10 tripartite motif containing 35-10 [Source:ZFIN;Acc:ZDB-GENE-091113-36] ENSDARP00000151747 ENSDARP00000151747.1
OG0000005 ENSDARG00000035009 Danio_rerio Cypriniformes Teleostei ENSDARG00000035009.6 ENSDART00000165856 ENSDART00000165856.2 trim35-27 tripartite motif containing 35-27 [Source:ZFIN;Acc:ZDB-GENE-030131-6185] ENSDARP00000139665 ENSDARP00000139665.1
OG0000005 ENSDARG00000039108 Danio_rerio Cypriniformes Teleostei ENSDARG00000039108.9 ENSDART00000138588 ENSDART00000138588.3 trim35-9 tripartite motif containing 35-9 [Source:ZFIN;Acc:ZDB-GENE-091112-11] ENSDARP00000118716 ENSDARP00000118716.2
OG0000005 ENSDARG00000039108 Danio_rerio Cypriniformes Teleostei ENSDARG00000039108.9 ENSDART00000158699 ENSDART00000158699.2 trim35-9 tripartite motif containing 35-9 [Source:ZFIN;Acc:ZDB-GENE-091112-11] ENSDARP00000140404 ENSDARP00000140404.1
OG0000005 ENSDARG00000040230 Danio_rerio Cypriniformes Teleostei ENSDARG00000040230.8 ENSDART00000151804 ENSDART00000151804.2 si:dkey-37m8.11 si:dkey-37m8.11 [Source:ZFIN;Acc:ZDB-GENE-120214-18] ENSDARP00000126323 ENSDARP00000126323.1
OG0000005 ENSDARG00000042116 Danio_rerio Cypriniformes Teleostei ENSDARG00000042116.6 ENSDART00000061726 ENSDART00000061726.5 trim35-40 tripartite motif containing 35-40 [Source:ZFIN;Acc:ZDB-GENE-030131-6081] ENSDARP00000061725 ENSDARP00000061725.4
OG0000005 ENSDARG00000042116 Danio_rerio Cypriniformes Teleostei ENSDARG00000042116.6 ENSDART00000140360 ENSDART00000140360.2 trim35-40 tripartite motif containing 35-40 [Source:ZFIN;Acc:ZDB-GENE-030131-6081] NA NA
OG0000005 ENSDARG00000052097 Danio_rerio Cypriniformes Teleostei ENSDARG00000052097.7 ENSDART00000057464 ENSDART00000057464.7 trim35-31 tripartite motif containing 35-31 [Source:ZFIN;Acc:ZDB-GENE-061009-3] ENSDARP00000057463 ENSDARP00000057463.6
OG0000005 ENSDARG00000052097 Danio_rerio Cypriniformes Teleostei ENSDARG00000052097.7 ENSDART00000176133 ENSDART00000176133.2 trim35-31 tripartite motif containing 35-31 [Source:ZFIN;Acc:ZDB-GENE-061009-3] ENSDARP00000144276 ENSDARP00000144276.2
OG0000005 ENSDARG00000052255 Danio_rerio Cypriniformes Teleostei ENSDARG00000052255.6 ENSDART00000165834 ENSDART00000165834.2 trim35-3 tripartite motif containing 35-3 [Source:ZFIN;Acc:ZDB-GENE-070912-56] NA NA
OG0000005 ENSDARG00000052255 Danio_rerio Cypriniformes Teleostei ENSDARG00000052255.6 ENSDART00000074077 ENSDART00000074077.5 trim35-3 tripartite motif containing 35-3 [Source:ZFIN;Acc:ZDB-GENE-070912-56] ENSDARP00000068566 ENSDARP00000068566.4
OG0000005 ENSDARG00000052255 Danio_rerio Cypriniformes Teleostei ENSDARG00000052255.6 ENSDART00000165928 ENSDART00000165928.2 trim35-3 tripartite motif containing 35-3 [Source:ZFIN;Acc:ZDB-GENE-070912-56] NA NA
OG0000005 ENSDARG00000052255 Danio_rerio Cypriniformes Teleostei ENSDARG00000052255.6 ENSDART00000193908 ENSDART00000193908.1 trim35-3 tripartite motif containing 35-3 [Source:ZFIN;Acc:ZDB-GENE-070912-56] ENSDARP00000147837 ENSDARP00000147837.1
OG0000005 ENSDARG00000055730 Danio_rerio Cypriniformes Teleostei ENSDARG00000055730.7 ENSDART00000078124 ENSDART00000078124.6 trim35-29 tripartite motif containing 35-29 [Source:ZFIN;Acc:ZDB-GENE-041114-35] ENSDARP00000072586 ENSDARP00000072586.5
OG0000005 ENSDARG00000058958 Danio_rerio Cypriniformes Teleostei ENSDARG00000058958.7 ENSDART00000188808 ENSDART00000188808.1 trim35-7 tripartite motif containing 35-7 [Source:ZFIN;Acc:ZDB-GENE-050522-333] ENSDARP00000146070 ENSDARP00000146070.1
OG0000005 ENSDARG00000058958 Danio_rerio Cypriniformes Teleostei ENSDARG00000058958.7 ENSDART00000187511 ENSDART00000187511.1 trim35-7 tripartite motif containing 35-7 [Source:ZFIN;Acc:ZDB-GENE-050522-333] ENSDARP00000152276 ENSDARP00000152276.1
OG0000005 ENSDARG00000058958 Danio_rerio Cypriniformes Teleostei ENSDARG00000058958.7 ENSDART00000081894 ENSDART00000081894.7 trim35-7 tripartite motif containing 35-7 [Source:ZFIN;Acc:ZDB-GENE-050522-333] ENSDARP00000076333 ENSDARP00000076333.6
OG0000005 ENSDARG00000060838 Danio_rerio Cypriniformes Teleostei ENSDARG00000060838.9 ENSDART00000146662 ENSDART00000146662.3 trim35-33 tripartite motif containing 35-33 [Source:ZFIN;Acc:ZDB-GENE-081031-1] ENSDARP00000119250 ENSDARP00000119250.2
OG0000005 ENSDARG00000060838 Danio_rerio Cypriniformes Teleostei ENSDARG00000060838.9 ENSDART00000186398 ENSDART00000186398.1 trim35-33 tripartite motif containing 35-33 [Source:ZFIN;Acc:ZDB-GENE-081031-1] ENSDARP00000153058 ENSDARP00000153058.1
OG0000005 ENSDARG00000070847 Danio_rerio Cypriniformes Teleostei ENSDARG00000070847.7 ENSDART00000036273 ENSDART00000036273.8 trim35-20 tripartite motif containing 35-20 [Source:ZFIN;Acc:ZDB-GENE-110920-8] ENSDARP00000037611 ENSDARP00000037611.7
OG0000005 ENSDARG00000071241 Danio_rerio Cypriniformes Teleostei ENSDARG00000071241.4 ENSDART00000082154 ENSDART00000082154.5 trim35-39 tripartite motif containing 35-39 [Source:ZFIN;Acc:ZDB-GENE-080219-13] ENSDARP00000076591 ENSDARP00000076591.4
OG0000005 ENSDARG00000092407 Danio_rerio Cypriniformes Teleostei ENSDARG00000092407.3 ENSDART00000135053 ENSDART00000135053.3 zmp:0000001316 zmp:0000001316 [Source:ZFIN;Acc:ZDB-GENE-140106-276] ENSDARP00000117540 ENSDARP00000117540.2
OG0000005 ENSDARG00000093859 Danio_rerio Cypriniformes Teleostei ENSDARG00000093859.4 ENSDART00000074105 ENSDART00000074105.6 CU137686.1 NA ENSDARP00000068594 ENSDARP00000068594.6
OG0000005 ENSDARG00000095913 Danio_rerio Cypriniformes Teleostei ENSDARG00000095913.4 ENSDART00000149093 ENSDART00000149093.3 CU861903.1 tripartite motif containing 35-44 [Source:NCBI gene;Acc:100002639] ENSDARP00000124334 ENSDARP00000124334.1
OG0000005 ENSDARG00000099639 Danio_rerio Cypriniformes Teleostei ENSDARG00000099639.2 ENSDART00000170642 ENSDART00000170642.2 trim35-19 tripartite motif containing 35-19 [Source:ZFIN;Acc:ZDB-GENE-070424-178] ENSDARP00000132360 ENSDARP00000132360.1
OG0000005 ENSDARG00000099684 Danio_rerio Cypriniformes Teleostei ENSDARG00000099684.2 ENSDART00000163714 ENSDART00000163714.2 trim35-24 tripartite motif containing 35-24 [Source:ZFIN;Acc:ZDB-GENE-060421-8366] ENSDARP00000133555 ENSDARP00000133555.1
OG0000005 ENSDARG00000100373 Danio_rerio Cypriniformes Teleostei ENSDARG00000100373.2 ENSDART00000169673 ENSDART00000169673.2 si:ch211-175l6.1 si:ch211-175l6.1 [Source:ZFIN;Acc:ZDB-GENE-060503-861] ENSDARP00000133969 ENSDARP00000133969.1
OG0000005 ENSDARG00000100429 Danio_rerio Cypriniformes Teleostei ENSDARG00000100429.2 ENSDART00000184589 ENSDART00000184589.1 irgf4 immunity-related GTPase family, f4 [Source:ZFIN;Acc:ZDB-GENE-060929-404] ENSDARP00000156472 ENSDARP00000156472.1
OG0000005 ENSDARG00000100429 Danio_rerio Cypriniformes Teleostei ENSDARG00000100429.2 ENSDART00000165671 ENSDART00000165671.2 irgf4 immunity-related GTPase family, f4 [Source:ZFIN;Acc:ZDB-GENE-060929-404] ENSDARP00000131542 ENSDARP00000131542.1
OG0000005 ENSDARG00000100721 Danio_rerio Cypriniformes Teleostei ENSDARG00000100721.2 ENSDART00000172256 ENSDART00000172256.2 si:ch211-175l6.2 si:ch211-175l6.2 [Source:ZFIN;Acc:ZDB-GENE-060503-108] ENSDARP00000136897 ENSDARP00000136897.1
OG0000005 ENSDARG00000100721 Danio_rerio Cypriniformes Teleostei ENSDARG00000100721.2 ENSDART00000167877 ENSDART00000167877.2 si:ch211-175l6.2 si:ch211-175l6.2 [Source:ZFIN;Acc:ZDB-GENE-060503-108] ENSDARP00000136774 ENSDARP00000136774.2
OG0000005 ENSDARG00000101055 Danio_rerio Cypriniformes Teleostei ENSDARG00000101055.2 ENSDART00000159710 ENSDART00000159710.2 trim35-25 tripartite motif containing 35-25 [Source:ZFIN;Acc:ZDB-GENE-060503-484] ENSDARP00000131341 ENSDARP00000131341.1
OG0000005 ENSDARG00000101055 Danio_rerio Cypriniformes Teleostei ENSDARG00000101055.2 ENSDART00000167201 ENSDART00000167201.2 trim35-25 tripartite motif containing 35-25 [Source:ZFIN;Acc:ZDB-GENE-060503-484] ENSDARP00000134771 ENSDARP00000134771.1
OG0000005 ENSDARG00000102219 Danio_rerio Cypriniformes Teleostei ENSDARG00000102219.2 ENSDART00000157707 ENSDART00000157707.2 si:ch211-12p12.2 si:ch211-12p12.2 [Source:ZFIN;Acc:ZDB-GENE-131125-5] ENSDARP00000130141 ENSDARP00000130141.1
OG0000005 ENSDARG00000102219 Danio_rerio Cypriniformes Teleostei ENSDARG00000102219.2 ENSDART00000185055 ENSDART00000185055.1 si:ch211-12p12.2 si:ch211-12p12.2 [Source:ZFIN;Acc:ZDB-GENE-131125-5] ENSDARP00000146244 ENSDARP00000146244.1
OG0000005 ENSDARG00000102264 Danio_rerio Cypriniformes Teleostei ENSDARG00000102264.2 ENSDART00000144459 ENSDART00000144459.3 trim35-22 tripartite motif containing 35-22 [Source:ZFIN;Acc:ZDB-GENE-060503-201] ENSDARP00000122883 ENSDARP00000122883.2
OG0000005 ENSDARG00000102303 Danio_rerio Cypriniformes Teleostei ENSDARG00000102303.2 ENSDART00000161400 ENSDART00000161400.2 trim35-21 tripartite motif containing 35-21 [Source:ZFIN;Acc:ZDB-GENE-060503-673] ENSDARP00000136209 ENSDARP00000136209.1
OG0000005 ENSDARG00000102368 Danio_rerio Cypriniformes Teleostei ENSDARG00000102368.2 ENSDART00000159801 ENSDART00000159801.2 trim35-23 tripartite motif containing 35-23 [Source:ZFIN;Acc:ZDB-GENE-060503-295] ENSDARP00000134049 ENSDARP00000134049.1
OG0000005 ENSDARG00000103154 Danio_rerio Cypriniformes Teleostei ENSDARG00000103154.2 ENSDART00000161931 ENSDART00000161931.2 si:ch73-144l3.1 si:ch73-144l3.1 [Source:ZFIN;Acc:ZDB-GENE-131119-96] ENSDARP00000139173 ENSDARP00000139173.1
OG0000005 ENSDARG00000103154 Danio_rerio Cypriniformes Teleostei ENSDARG00000103154.2 ENSDART00000193394 ENSDART00000193394.1 si:ch73-144l3.1 si:ch73-144l3.1 [Source:ZFIN;Acc:ZDB-GENE-131119-96] ENSDARP00000150966 ENSDARP00000150966.1
OG0000005 ENSDARG00000104825 Danio_rerio Cypriniformes Teleostei ENSDARG00000104825.2 ENSDART00000159308 ENSDART00000159308.2 trim35-7 tripartite motif containing 35-7 [Source:ZFIN;Acc:ZDB-GENE-050522-333] ENSDARP00000135689 ENSDARP00000135689.1
OG0000005 ENSDARG00000109698 Danio_rerio Cypriniformes Teleostei ENSDARG00000109698.1 ENSDART00000180553 ENSDART00000180553.1 trim35-19 tripartite motif containing 35-19 [Source:ZFIN;Acc:ZDB-GENE-070424-178] ENSDARP00000155453 ENSDARP00000155453.1
OG0000005 ENSDARG00000111097 Danio_rerio Cypriniformes Teleostei ENSDARG00000111097.1 ENSDART00000031885 ENSDART00000031885.8 si:ch73-106l15.2 si:ch73-106l15.2 [Source:ZFIN;Acc:ZDB-GENE-131119-94] ENSDARP00000033888 ENSDARP00000033888.7
OG0000005 ENSDARG00000111097 Danio_rerio Cypriniformes Teleostei ENSDARG00000111097.1 ENSDART00000181938 ENSDART00000181938.1 si:ch73-106l15.2 si:ch73-106l15.2 [Source:ZFIN;Acc:ZDB-GENE-131119-94] ENSDARP00000145913 ENSDARP00000145913.1
OG0000005 ENSDARG00000111232 Danio_rerio Cypriniformes Teleostei ENSDARG00000111232.1 ENSDART00000086146 ENSDART00000086146.7 trim35-31 tripartite motif containing 35-31 [Source:ZFIN;Acc:ZDB-GENE-061009-3] ENSDARP00000080581 ENSDARP00000080581.7
OG0000005 ENSDARG00000112845 Danio_rerio Cypriniformes Teleostei ENSDARG00000112845.1 ENSDART00000186953 ENSDART00000186953.1 BX000704.1 NA ENSDARP00000149356 ENSDARP00000149356.1
OG0000005 ENSDARG00000112972 Danio_rerio Cypriniformes Teleostei ENSDARG00000112972.1 ENSDART00000188209 ENSDART00000188209.1 BX000704.2 si:ch211-175l6.2 [Source:NCBI gene;Acc:561314] ENSDARP00000156832 ENSDARP00000156832.1
OG0000005 ENSDARG00000113611 Danio_rerio Cypriniformes Teleostei ENSDARG00000113611.1 ENSDART00000189466 ENSDART00000189466.1 trim35-23 tripartite motif containing 35-23 [Source:ZFIN;Acc:ZDB-GENE-060503-295] ENSDARP00000155569 ENSDARP00000155569.1
OG0000005 ENSDARG00000113611 Danio_rerio Cypriniformes Teleostei ENSDARG00000113611.1 ENSDART00000182000 ENSDART00000182000.1 trim35-23 tripartite motif containing 35-23 [Source:ZFIN;Acc:ZDB-GENE-060503-295] ENSDARP00000145473 ENSDARP00000145473.1
OG0000005 ENSDARG00000114099 Danio_rerio Cypriniformes Teleostei ENSDARG00000114099.1 ENSDART00000062166 ENSDART00000062166.5 trim35-30 tripartite motif containing 35-30 [Source:ZFIN;Acc:ZDB-GENE-060503-557] ENSDARP00000062165 ENSDARP00000062165.4
OG0000005 ENSDARG00000114154 Danio_rerio Cypriniformes Teleostei ENSDARG00000114154.1 ENSDART00000193319 ENSDART00000193319.1 trim35-24 tripartite motif containing 35-24 [Source:ZFIN;Acc:ZDB-GENE-060421-8366] ENSDARP00000155921 ENSDARP00000155921.1
OG0000005 ENSDARG00000114575 Danio_rerio Cypriniformes Teleostei ENSDARG00000114575.1 ENSDART00000185760 ENSDART00000185760.1 si:dkey-37m8.11 si:dkey-37m8.11 [Source:ZFIN;Acc:ZDB-GENE-120214-18] ENSDARP00000157191 ENSDARP00000157191.1
OG0000005 ENSDARG00000114946 Danio_rerio Cypriniformes Teleostei ENSDARG00000114946.1 ENSDART00000192355 ENSDART00000192355.1 BX000704.3 tripartite motif-containing protein 35-like [Source:NCBI gene;Acc:110437850] ENSDARP00000152479 ENSDARP00000152479.1
OG0000005 ENSDARG00000114946 Danio_rerio Cypriniformes Teleostei ENSDARG00000114946.1 ENSDART00000183286 ENSDART00000183286.1 BX000704.3 tripartite motif-containing protein 35-like [Source:NCBI gene;Acc:110437850] ENSDARP00000152241 ENSDARP00000152241.1
OG0000005 ENSDARG00000115567 Danio_rerio Cypriniformes Teleostei ENSDARG00000115567.1 ENSDART00000189938 ENSDART00000189938.1 trim35-20 tripartite motif containing 35-20 [Source:ZFIN;Acc:ZDB-GENE-110920-8] ENSDARP00000146338 ENSDARP00000146338.1
OG0000006 ENSDARG00000015607 Danio_rerio Cypriniformes Teleostei ENSDARG00000015607.11 ENSDART00000183990 ENSDART00000183990.1 si:ch211-220f21.2 si:ch211-220f21.2 [Source:ZFIN;Acc:ZDB-GENE-160113-17] ENSDARP00000146927 ENSDARP00000146927.1
OG0000006 ENSDARG00000015607 Danio_rerio Cypriniformes Teleostei ENSDARG00000015607.11 ENSDART00000159251 ENSDART00000159251.2 si:ch211-220f21.2 si:ch211-220f21.2 [Source:ZFIN;Acc:ZDB-GENE-160113-17] ENSDARP00000136002 ENSDARP00000136002.2
OG0000006 ENSDARG00000015607 Danio_rerio Cypriniformes Teleostei ENSDARG00000015607.11 ENSDART00000173299 ENSDART00000173299.2 si:ch211-220f21.2 si:ch211-220f21.2 [Source:ZFIN;Acc:ZDB-GENE-160113-17] ENSDARP00000142075 ENSDARP00000142075.1
OG0000006 ENSDARG00000028912 Danio_rerio Cypriniformes Teleostei ENSDARG00000028912.10 ENSDART00000134367 ENSDART00000134367.3 si:dkey-10h3.2 si:dkey-10h3.2 [Source:ZFIN;Acc:ZDB-GENE-060503-142] ENSDARP00000115761 ENSDARP00000115761.2
OG0000006 ENSDARG00000029838 Danio_rerio Cypriniformes Teleostei ENSDARG00000029838.9 ENSDART00000181693 ENSDART00000181693.1 si:dkey-23a13.11 si:dkey-23a13.11 [Source:ZFIN;Acc:ZDB-GENE-160113-14] ENSDARP00000149776 ENSDARP00000149776.1
OG0000006 ENSDARG00000029838 Danio_rerio Cypriniformes Teleostei ENSDARG00000029838.9 ENSDART00000173208 ENSDART00000173208.2 si:dkey-23a13.11 si:dkey-23a13.11 [Source:ZFIN;Acc:ZDB-GENE-160113-14] ENSDARP00000142600 ENSDARP00000142600.1
OG0000006 ENSDARG00000058564 Danio_rerio Cypriniformes Teleostei ENSDARG00000058564.7 ENSDART00000173144 ENSDART00000173144.2 si:ch73-368j24.17 si:ch73-368j24.17 [Source:ZFIN;Acc:ZDB-GENE-160113-31] ENSDARP00000142097 ENSDARP00000142097.1
OG0000006 ENSDARG00000070065 Danio_rerio Cypriniformes Teleostei ENSDARG00000070065.6 ENSDART00000172931 ENSDART00000172931.2 si:ch211-163c2.2 si:ch211-163c2.2 [Source:ZFIN;Acc:ZDB-GENE-160114-56] ENSDARP00000142466 ENSDARP00000142466.1
OG0000006 ENSDARG00000074818 Danio_rerio Cypriniformes Teleostei ENSDARG00000074818.5 ENSDART00000173320 ENSDART00000173320.2 si:cabz01036022.1 si:cabz01036022.1 [Source:ZFIN;Acc:ZDB-GENE-160113-144] ENSDARP00000142467 ENSDARP00000142467.1
OG0000006 ENSDARG00000093987 Danio_rerio Cypriniformes Teleostei ENSDARG00000093987.3 ENSDART00000131383 ENSDART00000131383.3 si:ch211-165f21.7 si:ch211-165f21.7 [Source:ZFIN;Acc:ZDB-GENE-070912-139] ENSDARP00000119324 ENSDARP00000119324.2
OG0000006 ENSDARG00000094374 Danio_rerio Cypriniformes Teleostei ENSDARG00000094374.5 ENSDART00000143767 ENSDART00000143767.3 si:ch211-165f21.2 si:ch211-165f21.2 [Source:ZFIN;Acc:ZDB-GENE-060503-12] ENSDARP00000121816 ENSDARP00000121816.2
OG0000006 ENSDARG00000095068 Danio_rerio Cypriniformes Teleostei ENSDARG00000095068.3 ENSDART00000144927 ENSDART00000144927.3 si:dkey-10h3.3 si:dkey-10h3.3 [Source:ZFIN;Acc:ZDB-GENE-060503-236] ENSDARP00000113430 ENSDARP00000113430.2
OG0000006 ENSDARG00000095133 Danio_rerio Cypriniformes Teleostei ENSDARG00000095133.5 ENSDART00000138572 ENSDART00000138572.3 si:ch211-165f21.2 si:ch211-165f21.2 [Source:ZFIN;Acc:ZDB-GENE-060503-12] ENSDARP00000115395 ENSDARP00000115395.2
OG0000006 ENSDARG00000097331 Danio_rerio Cypriniformes Teleostei ENSDARG00000097331.2 ENSDART00000154017 ENSDART00000154017.2 si:dkey-170g13.2 si:dkey-170g13.2 [Source:ZFIN;Acc:ZDB-GENE-131121-388] ENSDARP00000128102 ENSDARP00000128102.1
OG0000006 ENSDARG00000098570 Danio_rerio Cypriniformes Teleostei ENSDARG00000098570.2 ENSDART00000157672 ENSDART00000157672.2 si:ch211-8c17.2 si:ch211-8c17.2 [Source:ZFIN;Acc:ZDB-GENE-091204-254] ENSDARP00000139483 ENSDARP00000139483.1
OG0000006 ENSDARG00000098570 Danio_rerio Cypriniformes Teleostei ENSDARG00000098570.2 ENSDART00000160552 ENSDART00000160552.2 si:ch211-8c17.2 si:ch211-8c17.2 [Source:ZFIN;Acc:ZDB-GENE-091204-254] ENSDARP00000132187 ENSDARP00000132187.1
OG0000006 ENSDARG00000102230 Danio_rerio Cypriniformes Teleostei ENSDARG00000102230.2 ENSDART00000166089 ENSDART00000166089.2 si:ch211-8c17.3 si:ch211-8c17.3 [Source:ZFIN;Acc:ZDB-GENE-091204-353] ENSDARP00000140805 ENSDARP00000140805.1
OG0000006 ENSDARG00000103555 Danio_rerio Cypriniformes Teleostei ENSDARG00000103555.2 ENSDART00000166689 ENSDART00000166689.2 si:ch211-8c17.4 si:ch211-8c17.4 [Source:ZFIN;Acc:ZDB-GENE-091204-107] ENSDARP00000141596 ENSDARP00000141596.1
OG0000006 ENSDARG00000105372 Danio_rerio Cypriniformes Teleostei ENSDARG00000105372.2 ENSDART00000173173 ENSDART00000173173.2 si:ch211-220f21.1 si:ch211-220f21.1 [Source:ZFIN;Acc:ZDB-GENE-160113-32] ENSDARP00000142414 ENSDARP00000142414.1
OG0000006 ENSDARG00000105379 Danio_rerio Cypriniformes Teleostei ENSDARG00000105379.2 ENSDART00000173397 ENSDART00000173397.2 si:ch211-220f21.3 si:ch211-220f21.3 [Source:ZFIN;Acc:ZDB-GENE-160113-57] ENSDARP00000142488 ENSDARP00000142488.1
OG0000006 ENSDARG00000105455 Danio_rerio Cypriniformes Teleostei ENSDARG00000105455.2 ENSDART00000173170 ENSDART00000173170.2 si:dkey-10h3.7 si:dkey-10h3.7 [Source:ZFIN;Acc:ZDB-GENE-160113-56] ENSDARP00000142259 ENSDARP00000142259.1
OG0000006 ENSDARG00000105470 Danio_rerio Cypriniformes Teleostei ENSDARG00000105470.2 ENSDART00000172908 ENSDART00000172908.2 si:dkey-23a13.2 si:dkey-23a13.2 [Source:ZFIN;Acc:ZDB-GENE-160113-96] ENSDARP00000142200 ENSDARP00000142200.1
OG0000006 ENSDARG00000105473 Danio_rerio Cypriniformes Teleostei ENSDARG00000105473.2 ENSDART00000173003 ENSDART00000173003.2 si:cabz01036006.1 si:cabz01036006.1 [Source:ZFIN;Acc:ZDB-GENE-160113-146] ENSDARP00000142120 ENSDARP00000142120.1
OG0000006 ENSDARG00000105473 Danio_rerio Cypriniformes Teleostei ENSDARG00000105473.2 ENSDART00000189160 ENSDART00000189160.1 si:cabz01036006.1 si:cabz01036006.1 [Source:ZFIN;Acc:ZDB-GENE-160113-146] ENSDARP00000149610 ENSDARP00000149610.1
OG0000006 ENSDARG00000110349 Danio_rerio Cypriniformes Teleostei ENSDARG00000110349.1 ENSDART00000158649 ENSDART00000158649.2 si:ch211-8c17.2 si:ch211-8c17.2 [Source:ZFIN;Acc:ZDB-GENE-091204-254] ENSDARP00000136575 ENSDARP00000136575.2
OG0000007 ENSDARG00000018587 Danio_rerio Cypriniformes Teleostei ENSDARG00000018587.9 ENSDART00000101640 ENSDART00000101640.4 zgc:152658 zgc:152658 [Source:ZFIN;Acc:ZDB-GENE-060929-68] ENSDARP00000092414 ENSDARP00000092414.3
OG0000007 ENSDARG00000035088 Danio_rerio Cypriniformes Teleostei ENSDARG00000035088.9 ENSDART00000136467 ENSDART00000136467.2 si:ch211-254c8.3 si:ch211-254c8.3 [Source:ZFIN;Acc:ZDB-GENE-100922-130] ENSDARP00000114442 ENSDARP00000114442.1
OG0000007 ENSDARG00000035088 Danio_rerio Cypriniformes Teleostei ENSDARG00000035088.9 ENSDART00000036445 ENSDART00000036445.9 si:ch211-254c8.3 si:ch211-254c8.3 [Source:ZFIN;Acc:ZDB-GENE-100922-130] ENSDARP00000035009 ENSDARP00000035009.9
OG0000007 ENSDARG00000040497 Danio_rerio Cypriniformes Teleostei ENSDARG00000040497.6 ENSDART00000059271 ENSDART00000059271.6 BX004816.1 GTPase IMAP family member 4-like [Source:NCBI gene;Acc:571124] ENSDARP00000059270 ENSDARP00000059270.5
OG0000007 ENSDARG00000052876 Danio_rerio Cypriniformes Teleostei ENSDARG00000052876.5 ENSDART00000074811 ENSDART00000074811.5 CR933791.2 GTPase IMAP family member 7-like [Source:NCBI gene;Acc:799889] ENSDARP00000069297 ENSDARP00000069297.4
OG0000007 ENSDARG00000052900 Danio_rerio Cypriniformes Teleostei ENSDARG00000052900.4 ENSDART00000093269 ENSDART00000093269.4 zgc:153642 zgc:153642 [Source:ZFIN;Acc:ZDB-GENE-061013-527] ENSDARP00000087701 ENSDARP00000087701.3
OG0000007 ENSDARG00000054160 Danio_rerio Cypriniformes Teleostei ENSDARG00000054160.7 ENSDART00000109020 ENSDART00000109020.4 zgc:113625 zgc:113625 [Source:ZFIN;Acc:ZDB-GENE-050320-47] ENSDARP00000102372 ENSDARP00000102372.3
OG0000007 ENSDARG00000054160 Danio_rerio Cypriniformes Teleostei ENSDARG00000054160.7 ENSDART00000141329 ENSDART00000141329.2 zgc:113625 zgc:113625 [Source:ZFIN;Acc:ZDB-GENE-050320-47] ENSDARP00000113060 ENSDARP00000113060.1
OG0000007 ENSDARG00000054160 Danio_rerio Cypriniformes Teleostei ENSDARG00000054160.7 ENSDART00000076316 ENSDART00000076316.6 zgc:113625 zgc:113625 [Source:ZFIN;Acc:ZDB-GENE-050320-47] ENSDARP00000070791 ENSDARP00000070791.4
OG0000007 ENSDARG00000054548 Danio_rerio Cypriniformes Teleostei ENSDARG00000054548.7 ENSDART00000150047 ENSDART00000150047.2 si:ch73-285p12.4 si:ch73-285p12.4 [Source:ZFIN;Acc:ZDB-GENE-110411-145] ENSDARP00000124585 ENSDARP00000124585.1
OG0000007 ENSDARG00000063108 Danio_rerio Cypriniformes Teleostei ENSDARG00000063108.6 ENSDART00000091924 ENSDART00000091924.6 CABZ01059392.1 uncharacterized LOC100334305 [Source:NCBI gene;Acc:100334305] ENSDARP00000086357 ENSDARP00000086357.5
OG0000007 ENSDARG00000069707 Danio_rerio Cypriniformes Teleostei ENSDARG00000069707.6 ENSDART00000136849 ENSDART00000136849.2 si:ch211-113e8.5 si:ch211-113e8.5 [Source:ZFIN;Acc:ZDB-GENE-090312-189] ENSDARP00000120396 ENSDARP00000120396.1
OG0000007 ENSDARG00000069707 Danio_rerio Cypriniformes Teleostei ENSDARG00000069707.6 ENSDART00000179679 ENSDART00000179679.1 si:ch211-113e8.5 si:ch211-113e8.5 [Source:ZFIN;Acc:ZDB-GENE-090312-189] ENSDARP00000157129 ENSDARP00000157129.1
OG0000007 ENSDARG00000070516 Danio_rerio Cypriniformes Teleostei ENSDARG00000070516.7 ENSDART00000149684 ENSDART00000149684.3 si:dkeyp-52c3.2 si:dkeyp-52c3.2 [Source:ZFIN;Acc:ZDB-GENE-110411-46] ENSDARP00000126502 ENSDARP00000126502.2
OG0000007 ENSDARG00000074069 Danio_rerio Cypriniformes Teleostei ENSDARG00000074069.2 ENSDART00000097964 ENSDART00000097964.3 zgc:171452 zgc:171452 [Source:ZFIN;Acc:ZDB-GENE-071004-84] ENSDARP00000088737 ENSDARP00000088737.2
OG0000007 ENSDARG00000074205 Danio_rerio Cypriniformes Teleostei ENSDARG00000074205.5 ENSDART00000152571 ENSDART00000152571.3 si:dkey-1c7.3 si:dkey-1c7.3 [Source:ZFIN;Acc:ZDB-GENE-121214-189] ENSDARP00000126657 ENSDARP00000126657.2
OG0000007 ENSDARG00000074610 Danio_rerio Cypriniformes Teleostei ENSDARG00000074610.5 ENSDART00000133738 ENSDART00000133738.2 si:ch211-113e8.6 si:ch211-113e8.6 [Source:ZFIN;Acc:ZDB-GENE-090313-13] ENSDARP00000122694 ENSDARP00000122694.1
OG0000007 ENSDARG00000075173 Danio_rerio Cypriniformes Teleostei ENSDARG00000075173.5 ENSDART00000132817 ENSDART00000132817.2 si:ch1073-322p19.1 si:ch1073-322p19.1 [Source:ZFIN;Acc:ZDB-GENE-091204-224] ENSDARP00000122335 ENSDARP00000122335.1
OG0000007 ENSDARG00000076573 Danio_rerio Cypriniformes Teleostei ENSDARG00000076573.5 ENSDART00000135249 ENSDART00000135249.2 si:dkey-88j15.3 si:dkey-88j15.3 [Source:ZFIN;Acc:ZDB-GENE-100922-28] ENSDARP00000142350 ENSDARP00000142350.1
OG0000007 ENSDARG00000078182 Danio_rerio Cypriniformes Teleostei ENSDARG00000078182.4 ENSDART00000138072 ENSDART00000138072.3 zgc:194443 zgc:194443 [Source:ZFIN;Acc:ZDB-GENE-080723-6] ENSDARP00000120336 ENSDARP00000120336.1
OG0000007 ENSDARG00000078182 Danio_rerio Cypriniformes Teleostei ENSDARG00000078182.4 ENSDART00000074953 ENSDART00000074953.3 zgc:194443 zgc:194443 [Source:ZFIN;Acc:ZDB-GENE-080723-6] ENSDARP00000069439 ENSDARP00000069439.2
OG0000007 ENSDARG00000079471 Danio_rerio Cypriniformes Teleostei ENSDARG00000079471.5 ENSDART00000141464 ENSDART00000141464.2 si:dkey-88j15.4 si:dkey-88j15.4 [Source:ZFIN;Acc:ZDB-GENE-100922-55] ENSDARP00000122713 ENSDARP00000122713.1
OG0000007 ENSDARG00000087012 Danio_rerio Cypriniformes Teleostei ENSDARG00000087012.3 ENSDART00000122435 ENSDART00000122435.3 BX004816.2 NA ENSDARP00000108758 ENSDARP00000108758.3
OG0000007 ENSDARG00000088906 Danio_rerio Cypriniformes Teleostei ENSDARG00000088906.3 ENSDART00000188665 ENSDART00000188665.1 CABZ01059403.1 NA ENSDARP00000146065 ENSDARP00000146065.1
OG0000007 ENSDARG00000088906 Danio_rerio Cypriniformes Teleostei ENSDARG00000088906.3 ENSDART00000189181 ENSDART00000189181.1 CABZ01059403.1 NA ENSDARP00000154782 ENSDARP00000154782.1
OG0000007 ENSDARG00000088906 Danio_rerio Cypriniformes Teleostei ENSDARG00000088906.3 ENSDART00000129864 ENSDART00000129864.3 CABZ01059403.1 NA ENSDARP00000109444 ENSDARP00000109444.2
OG0000007 ENSDARG00000093082 Danio_rerio Cypriniformes Teleostei ENSDARG00000093082.3 ENSDART00000133693 ENSDART00000133693.3 LO018605.1 NA ENSDARP00000119952 ENSDARP00000119952.3
OG0000007 ENSDARG00000095065 Danio_rerio Cypriniformes Teleostei ENSDARG00000095065.5 ENSDART00000142521 ENSDART00000142521.2 si:ch211-113e8.9 si:ch211-113e8.9 [Source:ZFIN;Acc:ZDB-GENE-090313-14] NA NA
OG0000007 ENSDARG00000095065 Danio_rerio Cypriniformes Teleostei ENSDARG00000095065.5 ENSDART00000145694 ENSDART00000145694.3 si:ch211-113e8.9 si:ch211-113e8.9 [Source:ZFIN;Acc:ZDB-GENE-090313-14] ENSDARP00000126349 ENSDARP00000126349.1
OG0000007 ENSDARG00000095065 Danio_rerio Cypriniformes Teleostei ENSDARG00000095065.5 ENSDART00000136508 ENSDART00000136508.3 si:ch211-113e8.9 si:ch211-113e8.9 [Source:ZFIN;Acc:ZDB-GENE-090313-14] NA NA
OG0000007 ENSDARG00000095065 Danio_rerio Cypriniformes Teleostei ENSDARG00000095065.5 ENSDART00000138886 ENSDART00000138886.4 si:ch211-113e8.9 si:ch211-113e8.9 [Source:ZFIN;Acc:ZDB-GENE-090313-14] ENSDARP00000126439 ENSDARP00000126439.1
OG0000007 ENSDARG00000095076 Danio_rerio Cypriniformes Teleostei ENSDARG00000095076.4 ENSDART00000004273 ENSDART00000004273.10 si:dkey-73p2.3 si:dkey-73p2.3 [Source:ZFIN;Acc:ZDB-GENE-131126-12] ENSDARP00000005646 ENSDARP00000005646.8
OG0000007 ENSDARG00000095739 Danio_rerio Cypriniformes Teleostei ENSDARG00000095739.3 ENSDART00000101636 ENSDART00000101636.4 si:dkey-73p2.1 si:dkey-73p2.1 [Source:ZFIN;Acc:ZDB-GENE-131122-97] ENSDARP00000092410 ENSDARP00000092410.2
OG0000007 ENSDARG00000099508 Danio_rerio Cypriniformes Teleostei ENSDARG00000099508.2 ENSDART00000158530 ENSDART00000158530.2 CABZ01049362.1 NA ENSDARP00000132238 ENSDARP00000132238.1
OG0000007 ENSDARG00000099678 Danio_rerio Cypriniformes Teleostei ENSDARG00000099678.2 ENSDART00000161612 ENSDART00000161612.2 BX569789.1 GTPase IMAP family member 4-like [Source:NCBI gene;Acc:571582] ENSDARP00000134221 ENSDARP00000134221.1
OG0000007 ENSDARG00000100199 Danio_rerio Cypriniformes Teleostei ENSDARG00000100199.2 ENSDART00000172281 ENSDART00000172281.2 si:ch1073-185p12.2 si:ch1073-185p12.2 [Source:ZFIN;Acc:ZDB-GENE-110411-196] ENSDARP00000138349 ENSDARP00000138349.1
OG0000007 ENSDARG00000100199 Danio_rerio Cypriniformes Teleostei ENSDARG00000100199.2 ENSDART00000186262 ENSDART00000186262.1 si:ch1073-185p12.2 si:ch1073-185p12.2 [Source:ZFIN;Acc:ZDB-GENE-110411-196] ENSDARP00000150717 ENSDARP00000150717.1
OG0000007 ENSDARG00000102497 Danio_rerio Cypriniformes Teleostei ENSDARG00000102497.2 ENSDART00000020237 ENSDART00000020237.9 si:ch211-113e8.6 si:ch211-113e8.6 [Source:ZFIN;Acc:ZDB-GENE-090313-13] ENSDARP00000025704 ENSDARP00000025704.9
OG0000007 ENSDARG00000103058 Danio_rerio Cypriniformes Teleostei ENSDARG00000103058.2 ENSDART00000165673 ENSDART00000165673.2 zgc:172091 zgc:172091 [Source:ZFIN;Acc:ZDB-GENE-080204-41] ENSDARP00000140328 ENSDARP00000140328.1
OG0000007 ENSDARG00000103883 Danio_rerio Cypriniformes Teleostei ENSDARG00000103883.2 ENSDART00000137708 ENSDART00000137708.3 si:ch1073-181h11.2 si:ch1073-181h11.2 [Source:ZFIN;Acc:ZDB-GENE-081031-58] ENSDARP00000114839 ENSDARP00000114839.3
OG0000007 ENSDARG00000103883 Danio_rerio Cypriniformes Teleostei ENSDARG00000103883.2 ENSDART00000171017 ENSDART00000171017.2 si:ch1073-181h11.2 si:ch1073-181h11.2 [Source:ZFIN;Acc:ZDB-GENE-081031-58] ENSDARP00000137192 ENSDARP00000137192.1
OG0000007 ENSDARG00000104284 Danio_rerio Cypriniformes Teleostei ENSDARG00000104284.2 ENSDART00000157727 ENSDART00000157727.2 CABZ01049361.1 GTPase IMAP family member 4-like [Source:NCBI gene;Acc:100149227] ENSDARP00000136246 ENSDARP00000136246.1
OG0000007 ENSDARG00000109228 Danio_rerio Cypriniformes Teleostei ENSDARG00000109228.1 ENSDART00000192871 ENSDART00000192871.1 FO680692.1 NA ENSDARP00000151617 ENSDARP00000151617.1
OG0000007 ENSDARG00000109438 Danio_rerio Cypriniformes Teleostei ENSDARG00000109438.1 ENSDART00000191987 ENSDART00000191987.1 AL953865.1 NA ENSDARP00000155840 ENSDARP00000155840.1
OG0000007 ENSDARG00000110536 Danio_rerio Cypriniformes Teleostei ENSDARG00000110536.1 ENSDART00000181788 ENSDART00000181788.1 zgc:194443 zgc:194443 [Source:ZFIN;Acc:ZDB-GENE-080723-6] ENSDARP00000154249 ENSDARP00000154249.1
OG0000007 ENSDARG00000111314 Danio_rerio Cypriniformes Teleostei ENSDARG00000111314.1 ENSDART00000180846 ENSDART00000180846.1 zgc:152658 zgc:152658 [Source:ZFIN;Acc:ZDB-GENE-060929-68] ENSDARP00000146330 ENSDARP00000146330.1
OG0000007 ENSDARG00000111949 Danio_rerio Cypriniformes Teleostei ENSDARG00000111949.1 ENSDART00000193936 ENSDART00000193936.1 BX005442.3 NA ENSDARP00000153011 ENSDARP00000153011.1
OG0000007 ENSDARG00000112569 Danio_rerio Cypriniformes Teleostei ENSDARG00000112569.1 ENSDART00000185454 ENSDART00000185454.1 BX321875.3 NA ENSDARP00000150363 ENSDARP00000150363.1
OG0000007 ENSDARG00000112755 Danio_rerio Cypriniformes Teleostei ENSDARG00000112755.1 ENSDART00000180266 ENSDART00000180266.1 CR394546.4 GTPase IMAP family member 4-like [Source:NCBI gene;Acc:100333355] ENSDARP00000145350 ENSDARP00000145350.1
OG0000007 ENSDARG00000115164 Danio_rerio Cypriniformes Teleostei ENSDARG00000115164.1 ENSDART00000193361 ENSDART00000193361.1 CABZ01059407.1 NA ENSDARP00000148630 ENSDARP00000148630.1
OG0000007 ENSDARG00000115941 Danio_rerio Cypriniformes Teleostei ENSDARG00000115941.1 ENSDART00000192309 ENSDART00000192309.1 LO018551.1 GTPase IMAP family member 7-like [Source:NCBI gene;Acc:110437776] ENSDARP00000148520 ENSDARP00000148520.1
OG0000007 ENSDARG00000116893 Danio_rerio Cypriniformes Teleostei ENSDARG00000116893.1 ENSDART00000189404 ENSDART00000189404.1 BX005442.4 NA ENSDARP00000156745 ENSDARP00000156745.1
OG0000007 ENSDARG00000116928 Danio_rerio Cypriniformes Teleostei ENSDARG00000116928.1 ENSDART00000188760 ENSDART00000188760.1 CABZ01059408.1 NA ENSDARP00000156199 ENSDARP00000156199.1
OG0000007 ENSDARG00000117179 Danio_rerio Cypriniformes Teleostei ENSDARG00000117179.1 ENSDART00000183570 ENSDART00000183570.1 FP326649.1 GTPase IMAP family member 7-like [Source:NCBI gene;Acc:100537396] ENSDARP00000150081 ENSDARP00000150081.1
OG0000007 ENSDARG00000117179 Danio_rerio Cypriniformes Teleostei ENSDARG00000117179.1 ENSDART00000187375 ENSDART00000187375.1 FP326649.1 GTPase IMAP family member 7-like [Source:NCBI gene;Acc:100537396] ENSDARP00000150442 ENSDARP00000150442.1
OG0000008 ENSDARG00000008095 Danio_rerio Cypriniformes Teleostei ENSDARG00000008095.12 ENSDART00000028134 ENSDART00000028134.11 olfcd1 olfactory receptor C family, d1 [Source:ZFIN;Acc:ZDB-GENE-100721-9] ENSDARP00000002848 ENSDARP00000002848.10
OG0000008 ENSDARG00000040632 Danio_rerio Cypriniformes Teleostei ENSDARG00000040632.6 ENSDART00000019233 ENSDART00000019233.8 olfcu1 olfactory receptor C family, u1 [Source:ZFIN;Acc:ZDB-GENE-050419-175] ENSDARP00000026867 ENSDARP00000026867.7
OG0000008 ENSDARG00000055952 Danio_rerio Cypriniformes Teleostei ENSDARG00000055952.7 ENSDART00000133386 ENSDART00000133386.2 olfcx2 olfactory receptor C family, x2 [Source:ZFIN;Acc:ZDB-GENE-050419-39] ENSDARP00000116880 ENSDARP00000116880.1
OG0000008 ENSDARG00000056154 Danio_rerio Cypriniformes Teleostei ENSDARG00000056154.7 ENSDART00000137856 ENSDART00000137856.2 olfcx3 olfactory receptor C family, x3 [Source:ZFIN;Acc:ZDB-GENE-050419-129] ENSDARP00000120941 ENSDARP00000120941.1
OG0000008 ENSDARG00000056154 Danio_rerio Cypriniformes Teleostei ENSDARG00000056154.7 ENSDART00000099130 ENSDART00000099130.5 olfcx3 olfactory receptor C family, x3 [Source:ZFIN;Acc:ZDB-GENE-050419-129] ENSDARP00000089904 ENSDARP00000089904.4
OG0000008 ENSDARG00000056180 Danio_rerio Cypriniformes Teleostei ENSDARG00000056180.7 ENSDART00000132758 ENSDART00000132758.2 olfck1 olfactory receptor C family, k1 [Source:ZFIN;Acc:ZDB-GENE-050419-130] ENSDARP00000112572 ENSDARP00000112572.1
OG0000008 ENSDARG00000061873 Danio_rerio Cypriniformes Teleostei ENSDARG00000061873.7 ENSDART00000137208 ENSDART00000137208.2 olfcv3 olfactory receptor C family, v3 [Source:ZFIN;Acc:ZDB-GENE-050419-262] ENSDARP00000114339 ENSDARP00000114339.1
OG0000008 ENSDARG00000061903 Danio_rerio Cypriniformes Teleostei ENSDARG00000061903.6 ENSDART00000136603 ENSDART00000136603.2 BX908736.1 olfactory receptor C family, k3 [Source:NCBI gene;Acc:569011] ENSDARP00000122188 ENSDARP00000122188.1
OG0000008 ENSDARG00000067828 Danio_rerio Cypriniformes Teleostei ENSDARG00000067828.7 ENSDART00000003907 ENSDART00000003907.10 olfce1 olfactory receptor C family, e1 [Source:ZFIN;Acc:ZDB-GENE-120214-7] ENSDARP00000011703 ENSDARP00000011703.8
OG0000008 ENSDARG00000068576 Danio_rerio Cypriniformes Teleostei ENSDARG00000068576.8 ENSDART00000059500 ENSDART00000059500.7 olfcd3 olfactory receptor C family, d3 [Source:ZFIN;Acc:ZDB-GENE-050712-4] ENSDARP00000059499 ENSDARP00000059499.6
OG0000008 ENSDARG00000068576 Danio_rerio Cypriniformes Teleostei ENSDARG00000068576.8 ENSDART00000151432 ENSDART00000151432.2 olfcd3 olfactory receptor C family, d3 [Source:ZFIN;Acc:ZDB-GENE-050712-4] ENSDARP00000125805 ENSDARP00000125805.1
OG0000008 ENSDARG00000088029 Danio_rerio Cypriniformes Teleostei ENSDARG00000088029.4 ENSDART00000064153 ENSDART00000064153.7 FP016180.1 olfactory receptor C family, n1 [Source:NCBI gene;Acc:793310] ENSDARP00000064152 ENSDARP00000064152.6
OG0000008 ENSDARG00000088029 Danio_rerio Cypriniformes Teleostei ENSDARG00000088029.4 ENSDART00000151519 ENSDART00000151519.2 FP016180.1 olfactory receptor C family, n1 [Source:NCBI gene;Acc:793310] ENSDARP00000125743 ENSDARP00000125743.1
OG0000008 ENSDARG00000091990 Danio_rerio Cypriniformes Teleostei ENSDARG00000091990.3 ENSDART00000131587 ENSDART00000131587.2 olfck2 olfactory receptor C family, k2 [Source:ZFIN;Acc:ZDB-GENE-050419-85] ENSDARP00000114313 ENSDARP00000114313.1
OG0000008 ENSDARG00000094735 Danio_rerio Cypriniformes Teleostei ENSDARG00000094735.3 ENSDART00000059497 ENSDART00000059497.7 olfcx1 olfactory receptor C family, x1 [Source:ZFIN;Acc:ZDB-GENE-050419-84] ENSDARP00000059496 ENSDARP00000059496.7
OG0000008 ENSDARG00000094735 Danio_rerio Cypriniformes Teleostei ENSDARG00000094735.3 ENSDART00000147225 ENSDART00000147225.2 olfcx1 olfactory receptor C family, x1 [Source:ZFIN;Acc:ZDB-GENE-050419-84] ENSDARP00000120203 ENSDARP00000120203.1
OG0000008 ENSDARG00000094735 Danio_rerio Cypriniformes Teleostei ENSDARG00000094735.3 ENSDART00000193409 ENSDART00000193409.1 olfcx1 olfactory receptor C family, x1 [Source:ZFIN;Acc:ZDB-GENE-050419-84] ENSDARP00000145651 ENSDARP00000145651.1
OG0000008 ENSDARG00000094735 Danio_rerio Cypriniformes Teleostei ENSDARG00000094735.3 ENSDART00000179868 ENSDART00000179868.1 olfcx1 olfactory receptor C family, x1 [Source:ZFIN;Acc:ZDB-GENE-050419-84] ENSDARP00000150359 ENSDARP00000150359.1
OG0000008 ENSDARG00000094735 Danio_rerio Cypriniformes Teleostei ENSDARG00000094735.3 ENSDART00000191151 ENSDART00000191151.1 olfcx1 olfactory receptor C family, x1 [Source:ZFIN;Acc:ZDB-GENE-050419-84] ENSDARP00000152908 ENSDARP00000152908.1
OG0000008 ENSDARG00000096362 Danio_rerio Cypriniformes Teleostei ENSDARG00000096362.2 ENSDART00000151623 ENSDART00000151623.2 olfce2 olfactory receptor C family, e2 [Source:ZFIN;Acc:ZDB-GENE-120214-20] ENSDARP00000125852 ENSDARP00000125852.1
OG0000008 ENSDARG00000098225 Danio_rerio Cypriniformes Teleostei ENSDARG00000098225.2 ENSDART00000168399 ENSDART00000168399.2 olfcg7 olfactory receptor C family, g7 [Source:ZFIN;Acc:ZDB-GENE-081029-5] ENSDARP00000130613 ENSDARP00000130613.1
OG0000008 ENSDARG00000098492 Danio_rerio Cypriniformes Teleostei ENSDARG00000098492.2 ENSDART00000099094 ENSDART00000099094.5 olfcd2 olfactory receptor C family, d2 [Source:ZFIN;Acc:ZDB-GENE-050712-5] ENSDARP00000089868 ENSDARP00000089868.4
OG0000008 ENSDARG00000098492 Danio_rerio Cypriniformes Teleostei ENSDARG00000098492.2 ENSDART00000162758 ENSDART00000162758.2 olfcd2 olfactory receptor C family, d2 [Source:ZFIN;Acc:ZDB-GENE-050712-5] ENSDARP00000141323 ENSDARP00000141323.2
OG0000008 ENSDARG00000098546 Danio_rerio Cypriniformes Teleostei ENSDARG00000098546.2 ENSDART00000163462 ENSDART00000163462.2 olfcg6 olfactory receptor C family, g6 [Source:ZFIN;Acc:ZDB-GENE-081029-9] ENSDARP00000137968 ENSDARP00000137968.1
OG0000008 ENSDARG00000098732 Danio_rerio Cypriniformes Teleostei ENSDARG00000098732.2 ENSDART00000162565 ENSDART00000162565.2 CU929403.1 NA ENSDARP00000133694 ENSDARP00000133694.2
OG0000008 ENSDARG00000099773 Danio_rerio Cypriniformes Teleostei ENSDARG00000099773.2 ENSDART00000163528 ENSDART00000163528.2 olfcg4 olfactory receptor C family, g4 [Source:ZFIN;Acc:ZDB-GENE-060503-66] ENSDARP00000137408 ENSDARP00000137408.1
OG0000008 ENSDARG00000100026 Danio_rerio Cypriniformes Teleostei ENSDARG00000100026.2 ENSDART00000158437 ENSDART00000158437.2 olfch1 olfactory receptor C family, h1 [Source:ZFIN;Acc:ZDB-GENE-060503-819] ENSDARP00000130748 ENSDARP00000130748.1
OG0000008 ENSDARG00000100377 Danio_rerio Cypriniformes Teleostei ENSDARG00000100377.2 ENSDART00000166937 ENSDART00000166937.2 CABZ01012885.1 extracellular calcium-sensing receptor-like [Source:NCBI gene;Acc:100007225] ENSDARP00000138286 ENSDARP00000138286.1
OG0000008 ENSDARG00000100451 Danio_rerio Cypriniformes Teleostei ENSDARG00000100451.2 ENSDART00000165908 ENSDART00000165908.2 olfcs2 olfactory receptor C family, s2 [Source:ZFIN;Acc:ZDB-GENE-060503-238] ENSDARP00000140968 ENSDARP00000140968.1
OG0000008 ENSDARG00000100604 Danio_rerio Cypriniformes Teleostei ENSDARG00000100604.2 ENSDART00000162385 ENSDART00000162385.2 olfcw1 olfactory receptor C family, w1 [Source:ZFIN;Acc:ZDB-GENE-050522-281] ENSDARP00000132887 ENSDARP00000132887.1
OG0000008 ENSDARG00000101083 Danio_rerio Cypriniformes Teleostei ENSDARG00000101083.2 ENSDART00000161553 ENSDART00000161553.2 olfcg2 olfactory receptor C family, g2 [Source:ZFIN;Acc:ZDB-GENE-060503-253] ENSDARP00000130806 ENSDARP00000130806.1
OG0000008 ENSDARG00000101083 Danio_rerio Cypriniformes Teleostei ENSDARG00000101083.2 ENSDART00000170387 ENSDART00000170387.2 olfcg2 olfactory receptor C family, g2 [Source:ZFIN;Acc:ZDB-GENE-060503-253] ENSDARP00000132374 ENSDARP00000132374.1
OG0000008 ENSDARG00000102459 Danio_rerio Cypriniformes Teleostei ENSDARG00000102459.2 ENSDART00000172671 ENSDART00000172671.2 olfcg5 olfactory receptor C family, g5 [Source:ZFIN;Acc:ZDB-GENE-060503-913] ENSDARP00000134125 ENSDARP00000134125.1
OG0000008 ENSDARG00000103122 Danio_rerio Cypriniformes Teleostei ENSDARG00000103122.2 ENSDART00000163311 ENSDART00000163311.2 olfcg8 olfactory receptor C family, g8 [Source:ZFIN;Acc:ZDB-GENE-081030-12] ENSDARP00000138964 ENSDARP00000138964.1
OG0000008 ENSDARG00000103122 Danio_rerio Cypriniformes Teleostei ENSDARG00000103122.2 ENSDART00000158288 ENSDART00000158288.2 olfcg8 olfactory receptor C family, g8 [Source:ZFIN;Acc:ZDB-GENE-081030-12] ENSDARP00000139387 ENSDARP00000139387.1
OG0000008 ENSDARG00000104430 Danio_rerio Cypriniformes Teleostei ENSDARG00000104430.2 ENSDART00000160100 ENSDART00000160100.2 olfcj1 olfactory receptor C family, j1 [Source:ZFIN;Acc:ZDB-GENE-060503-724] ENSDARP00000132813 ENSDARP00000132813.1
OG0000008 ENSDARG00000104552 Danio_rerio Cypriniformes Teleostei ENSDARG00000104552.2 ENSDART00000166038 ENSDART00000166038.2 olfcg1 olfactory receptor C family, g1 [Source:ZFIN;Acc:ZDB-GENE-060503-630] ENSDARP00000135728 ENSDARP00000135728.1
OG0000008 ENSDARG00000104854 Danio_rerio Cypriniformes Teleostei ENSDARG00000104854.2 ENSDART00000160945 ENSDART00000160945.2 olfcg3 olfactory receptor C family, g3 [Source:ZFIN;Acc:ZDB-GENE-060503-159] ENSDARP00000130195 ENSDARP00000130195.1
OG0000008 ENSDARG00000104854 Danio_rerio Cypriniformes Teleostei ENSDARG00000104854.2 ENSDART00000167901 ENSDART00000167901.2 olfcg3 olfactory receptor C family, g3 [Source:ZFIN;Acc:ZDB-GENE-060503-159] ENSDARP00000132226 ENSDARP00000132226.1
OG0000008 ENSDARG00000104881 Danio_rerio Cypriniformes Teleostei ENSDARG00000104881.2 ENSDART00000164223 ENSDART00000164223.2 olfcg12 olfactory receptor C family, g12 [Source:ZFIN;Acc:ZDB-GENE-050419-156] ENSDARP00000130310 ENSDARP00000130310.1
OG0000008 ENSDARG00000105189 Danio_rerio Cypriniformes Teleostei ENSDARG00000105189.2 ENSDART00000168362 ENSDART00000168362.2 olfcg9 olfactory receptor C family, g9 [Source:ZFIN;Acc:ZDB-GENE-081029-6] ENSDARP00000136106 ENSDARP00000136106.1
OG0000008 ENSDARG00000109588 Danio_rerio Cypriniformes Teleostei ENSDARG00000109588.1 ENSDART00000189338 ENSDART00000189338.1 olfcw1 olfactory receptor C family, w1 [Source:ZFIN;Acc:ZDB-GENE-050522-281] ENSDARP00000155458 ENSDARP00000155458.1
OG0000008 ENSDARG00000110552 Danio_rerio Cypriniformes Teleostei ENSDARG00000110552.1 ENSDART00000164686 ENSDART00000164686.2 olfcu1 olfactory receptor C family, u1 [Source:ZFIN;Acc:ZDB-GENE-050419-175] ENSDARP00000138114 ENSDARP00000138114.2
OG0000008 ENSDARG00000110552 Danio_rerio Cypriniformes Teleostei ENSDARG00000110552.1 ENSDART00000193035 ENSDART00000193035.1 olfcu1 olfactory receptor C family, u1 [Source:ZFIN;Acc:ZDB-GENE-050419-175] ENSDARP00000150506 ENSDARP00000150506.1
OG0000008 ENSDARG00000112564 Danio_rerio Cypriniformes Teleostei ENSDARG00000112564.1 ENSDART00000191907 ENSDART00000191907.1 CABZ01032906.1 extracellular calcium-sensing receptor-like [Source:NCBI gene;Acc:100537475] ENSDARP00000147097 ENSDARP00000147097.1
OG0000008 ENSDARG00000114798 Danio_rerio Cypriniformes Teleostei ENSDARG00000114798.1 ENSDART00000182992 ENSDART00000182992.1 CABZ01032906.2 extracellular calcium-sensing receptor-like [Source:NCBI gene;Acc:793043] ENSDARP00000149792 ENSDARP00000149792.1
OG0000008 ENSDARG00000116427 Danio_rerio Cypriniformes Teleostei ENSDARG00000116427.1 ENSDART00000161467 ENSDART00000161467.2 olfcg1 olfactory receptor C family, g1 [Source:ZFIN;Acc:ZDB-GENE-060503-630] ENSDARP00000141872 ENSDARP00000141872.2
OG0000009 ENSDARG00000014624 Danio_rerio Cypriniformes Teleostei ENSDARG00000014624.9 ENSDART00000123448 ENSDART00000123448.3 si:dkeyp-94g1.1 si:dkeyp-94g1.1 [Source:ZFIN;Acc:ZDB-GENE-030131-7910] ENSDARP00000110758 ENSDARP00000110758.2
OG0000009 ENSDARG00000025505 Danio_rerio Cypriniformes Teleostei ENSDARG00000025505.8 ENSDART00000146304 ENSDART00000146304.3 si:ch73-335d12.2 si:ch73-335d12.2 [Source:ZFIN;Acc:ZDB-GENE-060503-423] ENSDARP00000114230 ENSDARP00000114230.2
OG0000009 ENSDARG00000025505 Danio_rerio Cypriniformes Teleostei ENSDARG00000025505.8 ENSDART00000113403 ENSDART00000113403.2 si:ch73-335d12.2 si:ch73-335d12.2 [Source:ZFIN;Acc:ZDB-GENE-060503-423] ENSDARP00000103572 ENSDARP00000103572.2
OG0000009 ENSDARG00000025505 Danio_rerio Cypriniformes Teleostei ENSDARG00000025505.8 ENSDART00000060333 ENSDART00000060333.8 si:ch73-335d12.2 si:ch73-335d12.2 [Source:ZFIN;Acc:ZDB-GENE-060503-423] ENSDARP00000060332 ENSDARP00000060332.5
OG0000009 ENSDARG00000034330 Danio_rerio Cypriniformes Teleostei ENSDARG00000034330.10 ENSDART00000137683 ENSDART00000137683.3 si:dkey-88n24.7 si:dkey-88n24.7 [Source:ZFIN;Acc:ZDB-GENE-041014-91] ENSDARP00000118757 ENSDARP00000118757.2
OG0000009 ENSDARG00000034330 Danio_rerio Cypriniformes Teleostei ENSDARG00000034330.10 ENSDART00000143064 ENSDART00000143064.3 si:dkey-88n24.7 si:dkey-88n24.7 [Source:ZFIN;Acc:ZDB-GENE-041014-91] ENSDARP00000122754 ENSDARP00000122754.1
OG0000009 ENSDARG00000034330 Danio_rerio Cypriniformes Teleostei ENSDARG00000034330.10 ENSDART00000049926 ENSDART00000049926.7 si:dkey-88n24.7 si:dkey-88n24.7 [Source:ZFIN;Acc:ZDB-GENE-041014-91] ENSDARP00000049925 ENSDARP00000049925.6
OG0000009 ENSDARG00000041159 Danio_rerio Cypriniformes Teleostei ENSDARG00000041159.7 ENSDART00000173246 ENSDART00000173246.2 si:ch211-63p21.4 si:ch211-63p21.4 [Source:ZFIN;Acc:ZDB-GENE-160113-20] ENSDARP00000142577 ENSDARP00000142577.1
OG0000009 ENSDARG00000041159 Danio_rerio Cypriniformes Teleostei ENSDARG00000041159.7 ENSDART00000172808 ENSDART00000172808.2 si:ch211-63p21.4 si:ch211-63p21.4 [Source:ZFIN;Acc:ZDB-GENE-160113-20] ENSDARP00000142160 ENSDARP00000142160.1
OG0000009 ENSDARG00000041159 Danio_rerio Cypriniformes Teleostei ENSDARG00000041159.7 ENSDART00000187891 ENSDART00000187891.1 si:ch211-63p21.4 si:ch211-63p21.4 [Source:ZFIN;Acc:ZDB-GENE-160113-20] ENSDARP00000151032 ENSDARP00000151032.1
OG0000009 ENSDARG00000041389 Danio_rerio Cypriniformes Teleostei ENSDARG00000041389.7 ENSDART00000132983 ENSDART00000132983.4 si:dkey-81n2.1 si:dkey-81n2.1 [Source:ZFIN;Acc:ZDB-GENE-070705-492] ENSDARP00000113083 ENSDARP00000113083.2
OG0000009 ENSDARG00000041389 Danio_rerio Cypriniformes Teleostei ENSDARG00000041389.7 ENSDART00000137067 ENSDART00000137067.2 si:dkey-81n2.1 si:dkey-81n2.1 [Source:ZFIN;Acc:ZDB-GENE-070705-492] ENSDARP00000120436 ENSDARP00000120436.1
OG0000009 ENSDARG00000042752 Danio_rerio Cypriniformes Teleostei ENSDARG00000042752.8 ENSDART00000137140 ENSDART00000137140.3 si:ch211-282j17.11 si:ch211-282j17.11 [Source:ZFIN;Acc:ZDB-GENE-041210-284] ENSDARP00000121819 ENSDARP00000121819.1
OG0000009 ENSDARG00000042752 Danio_rerio Cypriniformes Teleostei ENSDARG00000042752.8 ENSDART00000136711 ENSDART00000136711.2 si:ch211-282j17.11 si:ch211-282j17.11 [Source:ZFIN;Acc:ZDB-GENE-041210-284] ENSDARP00000119235 ENSDARP00000119235.1
OG0000009 ENSDARG00000043736 Danio_rerio Cypriniformes Teleostei ENSDARG00000043736.8 ENSDART00000138945 ENSDART00000138945.4 si:ch211-282j17.8 si:ch211-282j17.8 [Source:ZFIN;Acc:ZDB-GENE-041210-290] ENSDARP00000120994 ENSDARP00000120994.2
OG0000009 ENSDARG00000043736 Danio_rerio Cypriniformes Teleostei ENSDARG00000043736.8 ENSDART00000062732 ENSDART00000062732.7 si:ch211-282j17.8 si:ch211-282j17.8 [Source:ZFIN;Acc:ZDB-GENE-041210-290] ENSDARP00000062731 ENSDARP00000062731.7
OG0000009 ENSDARG00000043767 Danio_rerio Cypriniformes Teleostei ENSDARG00000043767.8 ENSDART00000142591 ENSDART00000142591.3 si:ch211-282j17.3 si:ch211-282j17.3 [Source:ZFIN;Acc:ZDB-GENE-041210-287] ENSDARP00000115849 ENSDARP00000115849.1
OG0000009 ENSDARG00000043768 Danio_rerio Cypriniformes Teleostei ENSDARG00000043768.7 ENSDART00000064279 ENSDART00000064279.6 si:ch211-282j17.2 si:ch211-282j17.2 [Source:ZFIN;Acc:ZDB-GENE-041210-286] ENSDARP00000064278 ENSDARP00000064278.3
OG0000009 ENSDARG00000043769 Danio_rerio Cypriniformes Teleostei ENSDARG00000043769.7 ENSDART00000064280 ENSDART00000064280.5 si:ch211-282j17.1 si:ch211-282j17.1 [Source:ZFIN;Acc:ZDB-GENE-041210-285] ENSDARP00000064279 ENSDARP00000064279.4
OG0000009 ENSDARG00000053114 Danio_rerio Cypriniformes Teleostei ENSDARG00000053114.6 ENSDART00000146083 ENSDART00000146083.2 si:ch211-272h9.3 si:ch211-272h9.3 [Source:ZFIN;Acc:ZDB-GENE-070705-165] ENSDARP00000112542 ENSDARP00000112542.1
OG0000009 ENSDARG00000055332 Danio_rerio Cypriniformes Teleostei ENSDARG00000055332.7 ENSDART00000137385 ENSDART00000137385.3 si:dkey-28d5.11 si:dkey-28d5.11 [Source:ZFIN;Acc:ZDB-GENE-060503-448] ENSDARP00000122929 ENSDARP00000122929.1
OG0000009 ENSDARG00000055346 Danio_rerio Cypriniformes Teleostei ENSDARG00000055346.7 ENSDART00000144321 ENSDART00000144321.3 si:dkey-83f18.2 si:dkey-83f18.2 [Source:ZFIN;Acc:ZDB-GENE-070705-501] ENSDARP00000117142 ENSDARP00000117142.1
OG0000009 ENSDARG00000055346 Danio_rerio Cypriniformes Teleostei ENSDARG00000055346.7 ENSDART00000142344 ENSDART00000142344.4 si:dkey-83f18.2 si:dkey-83f18.2 [Source:ZFIN;Acc:ZDB-GENE-070705-501] ENSDARP00000114123 ENSDARP00000114123.2
OG0000009 ENSDARG00000070850 Danio_rerio Cypriniformes Teleostei ENSDARG00000070850.7 ENSDART00000134839 ENSDART00000134839.3 si:ch211-282j17.10 si:ch211-282j17.10 [Source:ZFIN;Acc:ZDB-GENE-041210-283] ENSDARP00000113071 ENSDARP00000113071.1
OG0000009 ENSDARG00000070851 Danio_rerio Cypriniformes Teleostei ENSDARG00000070851.7 ENSDART00000143201 ENSDART00000143201.3 si:dkey-88n24.6 si:dkey-88n24.6 [Source:ZFIN;Acc:ZDB-GENE-041014-88] ENSDARP00000115107 ENSDARP00000115107.2
OG0000009 ENSDARG00000070851 Danio_rerio Cypriniformes Teleostei ENSDARG00000070851.7 ENSDART00000064246 ENSDART00000064246.6 si:dkey-88n24.6 si:dkey-88n24.6 [Source:ZFIN;Acc:ZDB-GENE-041014-88] ENSDARP00000064245 ENSDARP00000064245.5
OG0000009 ENSDARG00000070851 Danio_rerio Cypriniformes Teleostei ENSDARG00000070851.7 ENSDART00000191053 ENSDART00000191053.1 si:dkey-88n24.6 si:dkey-88n24.6 [Source:ZFIN;Acc:ZDB-GENE-041014-88] ENSDARP00000147074 ENSDARP00000147074.1
OG0000009 ENSDARG00000075036 Danio_rerio Cypriniformes Teleostei ENSDARG00000075036.6 ENSDART00000147528 ENSDART00000147528.4 si:ch211-225k7.6 si:ch211-225k7.6 [Source:ZFIN;Acc:ZDB-GENE-070705-121] ENSDARP00000117473 ENSDARP00000117473.1
OG0000009 ENSDARG00000075036 Danio_rerio Cypriniformes Teleostei ENSDARG00000075036.6 ENSDART00000111390 ENSDART00000111390.3 si:ch211-225k7.6 si:ch211-225k7.6 [Source:ZFIN;Acc:ZDB-GENE-070705-121] ENSDARP00000098219 ENSDARP00000098219.2
OG0000009 ENSDARG00000075634 Danio_rerio Cypriniformes Teleostei ENSDARG00000075634.5 ENSDART00000139880 ENSDART00000139880.2 si:ch211-225k7.4 si:ch211-225k7.4 [Source:ZFIN;Acc:ZDB-GENE-060503-28] ENSDARP00000122896 ENSDARP00000122896.1
OG0000009 ENSDARG00000077136 Danio_rerio Cypriniformes Teleostei ENSDARG00000077136.5 ENSDART00000143722 ENSDART00000143722.3 si:dkey-28d5.14 si:dkey-28d5.14 [Source:ZFIN;Acc:ZDB-GENE-060503-730] ENSDARP00000120335 ENSDARP00000120335.2
OG0000009 ENSDARG00000077260 Danio_rerio Cypriniformes Teleostei ENSDARG00000077260.5 ENSDART00000138168 ENSDART00000138168.3 si:dkey-28d5.13 si:dkey-28d5.13 [Source:ZFIN;Acc:ZDB-GENE-060503-636] ENSDARP00000117377 ENSDARP00000117377.1
OG0000009 ENSDARG00000077260 Danio_rerio Cypriniformes Teleostei ENSDARG00000077260.5 ENSDART00000114543 ENSDART00000114543.3 si:dkey-28d5.13 si:dkey-28d5.13 [Source:ZFIN;Acc:ZDB-GENE-060503-636] ENSDARP00000100250 ENSDARP00000100250.2
OG0000009 ENSDARG00000077260 Danio_rerio Cypriniformes Teleostei ENSDARG00000077260.5 ENSDART00000172384 ENSDART00000172384.2 si:dkey-28d5.13 si:dkey-28d5.13 [Source:ZFIN;Acc:ZDB-GENE-060503-636] ENSDARP00000138431 ENSDARP00000138431.2
OG0000009 ENSDARG00000077395 Danio_rerio Cypriniformes Teleostei ENSDARG00000077395.6 ENSDART00000172889 ENSDART00000172889.2 si:dkey-81n2.2 si:dkey-81n2.2 [Source:ZFIN;Acc:ZDB-GENE-070705-493] ENSDARP00000142080 ENSDARP00000142080.1
OG0000009 ENSDARG00000077395 Danio_rerio Cypriniformes Teleostei ENSDARG00000077395.6 ENSDART00000145389 ENSDART00000145389.2 si:dkey-81n2.2 si:dkey-81n2.2 [Source:ZFIN;Acc:ZDB-GENE-070705-493] ENSDARP00000119034 ENSDARP00000119034.1
OG0000009 ENSDARG00000077899 Danio_rerio Cypriniformes Teleostei ENSDARG00000077899.5 ENSDART00000038628 ENSDART00000038628.7 si:dkey-28d5.11 si:dkey-28d5.11 [Source:ZFIN;Acc:ZDB-GENE-060503-448] ENSDARP00000035344 ENSDARP00000035344.7
OG0000009 ENSDARG00000077899 Danio_rerio Cypriniformes Teleostei ENSDARG00000077899.5 ENSDART00000135154 ENSDART00000135154.3 si:dkey-28d5.11 si:dkey-28d5.11 [Source:ZFIN;Acc:ZDB-GENE-060503-448] ENSDARP00000116652 ENSDARP00000116652.1
OG0000009 ENSDARG00000078012 Danio_rerio Cypriniformes Teleostei ENSDARG00000078012.6 ENSDART00000108797 ENSDART00000108797.4 zgc:162060 zgc:162060 [Source:ZFIN;Acc:ZDB-GENE-070424-18] ENSDARP00000102935 ENSDARP00000102935.2
OG0000009 ENSDARG00000078821 Danio_rerio Cypriniformes Teleostei ENSDARG00000078821.5 ENSDART00000135106 ENSDART00000135106.2 si:ch211-225k7.5 si:ch211-225k7.5 [Source:ZFIN;Acc:ZDB-GENE-060503-123] ENSDARP00000118009 ENSDARP00000118009.1
OG0000009 ENSDARG00000086282 Danio_rerio Cypriniformes Teleostei ENSDARG00000086282.5 ENSDART00000147014 ENSDART00000147014.3 si:ch211-282j17.5 si:ch211-282j17.5 [Source:ZFIN;Acc:ZDB-GENE-041210-288] ENSDARP00000122369 ENSDARP00000122369.1
OG0000009 ENSDARG00000086358 Danio_rerio Cypriniformes Teleostei ENSDARG00000086358.5 ENSDART00000146915 ENSDART00000146915.3 si:dkey-83f18.9 si:dkey-83f18.9 [Source:ZFIN;Acc:ZDB-GENE-070705-508] ENSDARP00000113421 ENSDARP00000113421.2
OG0000009 ENSDARG00000086358 Danio_rerio Cypriniformes Teleostei ENSDARG00000086358.5 ENSDART00000139326 ENSDART00000139326.4 si:dkey-83f18.9 si:dkey-83f18.9 [Source:ZFIN;Acc:ZDB-GENE-070705-508] ENSDARP00000121540 ENSDARP00000121540.1
OG0000009 ENSDARG00000086460 Danio_rerio Cypriniformes Teleostei ENSDARG00000086460.5 ENSDART00000140860 ENSDART00000140860.3 si:dkey-83f18.10 si:dkey-83f18.10 [Source:ZFIN;Acc:ZDB-GENE-070705-495] ENSDARP00000122588 ENSDARP00000122588.1
OG0000009 ENSDARG00000086460 Danio_rerio Cypriniformes Teleostei ENSDARG00000086460.5 ENSDART00000143778 ENSDART00000143778.3 si:dkey-83f18.10 si:dkey-83f18.10 [Source:ZFIN;Acc:ZDB-GENE-070705-495] ENSDARP00000120061 ENSDARP00000120061.1
OG0000009 ENSDARG00000087424 Danio_rerio Cypriniformes Teleostei ENSDARG00000087424.5 ENSDART00000153614 ENSDART00000153614.4 si:dkey-187j14.6 si:dkey-187j14.6 [Source:ZFIN;Acc:ZDB-GENE-131121-572] ENSDARP00000142319 ENSDARP00000142319.1
OG0000009 ENSDARG00000087424 Danio_rerio Cypriniformes Teleostei ENSDARG00000087424.5 ENSDART00000156781 ENSDART00000156781.2 si:dkey-187j14.6 si:dkey-187j14.6 [Source:ZFIN;Acc:ZDB-GENE-131121-572] NA NA
OG0000009 ENSDARG00000087424 Danio_rerio Cypriniformes Teleostei ENSDARG00000087424.5 ENSDART00000182211 ENSDART00000182211.1 si:dkey-187j14.6 si:dkey-187j14.6 [Source:ZFIN;Acc:ZDB-GENE-131121-572] ENSDARP00000156463 ENSDARP00000156463.1
OG0000009 ENSDARG00000088252 Danio_rerio Cypriniformes Teleostei ENSDARG00000088252.5 ENSDART00000137830 ENSDART00000137830.4 si:dkey-83f18.7 si:dkey-83f18.7 [Source:ZFIN;Acc:ZDB-GENE-070705-506] ENSDARP00000120793 ENSDARP00000120793.1
OG0000009 ENSDARG00000088682 Danio_rerio Cypriniformes Teleostei ENSDARG00000088682.5 ENSDART00000138164 ENSDART00000138164.3 si:dkey-192d15.3 si:dkey-192d15.3 [Source:ZFIN;Acc:ZDB-GENE-040724-245] ENSDARP00000114212 ENSDARP00000114212.2
OG0000009 ENSDARG00000088682 Danio_rerio Cypriniformes Teleostei ENSDARG00000088682.5 ENSDART00000064277 ENSDART00000064277.5 si:dkey-192d15.3 si:dkey-192d15.3 [Source:ZFIN;Acc:ZDB-GENE-040724-245] ENSDARP00000064276 ENSDARP00000064276.4
OG0000009 ENSDARG00000089067 Danio_rerio Cypriniformes Teleostei ENSDARG00000089067.5 ENSDART00000134368 ENSDART00000134368.4 si:dkey-83f18.5 si:dkey-83f18.5 [Source:ZFIN;Acc:ZDB-GENE-070705-504] ENSDARP00000117389 ENSDARP00000117389.1
OG0000009 ENSDARG00000089067 Danio_rerio Cypriniformes Teleostei ENSDARG00000089067.5 ENSDART00000143622 ENSDART00000143622.3 si:dkey-83f18.5 si:dkey-83f18.5 [Source:ZFIN;Acc:ZDB-GENE-070705-504] ENSDARP00000117087 ENSDARP00000117087.2
OG0000009 ENSDARG00000089958 Danio_rerio Cypriniformes Teleostei ENSDARG00000089958.4 ENSDART00000142138 ENSDART00000142138.3 si:dkey-88n24.10 si:dkey-88n24.10 [Source:ZFIN;Acc:ZDB-GENE-070424-265] ENSDARP00000122068 ENSDARP00000122068.2
OG0000009 ENSDARG00000089958 Danio_rerio Cypriniformes Teleostei ENSDARG00000089958.4 ENSDART00000060330 ENSDART00000060330.6 si:dkey-88n24.10 si:dkey-88n24.10 [Source:ZFIN;Acc:ZDB-GENE-070424-265] ENSDARP00000060329 ENSDARP00000060329.5
OG0000009 ENSDARG00000089958 Danio_rerio Cypriniformes Teleostei ENSDARG00000089958.4 ENSDART00000064229 ENSDART00000064229.7 si:dkey-88n24.10 si:dkey-88n24.10 [Source:ZFIN;Acc:ZDB-GENE-070424-265] ENSDARP00000064228 ENSDARP00000064228.7
OG0000009 ENSDARG00000091083 Danio_rerio Cypriniformes Teleostei ENSDARG00000091083.5 ENSDART00000122825 ENSDART00000122825.3 si:ch211-195j11.27 si:ch211-195j11.27 [Source:ZFIN;Acc:ZDB-GENE-110411-161] ENSDARP00000108388 ENSDARP00000108388.2
OG0000009 ENSDARG00000091095 Danio_rerio Cypriniformes Teleostei ENSDARG00000091095.7 ENSDART00000136227 ENSDART00000136227.3 si:dkey-88n24.8 si:dkey-88n24.8 [Source:ZFIN;Acc:ZDB-GENE-041014-92] ENSDARP00000118662 ENSDARP00000118662.2
OG0000009 ENSDARG00000091095 Danio_rerio Cypriniformes Teleostei ENSDARG00000091095.7 ENSDART00000104350 ENSDART00000104350.6 si:dkey-88n24.8 si:dkey-88n24.8 [Source:ZFIN;Acc:ZDB-GENE-041014-92] ENSDARP00000095125 ENSDARP00000095125.4
OG0000009 ENSDARG00000091495 Danio_rerio Cypriniformes Teleostei ENSDARG00000091495.5 ENSDART00000137468 ENSDART00000137468.3 si:dkey-83f18.11 si:dkey-83f18.11 [Source:ZFIN;Acc:ZDB-GENE-070705-496] ENSDARP00000121697 ENSDARP00000121697.1
OG0000009 ENSDARG00000092384 Danio_rerio Cypriniformes Teleostei ENSDARG00000092384.5 ENSDART00000139960 ENSDART00000139960.4 si:dkey-28d5.3 si:dkey-28d5.3 [Source:ZFIN;Acc:ZDB-GENE-060503-919] ENSDARP00000119976 ENSDARP00000119976.2
OG0000009 ENSDARG00000093312 Danio_rerio Cypriniformes Teleostei ENSDARG00000093312.5 ENSDART00000136195 ENSDART00000136195.4 si:dkey-83f18.4 si:dkey-83f18.4 [Source:ZFIN;Acc:ZDB-GENE-070705-503] ENSDARP00000113706 ENSDARP00000113706.2
OG0000009 ENSDARG00000093312 Danio_rerio Cypriniformes Teleostei ENSDARG00000093312.5 ENSDART00000143777 ENSDART00000143777.4 si:dkey-83f18.4 si:dkey-83f18.4 [Source:ZFIN;Acc:ZDB-GENE-070705-503] ENSDARP00000117404 ENSDARP00000117404.2
OG0000009 ENSDARG00000093312 Danio_rerio Cypriniformes Teleostei ENSDARG00000093312.5 ENSDART00000187693 ENSDART00000187693.1 si:dkey-83f18.4 si:dkey-83f18.4 [Source:ZFIN;Acc:ZDB-GENE-070705-503] ENSDARP00000150371 ENSDARP00000150371.1
OG0000009 ENSDARG00000093595 Danio_rerio Cypriniformes Teleostei ENSDARG00000093595.4 ENSDART00000143864 ENSDART00000143864.3 si:dkey-88n24.10 si:dkey-88n24.10 [Source:ZFIN;Acc:ZDB-GENE-070424-265] ENSDARP00000112618 ENSDARP00000112618.1
OG0000009 ENSDARG00000093673 Danio_rerio Cypriniformes Teleostei ENSDARG00000093673.4 ENSDART00000142704 ENSDART00000142704.4 si:dkey-28d5.4 si:dkey-28d5.4 [Source:ZFIN;Acc:ZDB-GENE-060503-72] ENSDARP00000117070 ENSDARP00000117070.1
OG0000009 ENSDARG00000093876 Danio_rerio Cypriniformes Teleostei ENSDARG00000093876.4 ENSDART00000147669 ENSDART00000147669.3 si:dkey-28d5.10 si:dkey-28d5.10 [Source:ZFIN;Acc:ZDB-GENE-060503-353] ENSDARP00000121813 ENSDARP00000121813.1
OG0000009 ENSDARG00000094225 Danio_rerio Cypriniformes Teleostei ENSDARG00000094225.4 ENSDART00000139120 ENSDART00000139120.3 si:dkey-28d5.8 si:dkey-28d5.8 [Source:ZFIN;Acc:ZDB-GENE-060503-354] ENSDARP00000116497 ENSDARP00000116497.1
OG0000009 ENSDARG00000094716 Danio_rerio Cypriniformes Teleostei ENSDARG00000094716.4 ENSDART00000137387 ENSDART00000137387.4 si:dkey-83f18.6 si:dkey-83f18.6 [Source:ZFIN;Acc:ZDB-GENE-070705-505] ENSDARP00000121843 ENSDARP00000121843.1
OG0000009 ENSDARG00000095250 Danio_rerio Cypriniformes Teleostei ENSDARG00000095250.3 ENSDART00000132862 ENSDART00000132862.3 si:ch211-225k7.3 si:ch211-225k7.3 [Source:ZFIN;Acc:ZDB-GENE-060503-876] ENSDARP00000114035 ENSDARP00000114035.1
OG0000009 ENSDARG00000095250 Danio_rerio Cypriniformes Teleostei ENSDARG00000095250.3 ENSDART00000144873 ENSDART00000144873.3 si:ch211-225k7.3 si:ch211-225k7.3 [Source:ZFIN;Acc:ZDB-GENE-060503-876] ENSDARP00000119152 ENSDARP00000119152.3
OG0000009 ENSDARG00000095250 Danio_rerio Cypriniformes Teleostei ENSDARG00000095250.3 ENSDART00000108557 ENSDART00000108557.3 si:ch211-225k7.3 si:ch211-225k7.3 [Source:ZFIN;Acc:ZDB-GENE-060503-876] ENSDARP00000102676 ENSDARP00000102676.3
OG0000009 ENSDARG00000095326 Danio_rerio Cypriniformes Teleostei ENSDARG00000095326.4 ENSDART00000145641 ENSDART00000145641.3 si:dkey-88n24.3 si:dkey-88n24.3 [Source:ZFIN;Acc:ZDB-GENE-041014-89] ENSDARP00000120677 ENSDARP00000120677.2
OG0000009 ENSDARG00000095481 Danio_rerio Cypriniformes Teleostei ENSDARG00000095481.4 ENSDART00000081279 ENSDART00000081279.5 si:ch211-282j17.10 si:ch211-282j17.10 [Source:ZFIN;Acc:ZDB-GENE-041210-283] ENSDARP00000075722 ENSDARP00000075722.4
OG0000009 ENSDARG00000095481 Danio_rerio Cypriniformes Teleostei ENSDARG00000095481.4 ENSDART00000137369 ENSDART00000137369.3 si:ch211-282j17.10 si:ch211-282j17.10 [Source:ZFIN;Acc:ZDB-GENE-041210-283] ENSDARP00000122080 ENSDARP00000122080.2
OG0000009 ENSDARG00000095481 Danio_rerio Cypriniformes Teleostei ENSDARG00000095481.4 ENSDART00000131645 ENSDART00000131645.3 si:ch211-282j17.10 si:ch211-282j17.10 [Source:ZFIN;Acc:ZDB-GENE-041210-283] ENSDARP00000120330 ENSDARP00000120330.1
OG0000009 ENSDARG00000095757 Danio_rerio Cypriniformes Teleostei ENSDARG00000095757.3 ENSDART00000134882 ENSDART00000134882.3 si:dkey-28d5.1 si:dkey-28d5.1 [Source:ZFIN;Acc:ZDB-GENE-060503-258] ENSDARP00000122230 ENSDARP00000122230.2
OG0000009 ENSDARG00000102537 Danio_rerio Cypriniformes Teleostei ENSDARG00000102537.3 ENSDART00000171574 ENSDART00000171574.3 si:cabz01007816.2 si:cabz01007816.2 [Source:ZFIN;Acc:ZDB-GENE-160728-31] ENSDARP00000140746 ENSDARP00000140746.1
OG0000009 ENSDARG00000102866 Danio_rerio Cypriniformes Teleostei ENSDARG00000102866.2 ENSDART00000160132 ENSDART00000160132.2 CR391991.1 NA ENSDARP00000133921 ENSDARP00000133921.1
OG0000009 ENSDARG00000103510 Danio_rerio Cypriniformes Teleostei ENSDARG00000103510.2 ENSDART00000129826 ENSDART00000129826.3 CR391991.2 NA ENSDARP00000139936 ENSDARP00000139936.1
OG0000009 ENSDARG00000104302 Danio_rerio Cypriniformes Teleostei ENSDARG00000104302.2 ENSDART00000160634 ENSDART00000160634.2 CR391991.3 NA ENSDARP00000137613 ENSDARP00000137613.2
OG0000009 ENSDARG00000104524 Danio_rerio Cypriniformes Teleostei ENSDARG00000104524.2 ENSDART00000168202 ENSDART00000168202.2 CR391991.4 macrophage mannose receptor 1-like [Source:NCBI gene;Acc:101885237] ENSDARP00000132616 ENSDARP00000132616.1
OG0000009 ENSDARG00000105247 Danio_rerio Cypriniformes Teleostei ENSDARG00000105247.2 ENSDART00000158839 ENSDART00000158839.2 CR391991.5 NA ENSDARP00000141641 ENSDARP00000141641.1
OG0000009 ENSDARG00000105334 Danio_rerio Cypriniformes Teleostei ENSDARG00000105334.2 ENSDART00000139823 ENSDART00000139823.4 si:dkey-28d5.14 si:dkey-28d5.14 [Source:ZFIN;Acc:ZDB-GENE-060503-730] ENSDARP00000113399 ENSDARP00000113399.2
OG0000009 ENSDARG00000105334 Danio_rerio Cypriniformes Teleostei ENSDARG00000105334.2 ENSDART00000172752 ENSDART00000172752.2 si:dkey-28d5.14 si:dkey-28d5.14 [Source:ZFIN;Acc:ZDB-GENE-060503-730] ENSDARP00000142208 ENSDARP00000142208.1
OG0000009 ENSDARG00000105334 Danio_rerio Cypriniformes Teleostei ENSDARG00000105334.2 ENSDART00000105073 ENSDART00000105073.3 si:dkey-28d5.14 si:dkey-28d5.14 [Source:ZFIN;Acc:ZDB-GENE-060503-730] ENSDARP00000095844 ENSDARP00000095844.3
OG0000009 ENSDARG00000105413 Danio_rerio Cypriniformes Teleostei ENSDARG00000105413.2 ENSDART00000137489 ENSDART00000137489.4 si:dkey-83f18.8 si:dkey-83f18.8 [Source:ZFIN;Acc:ZDB-GENE-070705-507] ENSDARP00000118658 ENSDARP00000118658.2
OG0000009 ENSDARG00000105495 Danio_rerio Cypriniformes Teleostei ENSDARG00000105495.2 ENSDART00000173447 ENSDART00000173447.2 si:dkey-31g16.2 si:dkey-31g16.2 [Source:ZFIN;Acc:ZDB-GENE-160113-141] ENSDARP00000142463 ENSDARP00000142463.2
OG0000009 ENSDARG00000105746 Danio_rerio Cypriniformes Teleostei ENSDARG00000105746.2 ENSDART00000174032 ENSDART00000174032.2 LO018124.1 si:cabz01083838.1 [Source:NCBI gene;Acc:101883056] ENSDARP00000143112 ENSDARP00000143112.2
OG0000009 ENSDARG00000105746 Danio_rerio Cypriniformes Teleostei ENSDARG00000105746.2 ENSDART00000189417 ENSDART00000189417.1 LO018124.1 si:cabz01083838.1 [Source:NCBI gene;Acc:101883056] ENSDARP00000152554 ENSDARP00000152554.1
OG0000009 ENSDARG00000111755 Danio_rerio Cypriniformes Teleostei ENSDARG00000111755.1 ENSDART00000181937 ENSDART00000181937.1 CT030017.2 NA ENSDARP00000145673 ENSDARP00000145673.1
OG0000009 ENSDARG00000111848 Danio_rerio Cypriniformes Teleostei ENSDARG00000111848.1 ENSDART00000139271 ENSDART00000139271.4 si:ch211-225k7.2 si:ch211-225k7.2 [Source:ZFIN;Acc:ZDB-GENE-060503-782] ENSDARP00000119331 ENSDARP00000119331.2
OG0000009 ENSDARG00000111848 Danio_rerio Cypriniformes Teleostei ENSDARG00000111848.1 ENSDART00000112697 ENSDART00000112697.4 si:ch211-225k7.2 si:ch211-225k7.2 [Source:ZFIN;Acc:ZDB-GENE-060503-782] ENSDARP00000100820 ENSDARP00000100820.3
OG0000009 ENSDARG00000113384 Danio_rerio Cypriniformes Teleostei ENSDARG00000113384.1 ENSDART00000141073 ENSDART00000141073.3 si:dkey-83f18.15 si:dkey-83f18.15 [Source:ZFIN;Acc:ZDB-GENE-070705-500] ENSDARP00000116115 ENSDARP00000116115.2
OG0000009 ENSDARG00000113384 Danio_rerio Cypriniformes Teleostei ENSDARG00000113384.1 ENSDART00000192614 ENSDART00000192614.1 si:dkey-83f18.15 si:dkey-83f18.15 [Source:ZFIN;Acc:ZDB-GENE-070705-500] ENSDARP00000151490 ENSDARP00000151490.1
OG0000009 ENSDARG00000114345 Danio_rerio Cypriniformes Teleostei ENSDARG00000114345.1 ENSDART00000138277 ENSDART00000138277.3 si:dkey-28d5.5 si:dkey-28d5.5 [Source:ZFIN;Acc:ZDB-GENE-060503-165] ENSDARP00000116283 ENSDARP00000116283.2
OG0000009 ENSDARG00000114345 Danio_rerio Cypriniformes Teleostei ENSDARG00000114345.1 ENSDART00000142539 ENSDART00000142539.4 si:dkey-28d5.5 si:dkey-28d5.5 [Source:ZFIN;Acc:ZDB-GENE-060503-165] ENSDARP00000112557 ENSDARP00000112557.2
OG0000009 ENSDARG00000114345 Danio_rerio Cypriniformes Teleostei ENSDARG00000114345.1 ENSDART00000190454 ENSDART00000190454.1 si:dkey-28d5.5 si:dkey-28d5.5 [Source:ZFIN;Acc:ZDB-GENE-060503-165] ENSDARP00000152593 ENSDARP00000152593.1
OG0000009 ENSDARG00000115633 Danio_rerio Cypriniformes Teleostei ENSDARG00000115633.1 ENSDART00000148099 ENSDART00000148099.4 si:dkey-83f18.3 si:dkey-83f18.3 [Source:ZFIN;Acc:ZDB-GENE-070705-502] ENSDARP00000122844 ENSDARP00000122844.1
OG0000013 ENSDARG00000008182 Danio_rerio Cypriniformes Teleostei ENSDARG00000008182.9 ENSDART00000149470 ENSDART00000149470.2 si:ch73-111e15.1 si:ch73-111e15.1 [Source:ZFIN;Acc:ZDB-GENE-110411-28] ENSDARP00000124091 ENSDARP00000124091.1
OG0000013 ENSDARG00000025150 Danio_rerio Cypriniformes Teleostei ENSDARG00000025150.8 ENSDART00000031356 ENSDART00000031356.7 si:dkey-181c13.1 si:dkey-181c13.1 [Source:ZFIN;Acc:ZDB-GENE-110411-174] ENSDARP00000037460 ENSDARP00000037460.5
OG0000013 ENSDARG00000025547 Danio_rerio Cypriniformes Teleostei ENSDARG00000025547.9 ENSDART00000138446 ENSDART00000138446.2 si:ch73-343l4.6 si:ch73-343l4.6 [Source:ZFIN;Acc:ZDB-GENE-090313-158] ENSDARP00000120180 ENSDARP00000120180.1
OG0000013 ENSDARG00000029461 Danio_rerio Cypriniformes Teleostei ENSDARG00000029461.7 ENSDART00000040733 ENSDART00000040733.5 cd209 CD209 molecule [Source:ZFIN;Acc:ZDB-GENE-061207-22] ENSDARP00000040732 ENSDARP00000040732.3
OG0000013 ENSDARG00000043894 Danio_rerio Cypriniformes Teleostei ENSDARG00000043894.6 ENSDART00000064459 ENSDART00000064459.6 si:ch211-214k5.3 si:ch211-214k5.3 [Source:ZFIN;Acc:ZDB-GENE-041210-206] ENSDARP00000064458 ENSDARP00000064458.5
OG0000013 ENSDARG00000052656 Danio_rerio Cypriniformes Teleostei ENSDARG00000052656.6 ENSDART00000141147 ENSDART00000141147.2 si:ch211-193e13.5 si:ch211-193e13.5 [Source:ZFIN;Acc:ZDB-GENE-081104-158] ENSDARP00000117607 ENSDARP00000117607.1
OG0000013 ENSDARG00000057090 Danio_rerio Cypriniformes Teleostei ENSDARG00000057090.6 ENSDART00000079686 ENSDART00000079686.6 zmp:0000001103 zmp:0000001103 [Source:ZFIN;Acc:ZDB-GENE-140106-63] ENSDARP00000074138 ENSDARP00000074138.5
OG0000013 ENSDARG00000069323 Danio_rerio Cypriniformes Teleostei ENSDARG00000069323.3 ENSDART00000100783 ENSDART00000100783.3 si:ch73-122g19.1 si:ch73-122g19.1 [Source:ZFIN;Acc:ZDB-GENE-110411-239] ENSDARP00000091556 ENSDARP00000091556.2
OG0000013 ENSDARG00000076778 Danio_rerio Cypriniformes Teleostei ENSDARG00000076778.4 ENSDART00000109353 ENSDART00000109353.4 si:ch73-343l4.5 si:ch73-343l4.5 [Source:ZFIN;Acc:ZDB-GENE-090313-157] ENSDARP00000102420 ENSDARP00000102420.3
OG0000013 ENSDARG00000077975 Danio_rerio Cypriniformes Teleostei ENSDARG00000077975.5 ENSDART00000147516 ENSDART00000147516.2 si:ch73-343l4.8 si:ch73-343l4.8 [Source:ZFIN;Acc:ZDB-GENE-090313-159] ENSDARP00000121395 ENSDARP00000121395.1
OG0000013 ENSDARG00000079425 Danio_rerio Cypriniformes Teleostei ENSDARG00000079425.5 ENSDART00000150141 ENSDART00000150141.2 si:dkey-12f6.5 si:dkey-12f6.5 [Source:ZFIN;Acc:ZDB-GENE-110411-173] ENSDARP00000123936 ENSDARP00000123936.1
OG0000013 ENSDARG00000079903 Danio_rerio Cypriniformes Teleostei ENSDARG00000079903.5 ENSDART00000142371 ENSDART00000142371.2 si:ch73-343l4.2 si:ch73-343l4.2 [Source:ZFIN;Acc:ZDB-GENE-090313-154] ENSDARP00000119448 ENSDARP00000119448.1
OG0000013 ENSDARG00000087245 Danio_rerio Cypriniformes Teleostei ENSDARG00000087245.3 ENSDART00000130515 ENSDART00000130515.3 CR847844.1 CD209 antigen-like protein D [Source:NCBI gene;Acc:101884526] ENSDARP00000106122 ENSDARP00000106122.2
OG0000013 ENSDARG00000088219 Danio_rerio Cypriniformes Teleostei ENSDARG00000088219.3 ENSDART00000127255 ENSDART00000127255.3 zmp:0000000924 zmp:0000000924 [Source:ZFIN;Acc:ZDB-GENE-130530-927] ENSDARP00000111414 ENSDARP00000111414.2
OG0000013 ENSDARG00000088727 Danio_rerio Cypriniformes Teleostei ENSDARG00000088727.3 ENSDART00000125317 ENSDART00000125317.3 zmp:0000000937 zmp:0000000937 [Source:ZFIN;Acc:ZDB-GENE-130530-940] ENSDARP00000111702 ENSDARP00000111702.2
OG0000013 ENSDARG00000092502 Danio_rerio Cypriniformes Teleostei ENSDARG00000092502.2 ENSDART00000144358 ENSDART00000144358.2 si:ch73-343l4.3 si:ch73-343l4.3 [Source:ZFIN;Acc:ZDB-GENE-090313-155] ENSDARP00000113425 ENSDARP00000113425.1
OG0000013 ENSDARG00000094357 Danio_rerio Cypriniformes Teleostei ENSDARG00000094357.2 ENSDART00000143931 ENSDART00000143931.2 si:ch73-343l4.1 si:ch73-343l4.1 [Source:ZFIN;Acc:ZDB-GENE-090313-153] ENSDARP00000114400 ENSDARP00000114400.1
OG0000013 ENSDARG00000095127 Danio_rerio Cypriniformes Teleostei ENSDARG00000095127.3 ENSDART00000137078 ENSDART00000137078.2 si:ch73-343l4.6 si:ch73-343l4.6 [Source:ZFIN;Acc:ZDB-GENE-090313-158] ENSDARP00000116210 ENSDARP00000116210.1
OG0000013 ENSDARG00000096624 Danio_rerio Cypriniformes Teleostei ENSDARG00000096624.2 ENSDART00000152274 ENSDART00000152274.2 si:dkey-187i8.2 si:dkey-187i8.2 [Source:ZFIN;Acc:ZDB-GENE-121214-181] ENSDARP00000127069 ENSDARP00000127069.1
OG0000013 ENSDARG00000102034 Danio_rerio Cypriniformes Teleostei ENSDARG00000102034.2 ENSDART00000037303 ENSDART00000037303.6 si:ch211-214k5.3 si:ch211-214k5.3 [Source:ZFIN;Acc:ZDB-GENE-041210-206] ENSDARP00000029346 ENSDARP00000029346.5
OG0000013 ENSDARG00000102680 Danio_rerio Cypriniformes Teleostei ENSDARG00000102680.2 ENSDART00000159654 ENSDART00000159654.2 CR847844.2 NA ENSDARP00000137441 ENSDARP00000137441.1
OG0000013 ENSDARG00000112826 Danio_rerio Cypriniformes Teleostei ENSDARG00000112826.1 ENSDART00000193055 ENSDART00000193055.1 CABZ01058107.1 C-type lectin domain family 4 member M-like [Source:NCBI gene;Acc:110440085] ENSDARP00000146419 ENSDARP00000146419.1
OG0000014 ENSDARG00000001993 Danio_rerio Cypriniformes Teleostei ENSDARG00000001993.9 ENSDART00000156295 ENSDART00000156295.3 myhb myosin, heavy chain b [Source:ZFIN;Acc:ZDB-GENE-081124-1] ENSDARP00000128891 ENSDARP00000128891.1
OG0000014 ENSDARG00000001993 Danio_rerio Cypriniformes Teleostei ENSDARG00000001993.9 ENSDART00000026257 ENSDART00000026257.8 myhb myosin, heavy chain b [Source:ZFIN;Acc:ZDB-GENE-081124-1] ENSDARP00000011269 ENSDARP00000011269.7
OG0000014 ENSDARG00000012944 Danio_rerio Cypriniformes Teleostei ENSDARG00000012944.12 ENSDART00000051361 ENSDART00000051361.6 myhz2 myosin, heavy polypeptide 2, fast muscle specific [Source:ZFIN;Acc:ZDB-GENE-020604-1] ENSDARP00000051360 ENSDARP00000051360.5
OG0000014 ENSDARG00000012944 Danio_rerio Cypriniformes Teleostei ENSDARG00000012944.12 ENSDART00000126873 ENSDART00000126873.4 myhz2 myosin, heavy polypeptide 2, fast muscle specific [Source:ZFIN;Acc:ZDB-GENE-020604-1] ENSDARP00000108224 ENSDARP00000108224.2
OG0000014 ENSDARG00000035322 Danio_rerio Cypriniformes Teleostei ENSDARG00000035322.7 ENSDART00000137438 ENSDART00000137438.4 myh7bb myosin, heavy chain 7B, cardiac muscle, beta b [Source:ZFIN;Acc:ZDB-GENE-090311-5] ENSDARP00000114580 ENSDARP00000114580.2
OG0000014 ENSDARG00000035322 Danio_rerio Cypriniformes Teleostei ENSDARG00000035322.7 ENSDART00000025057 ENSDART00000025057.8 myh7bb myosin, heavy chain 7B, cardiac muscle, beta b [Source:ZFIN;Acc:ZDB-GENE-090311-5] ENSDARP00000025782 ENSDARP00000025782.8
OG0000014 ENSDARG00000035438 Danio_rerio Cypriniformes Teleostei ENSDARG00000035438.9 ENSDART00000077471 ENSDART00000077471.6 myhc4 myosin heavy chain 4 [Source:ZFIN;Acc:ZDB-GENE-030131-6206] ENSDARP00000071938 ENSDARP00000071938.5
OG0000014 ENSDARG00000035438 Danio_rerio Cypriniformes Teleostei ENSDARG00000035438.9 ENSDART00000125917 ENSDART00000125917.4 myhc4 myosin heavy chain 4 [Source:ZFIN;Acc:ZDB-GENE-030131-6206] ENSDARP00000106440 ENSDARP00000106440.2
OG0000014 ENSDARG00000035438 Danio_rerio Cypriniformes Teleostei ENSDARG00000035438.9 ENSDART00000051362 ENSDART00000051362.7 myhc4 myosin heavy chain 4 [Source:ZFIN;Acc:ZDB-GENE-030131-6206] ENSDARP00000051361 ENSDARP00000051361.6
OG0000014 ENSDARG00000067990 Danio_rerio Cypriniformes Teleostei ENSDARG00000067990.7 ENSDART00000123003 ENSDART00000123003.3 myhz1.1 myosin, heavy polypeptide 1.1, skeletal muscle [Source:ZFIN;Acc:ZDB-GENE-000322-5] ENSDARP00000105831 ENSDARP00000105831.2
OG0000014 ENSDARG00000067990 Danio_rerio Cypriniformes Teleostei ENSDARG00000067990.7 ENSDART00000193758 ENSDART00000193758.1 myhz1.1 myosin, heavy polypeptide 1.1, skeletal muscle [Source:ZFIN;Acc:ZDB-GENE-000322-5] ENSDARP00000152470 ENSDARP00000152470.1
OG0000014 ENSDARG00000067995 Danio_rerio Cypriniformes Teleostei ENSDARG00000067995.7 ENSDART00000183522 ENSDART00000183522.1 myhz1.2 myosin, heavy polypeptide 1.2, skeletal muscle [Source:ZFIN;Acc:ZDB-GENE-070705-73] ENSDARP00000146874 ENSDARP00000146874.1
OG0000014 ENSDARG00000067995 Danio_rerio Cypriniformes Teleostei ENSDARG00000067995.7 ENSDART00000131983 ENSDART00000131983.2 myhz1.2 myosin, heavy polypeptide 1.2, skeletal muscle [Source:ZFIN;Acc:ZDB-GENE-070705-73] ENSDARP00000115054 ENSDARP00000115054.1
OG0000014 ENSDARG00000067997 Danio_rerio Cypriniformes Teleostei ENSDARG00000067997.6 ENSDART00000122889 ENSDART00000122889.3 myhz1.3 myosin, heavy polypeptide 1.3, skeletal muscle [Source:ZFIN;Acc:ZDB-GENE-070705-74] ENSDARP00000111326 ENSDARP00000111326.2
OG0000014 ENSDARG00000067997 Danio_rerio Cypriniformes Teleostei ENSDARG00000067997.6 ENSDART00000181242 ENSDART00000181242.1 myhz1.3 myosin, heavy polypeptide 1.3, skeletal muscle [Source:ZFIN;Acc:ZDB-GENE-070705-74] ENSDARP00000147700 ENSDARP00000147700.1
OG0000014 ENSDARG00000076075 Danio_rerio Cypriniformes Teleostei ENSDARG00000076075.5 ENSDART00000097316 ENSDART00000097316.5 myh7ba myosin, heavy chain 7B, cardiac muscle, beta a [Source:ZFIN;Acc:ZDB-GENE-100914-2] ENSDARP00000088086 ENSDARP00000088086.4
OG0000014 ENSDARG00000076075 Danio_rerio Cypriniformes Teleostei ENSDARG00000076075.5 ENSDART00000152551 ENSDART00000152551.2 myh7ba myosin, heavy chain 7B, cardiac muscle, beta a [Source:ZFIN;Acc:ZDB-GENE-100914-2] NA NA
OG0000014 ENSDARG00000076075 Danio_rerio Cypriniformes Teleostei ENSDARG00000076075.5 ENSDART00000152186 ENSDART00000152186.3 myh7ba myosin, heavy chain 7B, cardiac muscle, beta a [Source:ZFIN;Acc:ZDB-GENE-100914-2] ENSDARP00000126705 ENSDARP00000126705.3
OG0000014 ENSDARG00000079564 Danio_rerio Cypriniformes Teleostei ENSDARG00000079564.4 ENSDART00000099532 ENSDART00000099532.5 myh7 myosin heavy chain 7 [Source:ZFIN;Acc:ZDB-GENE-991123-5] ENSDARP00000090306 ENSDARP00000090306.4
OG0000014 ENSDARG00000079564 Danio_rerio Cypriniformes Teleostei ENSDARG00000079564.4 ENSDART00000192445 ENSDART00000192445.1 myh7 myosin heavy chain 7 [Source:ZFIN;Acc:ZDB-GENE-991123-5] ENSDARP00000146011 ENSDARP00000146011.1
OG0000014 ENSDARG00000079782 Danio_rerio Cypriniformes Teleostei ENSDARG00000079782.7 ENSDART00000138076 ENSDART00000138076.2 myh7l myosin heavy chain 7-like [Source:ZFIN;Acc:ZDB-GENE-061027-393] NA NA
OG0000014 ENSDARG00000079782 Danio_rerio Cypriniformes Teleostei ENSDARG00000079782.7 ENSDART00000124461 ENSDART00000124461.3 myh7l myosin heavy chain 7-like [Source:ZFIN;Acc:ZDB-GENE-061027-393] NA NA
OG0000014 ENSDARG00000079782 Danio_rerio Cypriniformes Teleostei ENSDARG00000079782.7 ENSDART00000128784 ENSDART00000128784.4 myh7l myosin heavy chain 7-like [Source:ZFIN;Acc:ZDB-GENE-061027-393] ENSDARP00000110789 ENSDARP00000110789.2
OG0000014 ENSDARG00000079782 Danio_rerio Cypriniformes Teleostei ENSDARG00000079782.7 ENSDART00000152105 ENSDART00000152105.2 myh7l myosin heavy chain 7-like [Source:ZFIN;Acc:ZDB-GENE-061027-393] ENSDARP00000126376 ENSDARP00000126376.1
OG0000014 ENSDARG00000079782 Danio_rerio Cypriniformes Teleostei ENSDARG00000079782.7 ENSDART00000123565 ENSDART00000123565.4 myh7l myosin heavy chain 7-like [Source:ZFIN;Acc:ZDB-GENE-061027-393] ENSDARP00000108435 ENSDARP00000108435.2
OG0000014 ENSDARG00000079782 Danio_rerio Cypriniformes Teleostei ENSDARG00000079782.7 ENSDART00000146213 ENSDART00000146213.2 myh7l myosin heavy chain 7-like [Source:ZFIN;Acc:ZDB-GENE-061027-393] NA NA
OG0000014 ENSDARG00000079782 Danio_rerio Cypriniformes Teleostei ENSDARG00000079782.7 ENSDART00000141922 ENSDART00000141922.3 myh7l myosin heavy chain 7-like [Source:ZFIN;Acc:ZDB-GENE-061027-393] ENSDARP00000114031 ENSDARP00000114031.1
OG0000014 ENSDARG00000079782 Danio_rerio Cypriniformes Teleostei ENSDARG00000079782.7 ENSDART00000184550 ENSDART00000184550.1 myh7l myosin heavy chain 7-like [Source:ZFIN;Acc:ZDB-GENE-061027-393] ENSDARP00000156227 ENSDARP00000156227.1
OG0000014 ENSDARG00000079782 Danio_rerio Cypriniformes Teleostei ENSDARG00000079782.7 ENSDART00000191469 ENSDART00000191469.1 myh7l myosin heavy chain 7-like [Source:ZFIN;Acc:ZDB-GENE-061027-393] ENSDARP00000154100 ENSDARP00000154100.1
OG0000014 ENSDARG00000090637 Danio_rerio Cypriniformes Teleostei ENSDARG00000090637.3 ENSDART00000126983 ENSDART00000126983.3 myh6 myosin, heavy chain 6, cardiac muscle, alpha [Source:ZFIN;Acc:ZDB-GENE-031112-1] ENSDARP00000108536 ENSDARP00000108536.1
OG0000014 ENSDARG00000095217 Danio_rerio Cypriniformes Teleostei ENSDARG00000095217.3 ENSDART00000075210 ENSDART00000075210.7 zgc:66156 zgc:66156 [Source:ZFIN;Acc:ZDB-GENE-040426-1554] ENSDARP00000069695 ENSDARP00000069695.7
OG0000014 ENSDARG00000095930 Danio_rerio Cypriniformes Teleostei ENSDARG00000095930.3 ENSDART00000139917 ENSDART00000139917.3 myha myosin, heavy chain a [Source:ZFIN;Acc:ZDB-GENE-060531-50] ENSDARP00000116075 ENSDARP00000116075.2
OG0000014 ENSDARG00000095930 Danio_rerio Cypriniformes Teleostei ENSDARG00000095930.3 ENSDART00000182649 ENSDART00000182649.1 myha myosin, heavy chain a [Source:ZFIN;Acc:ZDB-GENE-060531-50] ENSDARP00000149659 ENSDARP00000149659.1
OG0000014 ENSDARG00000098747 Danio_rerio Cypriniformes Teleostei ENSDARG00000098747.2 ENSDART00000160672 ENSDART00000160672.2 CU633479.1 myosin-7-like [Source:NCBI gene;Acc:100329748] ENSDARP00000139175 ENSDARP00000139175.1
OG0000014 ENSDARG00000099115 Danio_rerio Cypriniformes Teleostei ENSDARG00000099115.2 ENSDART00000164612 ENSDART00000164612.2 smyhc2 slow myosin heavy chain 2 [Source:ZFIN;Acc:ZDB-GENE-070822-12] ENSDARP00000140319 ENSDARP00000140319.2
OG0000014 ENSDARG00000099115 Danio_rerio Cypriniformes Teleostei ENSDARG00000099115.2 ENSDART00000166224 ENSDART00000166224.2 smyhc2 slow myosin heavy chain 2 [Source:ZFIN;Acc:ZDB-GENE-070822-12] ENSDARP00000131677 ENSDARP00000131677.2
OG0000014 ENSDARG00000099959 Danio_rerio Cypriniformes Teleostei ENSDARG00000099959.2 ENSDART00000171543 ENSDART00000171543.2 smyhc1 slow myosin heavy chain 1 [Source:ZFIN;Acc:ZDB-GENE-030131-271] ENSDARP00000139007 ENSDARP00000139007.2
OG0000014 ENSDARG00000099959 Danio_rerio Cypriniformes Teleostei ENSDARG00000099959.2 ENSDART00000169315 ENSDART00000169315.2 smyhc1 slow myosin heavy chain 1 [Source:ZFIN;Acc:ZDB-GENE-030131-271] ENSDARP00000135954 ENSDARP00000135954.1
OG0000014 ENSDARG00000102414 Danio_rerio Cypriniformes Teleostei ENSDARG00000102414.2 ENSDART00000098072 ENSDART00000098072.5 myhz1.1 myosin, heavy polypeptide 1.1, skeletal muscle [Source:ZFIN;Acc:ZDB-GENE-000322-5] ENSDARP00000088845 ENSDARP00000088845.5
OG0000014 ENSDARG00000103837 Danio_rerio Cypriniformes Teleostei ENSDARG00000103837.2 ENSDART00000166578 ENSDART00000166578.2 CU633479.2 myosin-7 [Source:NCBI gene;Acc:100329813] ENSDARP00000139186 ENSDARP00000139186.1
OG0000014 ENSDARG00000103969 Danio_rerio Cypriniformes Teleostei ENSDARG00000103969.2 ENSDART00000162635 ENSDART00000162635.2 smyhc2 slow myosin heavy chain 2 [Source:ZFIN;Acc:ZDB-GENE-070822-12] ENSDARP00000141470 ENSDARP00000141470.2
OG0000014 ENSDARG00000109512 Danio_rerio Cypriniformes Teleostei ENSDARG00000109512.1 ENSDART00000185072 ENSDART00000185072.1 CU633479.3 myosin-7 [Source:NCBI gene;Acc:100329813] ENSDARP00000153341 ENSDARP00000153341.1
OG0000014 ENSDARG00000109512 Danio_rerio Cypriniformes Teleostei ENSDARG00000109512.1 ENSDART00000185726 ENSDART00000185726.1 CU633479.3 myosin-7 [Source:NCBI gene;Acc:100329813] ENSDARP00000149817 ENSDARP00000149817.1
OG0000014 ENSDARG00000110596 Danio_rerio Cypriniformes Teleostei ENSDARG00000110596.1 ENSDART00000189179 ENSDART00000189179.1 CABZ01079179.1 NA ENSDARP00000156229 ENSDARP00000156229.1
OG0000014 ENSDARG00000112287 Danio_rerio Cypriniformes Teleostei ENSDARG00000112287.1 ENSDART00000158134 ENSDART00000158134.2 zgc:66156 zgc:66156 [Source:ZFIN;Acc:ZDB-GENE-040426-1554] ENSDARP00000132925 ENSDARP00000132925.2
OG0000014 ENSDARG00000114031 Danio_rerio Cypriniformes Teleostei ENSDARG00000114031.1 ENSDART00000168100 ENSDART00000168100.2 smyhc3 slow myosin heavy chain 3 [Source:ZFIN;Acc:ZDB-GENE-080930-1] ENSDARP00000137611 ENSDARP00000137611.2
OG0000014 ENSDARG00000114591 Danio_rerio Cypriniformes Teleostei ENSDARG00000114591.1 ENSDART00000188194 ENSDART00000188194.1 CU633479.4 myosin-7-like [Source:NCBI gene;Acc:100329748] ENSDARP00000154767 ENSDARP00000154767.1
OG0000014 ENSDARG00000114591 Danio_rerio Cypriniformes Teleostei ENSDARG00000114591.1 ENSDART00000181710 ENSDART00000181710.1 CU633479.4 myosin-7-like [Source:NCBI gene;Acc:100329748] ENSDARP00000149749 ENSDARP00000149749.1
OG0000014 ENSDARG00000114818 Danio_rerio Cypriniformes Teleostei ENSDARG00000114818.1 ENSDART00000172073 ENSDART00000172073.2 CU633479.5 NA ENSDARP00000145835 ENSDARP00000145835.1
OG0000014 ENSDARG00000115916 Danio_rerio Cypriniformes Teleostei ENSDARG00000115916.1 ENSDART00000188077 ENSDART00000188077.1 smyhc1 slow myosin heavy chain 1 [Source:ZFIN;Acc:ZDB-GENE-030131-271] ENSDARP00000149625 ENSDARP00000149625.1
OG0000014 ENSDARG00000115916 Danio_rerio Cypriniformes Teleostei ENSDARG00000115916.1 ENSDART00000184976 ENSDART00000184976.1 smyhc1 slow myosin heavy chain 1 [Source:ZFIN;Acc:ZDB-GENE-030131-271] ENSDARP00000147115 ENSDARP00000147115.1
OG0000014 ENSDARG00000116413 Danio_rerio Cypriniformes Teleostei ENSDARG00000116413.1 ENSDART00000191252 ENSDART00000191252.1 smyhc3 slow myosin heavy chain 3 [Source:ZFIN;Acc:ZDB-GENE-080930-1] ENSDARP00000149903 ENSDARP00000149903.1
OG0000014 ENSDARG00000116413 Danio_rerio Cypriniformes Teleostei ENSDARG00000116413.1 ENSDART00000183411 ENSDART00000183411.1 smyhc3 slow myosin heavy chain 3 [Source:ZFIN;Acc:ZDB-GENE-080930-1] ENSDARP00000151247 ENSDARP00000151247.1
OG0000014 ENSDARG00000116413 Danio_rerio Cypriniformes Teleostei ENSDARG00000116413.1 ENSDART00000189555 ENSDART00000189555.1 smyhc3 slow myosin heavy chain 3 [Source:ZFIN;Acc:ZDB-GENE-080930-1] ENSDARP00000145917 ENSDARP00000145917.1
OG0000015 ENSDARG00000025783 Danio_rerio Cypriniformes Teleostei ENSDARG00000025783.10 ENSDART00000166030 ENSDART00000166030.2 si:ch211-125e6.11 si:ch211-125e6.11 [Source:ZFIN;Acc:ZDB-GENE-070912-35] ENSDARP00000134352 ENSDARP00000134352.2
OG0000015 ENSDARG00000025783 Danio_rerio Cypriniformes Teleostei ENSDARG00000025783.10 ENSDART00000055897 ENSDART00000055897.6 si:ch211-125e6.11 si:ch211-125e6.11 [Source:ZFIN;Acc:ZDB-GENE-070912-35] ENSDARP00000055896 ENSDARP00000055896.5
OG0000015 ENSDARG00000038321 Danio_rerio Cypriniformes Teleostei ENSDARG00000038321.8 ENSDART00000100918 ENSDART00000100918.6 zgc:172053 zgc:172053 [Source:ZFIN;Acc:ZDB-GENE-080219-25] ENSDARP00000091691 ENSDARP00000091691.4
OG0000015 ENSDARG00000038321 Danio_rerio Cypriniformes Teleostei ENSDARG00000038321.8 ENSDART00000165748 ENSDART00000165748.2 zgc:172053 zgc:172053 [Source:ZFIN;Acc:ZDB-GENE-080219-25] ENSDARP00000132864 ENSDARP00000132864.1
OG0000015 ENSDARG00000041248 Danio_rerio Cypriniformes Teleostei ENSDARG00000041248.10 ENSDART00000152934 ENSDART00000152934.3 si:dkey-241l7.6 si:dkey-241l7.6 [Source:ZFIN;Acc:ZDB-GENE-041014-235] ENSDARP00000127254 ENSDARP00000127254.1
OG0000015 ENSDARG00000041248 Danio_rerio Cypriniformes Teleostei ENSDARG00000041248.10 ENSDART00000152979 ENSDART00000152979.2 si:dkey-241l7.6 si:dkey-241l7.6 [Source:ZFIN;Acc:ZDB-GENE-041014-235] NA NA
OG0000015 ENSDARG00000041248 Danio_rerio Cypriniformes Teleostei ENSDARG00000041248.10 ENSDART00000060466 ENSDART00000060466.7 si:dkey-241l7.6 si:dkey-241l7.6 [Source:ZFIN;Acc:ZDB-GENE-041014-235] ENSDARP00000060465 ENSDARP00000060465.5
OG0000015 ENSDARG00000051993 Danio_rerio Cypriniformes Teleostei ENSDARG00000051993.8 ENSDART00000073717 ENSDART00000073717.6 si:dkey-9i23.4 si:dkey-9i23.4 [Source:ZFIN;Acc:ZDB-GENE-090313-363] ENSDARP00000068207 ENSDARP00000068207.5
OG0000015 ENSDARG00000051993 Danio_rerio Cypriniformes Teleostei ENSDARG00000051993.8 ENSDART00000146718 ENSDART00000146718.2 si:dkey-9i23.4 si:dkey-9i23.4 [Source:ZFIN;Acc:ZDB-GENE-090313-363] NA NA
OG0000015 ENSDARG00000055833 Danio_rerio Cypriniformes Teleostei ENSDARG00000055833.5 ENSDART00000110066 ENSDART00000110066.3 lectin lectin [Source:ZFIN;Acc:ZDB-GENE-070912-438] ENSDARP00000102618 ENSDARP00000102618.2
OG0000015 ENSDARG00000055833 Danio_rerio Cypriniformes Teleostei ENSDARG00000055833.5 ENSDART00000138871 ENSDART00000138871.3 lectin lectin [Source:ZFIN;Acc:ZDB-GENE-070912-438] ENSDARP00000122076 ENSDARP00000122076.1
OG0000015 ENSDARG00000069381 Danio_rerio Cypriniformes Teleostei ENSDARG00000069381.6 ENSDART00000048550 ENSDART00000048550.8 si:ch211-125e6.5 si:ch211-125e6.5 [Source:ZFIN;Acc:ZDB-GENE-070912-39] ENSDARP00000048549 ENSDARP00000048549.6
OG0000015 ENSDARG00000069381 Danio_rerio Cypriniformes Teleostei ENSDARG00000069381.6 ENSDART00000161182 ENSDART00000161182.2 si:ch211-125e6.5 si:ch211-125e6.5 [Source:ZFIN;Acc:ZDB-GENE-070912-39] ENSDARP00000137030 ENSDARP00000137030.1
OG0000015 ENSDARG00000076122 Danio_rerio Cypriniformes Teleostei ENSDARG00000076122.5 ENSDART00000137862 ENSDART00000137862.2 si:ch211-160b11.4 si:ch211-160b11.4 [Source:ZFIN;Acc:ZDB-GENE-081104-142] ENSDARP00000119287 ENSDARP00000119287.1
OG0000015 ENSDARG00000079043 Danio_rerio Cypriniformes Teleostei ENSDARG00000079043.5 ENSDART00000143719 ENSDART00000143719.3 si:dkeyp-75b4.10 si:dkeyp-75b4.10 [Source:ZFIN;Acc:ZDB-GENE-090313-394] ENSDARP00000122934 ENSDARP00000122934.1
OG0000015 ENSDARG00000079043 Danio_rerio Cypriniformes Teleostei ENSDARG00000079043.5 ENSDART00000110749 ENSDART00000110749.4 si:dkeyp-75b4.10 si:dkeyp-75b4.10 [Source:ZFIN;Acc:ZDB-GENE-090313-394] ENSDARP00000102128 ENSDARP00000102128.2
OG0000015 ENSDARG00000086956 Danio_rerio Cypriniformes Teleostei ENSDARG00000086956.6 ENSDART00000060458 ENSDART00000060458.8 si:dkey-241l7.3 si:dkey-241l7.3 [Source:ZFIN;Acc:ZDB-GENE-041014-239] ENSDARP00000060457 ENSDARP00000060457.5
OG0000015 ENSDARG00000086956 Danio_rerio Cypriniformes Teleostei ENSDARG00000086956.6 ENSDART00000153400 ENSDART00000153400.3 si:dkey-241l7.3 si:dkey-241l7.3 [Source:ZFIN;Acc:ZDB-GENE-041014-239] ENSDARP00000127402 ENSDARP00000127402.1
OG0000015 ENSDARG00000086956 Danio_rerio Cypriniformes Teleostei ENSDARG00000086956.6 ENSDART00000152961 ENSDART00000152961.2 si:dkey-241l7.3 si:dkey-241l7.3 [Source:ZFIN;Acc:ZDB-GENE-041014-239] ENSDARP00000127264 ENSDARP00000127264.1
OG0000015 ENSDARG00000088989 Danio_rerio Cypriniformes Teleostei ENSDARG00000088989.5 ENSDART00000152894 ENSDART00000152894.2 si:dkey-241l7.5 si:dkey-241l7.5 [Source:ZFIN;Acc:ZDB-GENE-041014-237] ENSDARP00000127453 ENSDARP00000127453.1
OG0000015 ENSDARG00000088989 Danio_rerio Cypriniformes Teleostei ENSDARG00000088989.5 ENSDART00000123026 ENSDART00000123026.4 si:dkey-241l7.5 si:dkey-241l7.5 [Source:ZFIN;Acc:ZDB-GENE-041014-237] ENSDARP00000107173 ENSDARP00000107173.2
OG0000015 ENSDARG00000089478 Danio_rerio Cypriniformes Teleostei ENSDARG00000089478.5 ENSDART00000130767 ENSDART00000130767.4 si:dkey-241l7.4 si:dkey-241l7.4 [Source:ZFIN;Acc:ZDB-GENE-041014-238] ENSDARP00000109765 ENSDARP00000109765.2
OG0000015 ENSDARG00000089478 Danio_rerio Cypriniformes Teleostei ENSDARG00000089478.5 ENSDART00000152871 ENSDART00000152871.2 si:dkey-241l7.4 si:dkey-241l7.4 [Source:ZFIN;Acc:ZDB-GENE-041014-238] ENSDARP00000127261 ENSDARP00000127261.1
OG0000015 ENSDARG00000089478 Danio_rerio Cypriniformes Teleostei ENSDARG00000089478.5 ENSDART00000183562 ENSDART00000183562.1 si:dkey-241l7.4 si:dkey-241l7.4 [Source:ZFIN;Acc:ZDB-GENE-041014-238] ENSDARP00000156653 ENSDARP00000156653.1
OG0000015 ENSDARG00000092090 Danio_rerio Cypriniformes Teleostei ENSDARG00000092090.3 ENSDART00000134029 ENSDART00000134029.3 si:ch211-125e6.12 si:ch211-125e6.12 [Source:ZFIN;Acc:ZDB-GENE-070912-36] ENSDARP00000121314 ENSDARP00000121314.1
OG0000015 ENSDARG00000092090 Danio_rerio Cypriniformes Teleostei ENSDARG00000092090.3 ENSDART00000053061 ENSDART00000053061.6 si:ch211-125e6.12 si:ch211-125e6.12 [Source:ZFIN;Acc:ZDB-GENE-070912-36] ENSDARP00000053060 ENSDARP00000053060.4
OG0000015 ENSDARG00000092459 Danio_rerio Cypriniformes Teleostei ENSDARG00000092459.3 ENSDART00000145895 ENSDART00000145895.2 si:dkey-9i23.5 si:dkey-9i23.5 [Source:ZFIN;Acc:ZDB-GENE-090313-364] ENSDARP00000121744 ENSDARP00000121744.1
OG0000015 ENSDARG00000094183 Danio_rerio Cypriniformes Teleostei ENSDARG00000094183.3 ENSDART00000135387 ENSDART00000135387.2 si:ch211-125e6.14 si:ch211-125e6.14 [Source:ZFIN;Acc:ZDB-GENE-070912-38] ENSDARP00000115611 ENSDARP00000115611.1
OG0000015 ENSDARG00000094370 Danio_rerio Cypriniformes Teleostei ENSDARG00000094370.4 ENSDART00000100893 ENSDART00000100893.6 si:ch211-125e6.13 si:ch211-125e6.13 [Source:ZFIN;Acc:ZDB-GENE-070912-37] ENSDARP00000091666 ENSDARP00000091666.4
OG0000015 ENSDARG00000094370 Danio_rerio Cypriniformes Teleostei ENSDARG00000094370.4 ENSDART00000113451 ENSDART00000113451.4 si:ch211-125e6.13 si:ch211-125e6.13 [Source:ZFIN;Acc:ZDB-GENE-070912-37] ENSDARP00000103979 ENSDARP00000103979.3
OG0000015 ENSDARG00000105335 Danio_rerio Cypriniformes Teleostei ENSDARG00000105335.2 ENSDART00000173226 ENSDART00000173226.2 si:dkey-241l7.2 si:dkey-241l7.2 [Source:ZFIN;Acc:ZDB-GENE-041014-240] ENSDARP00000142290 ENSDARP00000142290.1
OG0000015 ENSDARG00000105335 Danio_rerio Cypriniformes Teleostei ENSDARG00000105335.2 ENSDART00000173317 ENSDART00000173317.2 si:dkey-241l7.2 si:dkey-241l7.2 [Source:ZFIN;Acc:ZDB-GENE-041014-240] ENSDARP00000142094 ENSDARP00000142094.1
OG0000015 ENSDARG00000105335 Danio_rerio Cypriniformes Teleostei ENSDARG00000105335.2 ENSDART00000173215 ENSDART00000173215.2 si:dkey-241l7.2 si:dkey-241l7.2 [Source:ZFIN;Acc:ZDB-GENE-041014-240] ENSDARP00000142226 ENSDARP00000142226.1
OG0000015 ENSDARG00000115642 Danio_rerio Cypriniformes Teleostei ENSDARG00000115642.1 ENSDART00000184702 ENSDART00000184702.1 BX511259.2 NA ENSDARP00000152259 ENSDARP00000152259.1
OG0000017 ENSDARG00000068996 Danio_rerio Cypriniformes Teleostei ENSDARG00000068996.4 ENSDART00000055913 ENSDART00000055913.6 hist2h2l histone 2, H2, like [Source:NCBI gene;Acc:386920] ENSDARP00000055912 ENSDARP00000055912.4
OG0000017 ENSDARG00000070289 Danio_rerio Cypriniformes Teleostei ENSDARG00000070289.5 ENSDART00000152388 ENSDART00000152388.2 si:ch211-113a14.22 si:ch211-113a14.22 [Source:ZFIN;Acc:ZDB-GENE-121214-203] ENSDARP00000126757 ENSDARP00000126757.1
OG0000017 ENSDARG00000070297 Danio_rerio Cypriniformes Teleostei ENSDARG00000070297.5 ENSDART00000152766 ENSDART00000152766.2 CR354435.1 si:ch211-113a14.28 [Source:NCBI gene;Acc:561322] ENSDARP00000127042 ENSDARP00000127042.1
OG0000017 ENSDARG00000075482 Danio_rerio Cypriniformes Teleostei ENSDARG00000075482.3 ENSDART00000109316 ENSDART00000109316.3 zgc:173587 zgc:173587 [Source:ZFIN;Acc:ZDB-GENE-071004-56] ENSDARP00000101525 ENSDARP00000101525.2
OG0000017 ENSDARG00000078941 Danio_rerio Cypriniformes Teleostei ENSDARG00000078941.4 ENSDART00000114598 ENSDART00000114598.4 ano9a anoctamin 9a [Source:ZFIN;Acc:ZDB-GENE-071004-46] ENSDARP00000102775 ENSDARP00000102775.2
OG0000017 ENSDARG00000088276 Danio_rerio Cypriniformes Teleostei ENSDARG00000088276.4 ENSDART00000143995 ENSDART00000143995.2 H2BK1 si:ch211-190p8.2 [Source:ZFIN;Acc:ZDB-GENE-070424-145] ENSDARP00000118326 ENSDARP00000118326.1
OG0000017 ENSDARG00000089039 Danio_rerio Cypriniformes Teleostei ENSDARG00000089039.3 ENSDART00000109751 ENSDART00000109751.4 zgc:173585 zgc:173585 [Source:ZFIN;Acc:ZDB-GENE-070822-26] ENSDARP00000099813 ENSDARP00000099813.2
OG0000017 ENSDARG00000091728 Danio_rerio Cypriniformes Teleostei ENSDARG00000091728.4 ENSDART00000126590 ENSDART00000126590.3 zgc:114046 zgc:114046 [Source:ZFIN;Acc:ZDB-GENE-050320-24] ENSDARP00000111194 ENSDARP00000111194.3
OG0000017 ENSDARG00000091728 Danio_rerio Cypriniformes Teleostei ENSDARG00000091728.4 ENSDART00000156508 ENSDART00000156508.2 zgc:114046 zgc:114046 [Source:ZFIN;Acc:ZDB-GENE-050320-24] ENSDARP00000127763 ENSDARP00000127763.1
OG0000017 ENSDARG00000099514 Danio_rerio Cypriniformes Teleostei ENSDARG00000099514.3 ENSDART00000173160 ENSDART00000173160.2 zgc:112234 zgc:112234 [Source:NCBI gene;Acc:554097] ENSDARP00000142138 ENSDARP00000142138.1
OG0000017 ENSDARG00000100259 Danio_rerio Cypriniformes Teleostei ENSDARG00000100259.3 ENSDART00000111053 ENSDART00000111053.4 zgc:171759 zgc:171759 [Source:ZFIN;Acc:ZDB-GENE-071004-32] ENSDARP00000103937 ENSDARP00000103937.2
OG0000017 ENSDARG00000102806 Danio_rerio Cypriniformes Teleostei ENSDARG00000102806.3 ENSDART00000145370 ENSDART00000145370.4 zgc:112234 zgc:112234 [Source:NCBI gene;Acc:554097] ENSDARP00000116739 ENSDARP00000116739.2
OG0000017 ENSDARG00000104501 Danio_rerio Cypriniformes Teleostei ENSDARG00000104501.2 ENSDART00000169756 ENSDART00000169756.2 FP236812.1 histone H2B 1/2 [Source:NCBI gene;Acc:100329560] ENSDARP00000139362 ENSDARP00000139362.1
OG0000017 ENSDARG00000104588 Danio_rerio Cypriniformes Teleostei ENSDARG00000104588.3 ENSDART00000159542 ENSDART00000159542.3 zgc:112234 zgc:112234 [Source:NCBI gene;Acc:554097] ENSDARP00000135716 ENSDARP00000135716.1
OG0000017 ENSDARG00000105340 Danio_rerio Cypriniformes Teleostei ENSDARG00000105340.2 ENSDART00000173413 ENSDART00000173413.2 zgc:112234 zgc:112234 [Source:NCBI gene;Acc:554097] ENSDARP00000142329 ENSDARP00000142329.1
OG0000017 ENSDARG00000105384 Danio_rerio Cypriniformes Teleostei ENSDARG00000105384.2 ENSDART00000172790 ENSDART00000172790.2 si:dkey-23a13.22 si:dkey-23a13.22 [Source:ZFIN;Acc:ZDB-GENE-160113-78] ENSDARP00000142232 ENSDARP00000142232.1
OG0000017 ENSDARG00000105393 Danio_rerio Cypriniformes Teleostei ENSDARG00000105393.2 ENSDART00000173158 ENSDART00000173158.2 zgc:112234 zgc:112234 [Source:NCBI gene;Acc:554097] ENSDARP00000142103 ENSDARP00000142103.1
OG0000017 ENSDARG00000105397 Danio_rerio Cypriniformes Teleostei ENSDARG00000105397.2 ENSDART00000173232 ENSDART00000173232.2 si:ch211-113a14.22 si:ch211-113a14.22 [Source:ZFIN;Acc:ZDB-GENE-121214-203] ENSDARP00000142583 ENSDARP00000142583.1
OG0000017 ENSDARG00000105414 Danio_rerio Cypriniformes Teleostei ENSDARG00000105414.2 ENSDART00000173332 ENSDART00000173332.2 zgc:112234 zgc:112234 [Source:NCBI gene;Acc:554097] ENSDARP00000142542 ENSDARP00000142542.1
OG0000017 ENSDARG00000105468 Danio_rerio Cypriniformes Teleostei ENSDARG00000105468.2 ENSDART00000173426 ENSDART00000173426.2 zgc:112234 zgc:112234 [Source:NCBI gene;Acc:554097] ENSDARP00000142187 ENSDARP00000142187.1
OG0000017 ENSDARG00000105483 Danio_rerio Cypriniformes Teleostei ENSDARG00000105483.2 ENSDART00000173010 ENSDART00000173010.2 zgc:112234 zgc:112234 [Source:NCBI gene;Acc:554097] ENSDARP00000142288 ENSDARP00000142288.1
OG0000017 ENSDARG00000105507 Danio_rerio Cypriniformes Teleostei ENSDARG00000105507.2 ENSDART00000173138 ENSDART00000173138.2 zgc:112234 zgc:112234 [Source:NCBI gene;Acc:554097] ENSDARP00000142243 ENSDARP00000142243.1
OG0000017 ENSDARG00000109370 Danio_rerio Cypriniformes Teleostei ENSDARG00000109370.1 ENSDART00000155850 ENSDART00000155850.2 hist1h2ba histone cluster 1, H2ba [Source:ZFIN;Acc:ZDB-GENE-131127-89] ENSDARP00000129172 ENSDARP00000129172.1
OG0000017 ENSDARG00000109737 Danio_rerio Cypriniformes Teleostei ENSDARG00000109737.1 ENSDART00000184379 ENSDART00000184379.1 zgc:171759 zgc:171759 [Source:ZFIN;Acc:ZDB-GENE-071004-32] ENSDARP00000146810 ENSDARP00000146810.1
OG0000017 ENSDARG00000111934 Danio_rerio Cypriniformes Teleostei ENSDARG00000111934.1 ENSDART00000156838 ENSDART00000156838.2 zgc:112234 zgc:112234 [Source:NCBI gene;Acc:554097] ENSDARP00000128269 ENSDARP00000128269.1
OG0000017 ENSDARG00000111964 Danio_rerio Cypriniformes Teleostei ENSDARG00000111964.1 ENSDART00000186828 ENSDART00000186828.1 zgc:171759 zgc:171759 [Source:ZFIN;Acc:ZDB-GENE-071004-32] ENSDARP00000147719 ENSDARP00000147719.1
OG0000017 ENSDARG00000112150 Danio_rerio Cypriniformes Teleostei ENSDARG00000112150.1 ENSDART00000186233 ENSDART00000186233.1 hist2h2l histone 2, H2, like [Source:NCBI gene;Acc:386920] ENSDARP00000156959 ENSDARP00000156959.1
OG0000017 ENSDARG00000112561 Danio_rerio Cypriniformes Teleostei ENSDARG00000112561.1 ENSDART00000157206 ENSDART00000157206.2 si:dkey-108k21.11 si:dkey-108k21.11 [Source:ZFIN;Acc:ZDB-GENE-131127-105] ENSDARP00000129570 ENSDARP00000129570.1
OG0000017 ENSDARG00000114125 Danio_rerio Cypriniformes Teleostei ENSDARG00000114125.1 ENSDART00000157137 ENSDART00000157137.2 si:dkey-261m9.19 si:dkey-261m9.19 [Source:ZFIN;Acc:ZDB-GENE-131121-76] ENSDARP00000128277 ENSDARP00000128277.1
OG0000017 ENSDARG00000114180 Danio_rerio Cypriniformes Teleostei ENSDARG00000114180.1 ENSDART00000190053 ENSDART00000190053.1 FP236812.2 histone H2B 1/2 [Source:NCBI gene;Acc:100334869] ENSDARP00000151365 ENSDARP00000151365.1
OG0000017 ENSDARG00000114195 Danio_rerio Cypriniformes Teleostei ENSDARG00000114195.1 ENSDART00000183481 ENSDART00000183481.1 zgc:171759 zgc:171759 [Source:ZFIN;Acc:ZDB-GENE-071004-32] ENSDARP00000152475 ENSDARP00000152475.1
OG0000017 ENSDARG00000114405 Danio_rerio Cypriniformes Teleostei ENSDARG00000114405.1 ENSDART00000073457 ENSDART00000073457.5 zgc:194989 zgc:194989 [Source:ZFIN;Acc:ZDB-GENE-080723-3] ENSDARP00000067948 ENSDARP00000067948.4
OG0000017 ENSDARG00000114405 Danio_rerio Cypriniformes Teleostei ENSDARG00000114405.1 ENSDART00000180682 ENSDART00000180682.1 zgc:194989 zgc:194989 [Source:ZFIN;Acc:ZDB-GENE-080723-3] ENSDARP00000145397 ENSDARP00000145397.1
OG0000017 ENSDARG00000114895 Danio_rerio Cypriniformes Teleostei ENSDARG00000114895.1 ENSDART00000152449 ENSDART00000152449.2 si:ch211-113a14.22 si:ch211-113a14.22 [Source:ZFIN;Acc:ZDB-GENE-121214-203] ENSDARP00000126726 ENSDARP00000126726.1
OG0000017 ENSDARG00000115938 Danio_rerio Cypriniformes Teleostei ENSDARG00000115938.1 ENSDART00000128017 ENSDART00000128017.2 zgc:171759 zgc:171759 [Source:ZFIN;Acc:ZDB-GENE-071004-32] ENSDARP00000107702 ENSDARP00000107702.1
OG0000017 ENSDARG00000116654 Danio_rerio Cypriniformes Teleostei ENSDARG00000116654.1 ENSDART00000154377 ENSDART00000154377.2 NA si:dkey-261m9.6 [Source:ZFIN;Acc:ZDB-GENE-131127-103] ENSDARP00000129663 ENSDARP00000129663.1
OG0000018 ENSDARG00000029406 Danio_rerio Cypriniformes Teleostei ENSDARG00000029406.4 ENSDART00000040328 ENSDART00000040328.4 h2ax H2A.X variant histone [Source:NCBI gene;Acc:394048] ENSDARP00000040327 ENSDARP00000040327.2
OG0000018 ENSDARG00000051736 Danio_rerio Cypriniformes Teleostei ENSDARG00000051736.3 ENSDART00000073404 ENSDART00000073404.3 hist1h2a4 histone cluster 1 H2A family member 4 [Source:ZFIN;Acc:ZDB-GENE-050731-6] ENSDARP00000067895 ENSDARP00000067895.1
OG0000018 ENSDARG00000068995 Danio_rerio Cypriniformes Teleostei ENSDARG00000068995.5 ENSDART00000100022 ENSDART00000100022.5 h2ax1 H2A.X variant histone family member 1 [Source:ZFIN;Acc:ZDB-GENE-041010-42] ENSDARP00000090794 ENSDARP00000090794.3
OG0000018 ENSDARG00000070280 Danio_rerio Cypriniformes Teleostei ENSDARG00000070280.3 ENSDART00000103006 ENSDART00000103006.3 hist1h2a3 histone cluster 1 H2A family member 3 [Source:ZFIN;Acc:ZDB-GENE-070822-28] ENSDARP00000093780 ENSDARP00000093780.2
OG0000018 ENSDARG00000086552 Danio_rerio Cypriniformes Teleostei ENSDARG00000086552.4 ENSDART00000172787 ENSDART00000172787.2 hist1h2a11 histone cluster 1 H2A family member 11 [Source:ZFIN;Acc:ZDB-GENE-081205-1] ENSDARP00000142331 ENSDARP00000142331.1
OG0000018 ENSDARG00000088686 Danio_rerio Cypriniformes Teleostei ENSDARG00000088686.3 ENSDART00000172847 ENSDART00000172847.2 hist1h2a11 histone cluster 1 H2A family member 11 [Source:ZFIN;Acc:ZDB-GENE-081205-1] ENSDARP00000142422 ENSDARP00000142422.1
OG0000018 ENSDARG00000098595 Danio_rerio Cypriniformes Teleostei ENSDARG00000098595.3 ENSDART00000173212 ENSDART00000173212.2 hist1h2a11 histone cluster 1 H2A family member 11 [Source:ZFIN;Acc:ZDB-GENE-081205-1] ENSDARP00000142141 ENSDARP00000142141.1
OG0000018 ENSDARG00000098739 Danio_rerio Cypriniformes Teleostei ENSDARG00000098739.2 ENSDART00000159861 ENSDART00000159861.2 h2af1al H2A histone family member 1a like [Source:NCBI gene;Acc:100332229] ENSDARP00000137682 ENSDARP00000137682.1
OG0000018 ENSDARG00000099123 Danio_rerio Cypriniformes Teleostei ENSDARG00000099123.3 ENSDART00000170763 ENSDART00000170763.3 CU459186.2 histone cluster 1 H2A family member 7 [Source:NCBI gene;Acc:100006331] ENSDARP00000134092 ENSDARP00000134092.1
OG0000018 ENSDARG00000100024 Danio_rerio Cypriniformes Teleostei ENSDARG00000100024.3 ENSDART00000173446 ENSDART00000173446.2 hist1h2a6 histone cluster 1 H2A family member 6 [Source:ZFIN;Acc:ZDB-GENE-030131-6292] ENSDARP00000142091 ENSDARP00000142091.1
OG0000018 ENSDARG00000100279 Danio_rerio Cypriniformes Teleostei ENSDARG00000100279.3 ENSDART00000172898 ENSDART00000172898.2 CU457819.1 si:ch73-368j24.13 [Source:NCBI gene;Acc:100000574] ENSDARP00000142535 ENSDARP00000142535.1
OG0000018 ENSDARG00000100906 Danio_rerio Cypriniformes Teleostei ENSDARG00000100906.3 ENSDART00000123660 ENSDART00000123660.4 hist1h2a11 histone cluster 1 H2A family member 11 [Source:ZFIN;Acc:ZDB-GENE-081205-1] ENSDARP00000108828 ENSDARP00000108828.2
OG0000018 ENSDARG00000103015 Danio_rerio Cypriniformes Teleostei ENSDARG00000103015.3 ENSDART00000130760 ENSDART00000130760.4 hist1h2a2 histone cluster 1 H2A family member 2 [Source:ZFIN;Acc:ZDB-GENE-050522-93] ENSDARP00000106877 ENSDARP00000106877.1
OG0000018 ENSDARG00000105314 Danio_rerio Cypriniformes Teleostei ENSDARG00000105314.2 ENSDART00000173404 ENSDART00000173404.2 CU459186.5 si:dkey-23a13.6 [Source:NCBI gene;Acc:103908687] ENSDARP00000142493 ENSDARP00000142493.1
OG0000018 ENSDARG00000105366 Danio_rerio Cypriniformes Teleostei ENSDARG00000105366.2 ENSDART00000172831 ENSDART00000172831.2 hist1h2a10 histone cluster 1 H2A family member 10 [Source:ZFIN;Acc:ZDB-GENE-131127-92] ENSDARP00000142617 ENSDARP00000142617.1
OG0000018 ENSDARG00000105400 Danio_rerio Cypriniformes Teleostei ENSDARG00000105400.2 ENSDART00000129239 ENSDART00000129239.3 CU457819.3 si:ch73-368j24.14 [Source:NCBI gene;Acc:100000783] ENSDARP00000108417 ENSDARP00000108417.1
OG0000018 ENSDARG00000105444 Danio_rerio Cypriniformes Teleostei ENSDARG00000105444.2 ENSDART00000147978 ENSDART00000147978.3 hist1h2a11 histone cluster 1 H2A family member 11 [Source:ZFIN;Acc:ZDB-GENE-081205-1] ENSDARP00000123619 ENSDARP00000123619.2
OG0000018 ENSDARG00000105478 Danio_rerio Cypriniformes Teleostei ENSDARG00000105478.2 ENSDART00000173199 ENSDART00000173199.2 si:ch1073-153i20.5 si:ch1073-153i20.5 [Source:ZFIN;Acc:ZDB-GENE-160113-104] ENSDARP00000142451 ENSDARP00000142451.1
OG0000018 ENSDARG00000109458 Danio_rerio Cypriniformes Teleostei ENSDARG00000109458.1 ENSDART00000073402 ENSDART00000073402.3 hist1h2a1 histone cluster 1 H2A family member1 [Source:ZFIN;Acc:ZDB-GENE-121214-150] ENSDARP00000067893 ENSDARP00000067893.2
OG0000018 ENSDARG00000109755 Danio_rerio Cypriniformes Teleostei ENSDARG00000109755.1 ENSDART00000185669 ENSDART00000185669.1 hist1h2a3 histone cluster 1 H2A family member 3 [Source:ZFIN;Acc:ZDB-GENE-070822-28] ENSDARP00000153252 ENSDARP00000153252.1
OG0000018 ENSDARG00000109926 Danio_rerio Cypriniformes Teleostei ENSDARG00000109926.1 ENSDART00000181793 ENSDART00000181793.1 si:ch211-113a14.19 si:ch211-113a14.19 [Source:ZFIN;Acc:ZDB-GENE-121214-198] ENSDARP00000153829 ENSDARP00000153829.1
OG0000018 ENSDARG00000110429 Danio_rerio Cypriniformes Teleostei ENSDARG00000110429.1 ENSDART00000192552 ENSDART00000192552.1 h2ax1 H2A.X variant histone family member 1 [Source:ZFIN;Acc:ZDB-GENE-041010-42] ENSDARP00000149636 ENSDARP00000149636.1
OG0000018 ENSDARG00000110809 Danio_rerio Cypriniformes Teleostei ENSDARG00000110809.1 ENSDART00000190174 ENSDART00000190174.1 hist1h2a3 histone cluster 1 H2A family member 3 [Source:ZFIN;Acc:ZDB-GENE-070822-28] ENSDARP00000149918 ENSDARP00000149918.1
OG0000018 ENSDARG00000111536 Danio_rerio Cypriniformes Teleostei ENSDARG00000111536.1 ENSDART00000190100 ENSDART00000190100.1 si:ch211-113a14.19 si:ch211-113a14.19 [Source:ZFIN;Acc:ZDB-GENE-121214-198] ENSDARP00000157374 ENSDARP00000157374.1
OG0000018 ENSDARG00000111648 Danio_rerio Cypriniformes Teleostei ENSDARG00000111648.1 ENSDART00000186079 ENSDART00000186079.1 hist1h2a3 histone cluster 1 H2A family member 3 [Source:ZFIN;Acc:ZDB-GENE-070822-28] ENSDARP00000147987 ENSDARP00000147987.1
OG0000018 ENSDARG00000112593 Danio_rerio Cypriniformes Teleostei ENSDARG00000112593.1 ENSDART00000188505 ENSDART00000188505.1 hist1h2a3 histone cluster 1 H2A family member 3 [Source:ZFIN;Acc:ZDB-GENE-070822-28] ENSDARP00000147435 ENSDARP00000147435.1
OG0000018 ENSDARG00000112840 Danio_rerio Cypriniformes Teleostei ENSDARG00000112840.1 ENSDART00000099859 ENSDART00000099859.4 hist1h2a10 histone cluster 1 H2A family member 10 [Source:ZFIN;Acc:ZDB-GENE-131127-92] ENSDARP00000090632 ENSDARP00000090632.3
OG0000018 ENSDARG00000113399 Danio_rerio Cypriniformes Teleostei ENSDARG00000113399.1 ENSDART00000125128 ENSDART00000125128.2 FP236630.1 histone cluster 1 H2A family member 9 [Source:NCBI gene;Acc:100334621] ENSDARP00000112301 ENSDARP00000112301.1
OG0000018 ENSDARG00000113481 Danio_rerio Cypriniformes Teleostei ENSDARG00000113481.1 ENSDART00000129969 ENSDART00000129969.2 si:ch211-113a14.19 si:ch211-113a14.19 [Source:ZFIN;Acc:ZDB-GENE-121214-198] ENSDARP00000104630 ENSDARP00000104630.1
OG0000018 ENSDARG00000113707 Danio_rerio Cypriniformes Teleostei ENSDARG00000113707.1 ENSDART00000181344 ENSDART00000181344.1 si:ch211-113a14.19 si:ch211-113a14.19 [Source:ZFIN;Acc:ZDB-GENE-121214-198] ENSDARP00000152713 ENSDARP00000152713.1
OG0000018 ENSDARG00000113800 Danio_rerio Cypriniformes Teleostei ENSDARG00000113800.1 ENSDART00000155060 ENSDART00000155060.2 si:dkey-108k21.19 si:dkey-108k21.19 [Source:ZFIN;Acc:ZDB-GENE-131121-75] ENSDARP00000128298 ENSDARP00000128298.1
OG0000018 ENSDARG00000114133 Danio_rerio Cypriniformes Teleostei ENSDARG00000114133.1 ENSDART00000114908 ENSDART00000114908.3 hist1h2a5 histone cluster 1 H2A family member 5 [Source:ZFIN;Acc:ZDB-GENE-131121-77] ENSDARP00000104399 ENSDARP00000104399.2
OG0000018 ENSDARG00000115875 Danio_rerio Cypriniformes Teleostei ENSDARG00000115875.1 ENSDART00000188079 ENSDART00000188079.1 si:ch211-113a14.19 si:ch211-113a14.19 [Source:ZFIN;Acc:ZDB-GENE-121214-198] ENSDARP00000147040 ENSDARP00000147040.1
OG0000024 ENSDARG00000020504 Danio_rerio Cypriniformes Teleostei ENSDARG00000020504.9 ENSDART00000146211 ENSDART00000146211.2 h3f3b.1 H3 histone, family 3B.1 [Source:ZFIN;Acc:ZDB-GENE-050417-65] ENSDARP00000120344 ENSDARP00000120344.1
OG0000024 ENSDARG00000020504 Danio_rerio Cypriniformes Teleostei ENSDARG00000020504.9 ENSDART00000145937 ENSDART00000145937.2 h3f3b.1 H3 histone, family 3B.1 [Source:ZFIN;Acc:ZDB-GENE-050417-65] NA NA
OG0000024 ENSDARG00000020504 Danio_rerio Cypriniformes Teleostei ENSDARG00000020504.9 ENSDART00000192849 ENSDART00000192849.1 h3f3b.1 H3 histone, family 3B.1 [Source:ZFIN;Acc:ZDB-GENE-050417-65] ENSDARP00000154528 ENSDARP00000154528.1
OG0000024 ENSDARG00000033009 Danio_rerio Cypriniformes Teleostei ENSDARG00000033009.7 ENSDART00000193606 ENSDART00000193606.1 h3f3c H3 histone, family 3C [Source:ZFIN;Acc:ZDB-GENE-030131-8175] ENSDARP00000148220 ENSDARP00000148220.1
OG0000024 ENSDARG00000033009 Danio_rerio Cypriniformes Teleostei ENSDARG00000033009.7 ENSDART00000047269 ENSDART00000047269.7 h3f3c H3 histone, family 3C [Source:ZFIN;Acc:ZDB-GENE-030131-8175] ENSDARP00000047268 ENSDARP00000047268.5
OG0000024 ENSDARG00000045248 Danio_rerio Cypriniformes Teleostei ENSDARG00000045248.7 ENSDART00000137017 ENSDART00000137017.2 h3f3d H3 histone, family 3D [Source:ZFIN;Acc:ZDB-GENE-040426-1023] ENSDARP00000117879 ENSDARP00000117879.1
OG0000024 ENSDARG00000051737 Danio_rerio Cypriniformes Teleostei ENSDARG00000051737.2 ENSDART00000073405 ENSDART00000073405.2 NA zgc:173552 [Source:ZFIN;Acc:ZDB-GENE-080220-24] ENSDARP00000067896 ENSDARP00000067896.1
OG0000024 ENSDARG00000068434 Danio_rerio Cypriniformes Teleostei ENSDARG00000068434.6 ENSDART00000151600 ENSDART00000151600.2 h3f3b.1 H3 histone, family 3B.1 [Source:ZFIN;Acc:ZDB-GENE-050417-65] ENSDARP00000126130 ENSDARP00000126130.1
OG0000024 ENSDARG00000068436 Danio_rerio Cypriniformes Teleostei ENSDARG00000068436.5 ENSDART00000098982 ENSDART00000098982.4 si:ch1073-429i10.3 si:ch1073-429i10.3 [Source:ZFIN;Acc:ZDB-GENE-120214-5] ENSDARP00000089753 ENSDARP00000089753.2
OG0000024 ENSDARG00000068436 Danio_rerio Cypriniformes Teleostei ENSDARG00000068436.5 ENSDART00000151594 ENSDART00000151594.2 si:ch1073-429i10.3 si:ch1073-429i10.3 [Source:ZFIN;Acc:ZDB-GENE-120214-5] ENSDARP00000125972 ENSDARP00000125972.1
OG0000024 ENSDARG00000068941 Danio_rerio Cypriniformes Teleostei ENSDARG00000068941.4 ENSDART00000089844 ENSDART00000089844.5 zgc:113983 zgc:113983 [Source:ZFIN;Acc:ZDB-GENE-050626-58] ENSDARP00000084277 ENSDARP00000084277.3
OG0000024 ENSDARG00000094154 Danio_rerio Cypriniformes Teleostei ENSDARG00000094154.2 ENSDART00000133379 ENSDART00000133379.2 hist2h3c histone cluster 2, H3c [Source:ZFIN;Acc:ZDB-GENE-070424-8] ENSDARP00000112824 ENSDARP00000112824.1
OG0000024 ENSDARG00000098970 Danio_rerio Cypriniformes Teleostei ENSDARG00000098970.3 ENSDART00000160575 ENSDART00000160575.3 NA Histone H3.2 [Source:UniProtKB/Swiss-Prot;Acc:Q4QRF4] ENSDARP00000130595 ENSDARP00000130595.1
OG0000024 ENSDARG00000101720 Danio_rerio Cypriniformes Teleostei ENSDARG00000101720.3 ENSDART00000115062 ENSDART00000115062.5 CU459186.3 Histone H3.2 [Source:UniProtKB/Swiss-Prot;Acc:Q4QRF4] ENSDARP00000099321 ENSDARP00000099321.3
OG0000024 ENSDARG00000103819 Danio_rerio Cypriniformes Teleostei ENSDARG00000103819.3 ENSDART00000167099 ENSDART00000167099.3 NA Histone H3.2 [Source:UniProtKB/Swiss-Prot;Acc:Q4QRF4] ENSDARP00000139024 ENSDARP00000139024.1
OG0000024 ENSDARG00000105345 Danio_rerio Cypriniformes Teleostei ENSDARG00000105345.2 ENSDART00000161592 ENSDART00000161592.3 zgc:173552 zgc:173552 [Source:ZFIN;Acc:ZDB-GENE-080220-24] ENSDARP00000136534 ENSDARP00000136534.2
OG0000024 ENSDARG00000105359 Danio_rerio Cypriniformes Teleostei ENSDARG00000105359.2 ENSDART00000166041 ENSDART00000166041.3 FP325123.1 Histone H3.2 [Source:UniProtKB/Swiss-Prot;Acc:Q4QRF4] ENSDARP00000135695 ENSDARP00000135695.1
OG0000024 ENSDARG00000105374 Danio_rerio Cypriniformes Teleostei ENSDARG00000105374.2 ENSDART00000159524 ENSDART00000159524.3 CU457819.2 Histone H3.2 [Source:UniProtKB/Swiss-Prot;Acc:Q4QRF4] ENSDARP00000140767 ENSDARP00000140767.2
OG0000024 ENSDARG00000105418 Danio_rerio Cypriniformes Teleostei ENSDARG00000105418.2 ENSDART00000173349 ENSDART00000173349.2 CU457819.4 Histone H3.2 [Source:UniProtKB/Swiss-Prot;Acc:Q4QRF4] ENSDARP00000142515 ENSDARP00000142515.1
OG0000024 ENSDARG00000105459 Danio_rerio Cypriniformes Teleostei ENSDARG00000105459.2 ENSDART00000173032 ENSDART00000173032.2 NA Histone H3.2 [Source:UniProtKB/Swiss-Prot;Acc:Q4QRF4] ENSDARP00000142122 ENSDARP00000142122.1
OG0000024 ENSDARG00000105484 Danio_rerio Cypriniformes Teleostei ENSDARG00000105484.2 ENSDART00000172825 ENSDART00000172825.2 FP325123.2 Histone H3.2 [Source:UniProtKB/Swiss-Prot;Acc:Q4QRF4] ENSDARP00000142272 ENSDARP00000142272.1
OG0000024 ENSDARG00000105508 Danio_rerio Cypriniformes Teleostei ENSDARG00000105508.2 ENSDART00000173105 ENSDART00000173105.2 si:dkey-23a13.21 si:dkey-23a13.21 [Source:ZFIN;Acc:ZDB-GENE-160113-53] ENSDARP00000142201 ENSDARP00000142201.1
OG0000024 ENSDARG00000110909 Danio_rerio Cypriniformes Teleostei ENSDARG00000110909.1 ENSDART00000193414 ENSDART00000193414.1 zgc:173552 zgc:173552 [Source:ZFIN;Acc:ZDB-GENE-080220-24] ENSDARP00000154015 ENSDARP00000154015.1
OG0000024 ENSDARG00000111005 Danio_rerio Cypriniformes Teleostei ENSDARG00000111005.1 ENSDART00000188898 ENSDART00000188898.1 h3f3b.1 H3 histone, family 3B.1 [Source:ZFIN;Acc:ZDB-GENE-050417-65] ENSDARP00000157380 ENSDARP00000157380.1
OG0000024 ENSDARG00000111396 Danio_rerio Cypriniformes Teleostei ENSDARG00000111396.1 ENSDART00000152546 ENSDART00000152546.2 zgc:173552 zgc:173552 [Source:ZFIN;Acc:ZDB-GENE-080220-24] ENSDARP00000126796 ENSDARP00000126796.1
OG0000024 ENSDARG00000112131 Danio_rerio Cypriniformes Teleostei ENSDARG00000112131.1 ENSDART00000181917 ENSDART00000181917.1 zgc:173552 zgc:173552 [Source:ZFIN;Acc:ZDB-GENE-080220-24] ENSDARP00000155745 ENSDARP00000155745.1
OG0000024 ENSDARG00000112175 Danio_rerio Cypriniformes Teleostei ENSDARG00000112175.1 ENSDART00000186481 ENSDART00000186481.1 zgc:173552 zgc:173552 [Source:ZFIN;Acc:ZDB-GENE-080220-24] ENSDARP00000150137 ENSDARP00000150137.1
OG0000024 ENSDARG00000112375 Danio_rerio Cypriniformes Teleostei ENSDARG00000112375.1 ENSDART00000189008 ENSDART00000189008.1 CR762436.1 Histone H3.2 [Source:UniProtKB/Swiss-Prot;Acc:Q4QRF4] ENSDARP00000145961 ENSDARP00000145961.1
OG0000024 ENSDARG00000112647 Danio_rerio Cypriniformes Teleostei ENSDARG00000112647.1 ENSDART00000153747 ENSDART00000153747.2 si:dkey-108k21.24 si:dkey-108k21.24 [Source:ZFIN;Acc:ZDB-GENE-131121-40] ENSDARP00000127819 ENSDARP00000127819.1
OG0000024 ENSDARG00000112647 Danio_rerio Cypriniformes Teleostei ENSDARG00000112647.1 ENSDART00000180881 ENSDART00000180881.1 si:dkey-108k21.24 si:dkey-108k21.24 [Source:ZFIN;Acc:ZDB-GENE-131121-40] ENSDARP00000157586 ENSDARP00000157586.1
OG0000024 ENSDARG00000112967 Danio_rerio Cypriniformes Teleostei ENSDARG00000112967.1 ENSDART00000185379 ENSDART00000185379.1 NA si:dkey-261m9.8 [Source:NCBI gene;Acc:100329422] ENSDARP00000149802 ENSDARP00000149802.1
OG0000024 ENSDARG00000114169 Danio_rerio Cypriniformes Teleostei ENSDARG00000114169.1 ENSDART00000182484 ENSDART00000182484.1 CR354435.2 Histone H3.2 [Source:UniProtKB/Swiss-Prot;Acc:Q4QRF4] ENSDARP00000146454 ENSDARP00000146454.1
OG0000024 ENSDARG00000114334 Danio_rerio Cypriniformes Teleostei ENSDARG00000114334.1 ENSDART00000184101 ENSDART00000184101.1 NA zgc:173552 [Source:ZFIN;Acc:ZDB-GENE-080220-24] ENSDARP00000148343 ENSDARP00000148343.1
OG0000024 ENSDARG00000114370 Danio_rerio Cypriniformes Teleostei ENSDARG00000114370.1 ENSDART00000185663 ENSDART00000185663.1 FQ312024.1 si:ch73-36p18.2 [Source:NCBI gene;Acc:100334933] ENSDARP00000153520 ENSDARP00000153520.1
OG0000024 ENSDARG00000114500 Danio_rerio Cypriniformes Teleostei ENSDARG00000114500.1 ENSDART00000185229 ENSDART00000185229.1 CU302436.1 si:dkey-108k21.25 [Source:NCBI gene;Acc:103909883] ENSDARP00000156321 ENSDARP00000156321.1
OG0000024 ENSDARG00000115644 Danio_rerio Cypriniformes Teleostei ENSDARG00000115644.1 ENSDART00000129254 ENSDART00000129254.2 zgc:173552 zgc:173552 [Source:ZFIN;Acc:ZDB-GENE-080220-24] ENSDARP00000107737 ENSDARP00000107737.2
OG0000027 ENSDARG00000003701 Danio_rerio Cypriniformes Teleostei ENSDARG00000003701.9 ENSDART00000142111 ENSDART00000142111.2 cldng claudin g [Source:NCBI gene;Acc:81586] ENSDARP00000115881 ENSDARP00000115881.1
OG0000027 ENSDARG00000003701 Danio_rerio Cypriniformes Teleostei ENSDARG00000003701.9 ENSDART00000192758 ENSDART00000192758.1 cldng claudin g [Source:NCBI gene;Acc:81586] ENSDARP00000153981 ENSDARP00000153981.1
OG0000027 ENSDARG00000003701 Danio_rerio Cypriniformes Teleostei ENSDARG00000003701.9 ENSDART00000015547 ENSDART00000015547.9 cldng claudin g [Source:NCBI gene;Acc:81586] ENSDARP00000015898 ENSDARP00000015898.8
OG0000027 ENSDARG00000006580 Danio_rerio Cypriniformes Teleostei ENSDARG00000006580.9 ENSDART00000021620 ENSDART00000021620.7 cldnd claudin d [Source:NCBI gene;Acc:81583] ENSDARP00000025766 ENSDARP00000025766.5
OG0000027 ENSDARG00000009215 Danio_rerio Cypriniformes Teleostei ENSDARG00000009215.7 ENSDART00000002128 ENSDART00000002128.7 zgc:112437 zgc:112437 [Source:ZFIN;Acc:ZDB-GENE-050417-293] ENSDARP00000025285 ENSDARP00000025285.5
OG0000027 ENSDARG00000009544 Danio_rerio Cypriniformes Teleostei ENSDARG00000009544.7 ENSDART00000021664 ENSDART00000021664.7 cldnb claudin b [Source:ZFIN;Acc:ZDB-GENE-010328-2] ENSDARP00000013958 ENSDARP00000013958.5
OG0000027 ENSDARG00000015955 Danio_rerio Cypriniformes Teleostei ENSDARG00000015955.6 ENSDART00000002341 ENSDART00000002341.6 cldnc claudin c [Source:ZFIN;Acc:ZDB-GENE-010328-3] ENSDARP00000002797 ENSDARP00000002797.4
OG0000027 ENSDARG00000042357 Danio_rerio Cypriniformes Teleostei ENSDARG00000042357.4 ENSDART00000062116 ENSDART00000062116.4 cldnk claudin k [Source:ZFIN;Acc:ZDB-GENE-040801-201] ENSDARP00000062115 ENSDARP00000062115.3
OG0000027 ENSDARG00000042357 Danio_rerio Cypriniformes Teleostei ENSDARG00000042357.4 ENSDART00000189920 ENSDART00000189920.1 cldnk claudin k [Source:ZFIN;Acc:ZDB-GENE-040801-201] ENSDARP00000146175 ENSDARP00000146175.1
OG0000027 ENSDARG00000043128 Danio_rerio Cypriniformes Teleostei ENSDARG00000043128.6 ENSDART00000063320 ENSDART00000063320.6 cldne claudin e [Source:ZFIN;Acc:ZDB-GENE-010328-5] ENSDARP00000063319 ENSDARP00000063319.4
OG0000027 ENSDARG00000043133 Danio_rerio Cypriniformes Teleostei ENSDARG00000043133.6 ENSDART00000146094 ENSDART00000146094.2 cldnf claudin f [Source:ZFIN;Acc:ZDB-GENE-010328-6] ENSDARP00000118625 ENSDARP00000118625.1
OG0000027 ENSDARG00000069503 Danio_rerio Cypriniformes Teleostei ENSDARG00000069503.4 ENSDART00000181756 ENSDART00000181756.1 cldnh claudin h [Source:ZFIN;Acc:ZDB-GENE-010328-8] ENSDARP00000149154 ENSDARP00000149154.1
OG0000027 ENSDARG00000069503 Danio_rerio Cypriniformes Teleostei ENSDARG00000069503.4 ENSDART00000101211 ENSDART00000101211.4 cldnh claudin h [Source:ZFIN;Acc:ZDB-GENE-010328-8] ENSDARP00000091985 ENSDARP00000091985.3
OG0000027 ENSDARG00000069505 Danio_rerio Cypriniformes Teleostei ENSDARG00000069505.4 ENSDART00000101217 ENSDART00000101217.4 zgc:136892 zgc:136892 [Source:ZFIN;Acc:ZDB-GENE-060421-4745] ENSDARP00000091991 ENSDARP00000091991.2
OG0000027 ENSDARG00000069888 Danio_rerio Cypriniformes Teleostei ENSDARG00000069888.5 ENSDART00000102086 ENSDART00000102086.5 cldna claudin a [Source:ZFIN;Acc:ZDB-GENE-010328-1] ENSDARP00000092862 ENSDARP00000092862.3
OG0000029 ENSDARG00000001889 Danio_rerio Cypriniformes Teleostei ENSDARG00000001889.8 ENSDART00000009277 ENSDART00000009277.8 tuba1a tubulin, alpha 1a [Source:ZFIN;Acc:ZDB-GENE-090507-4] ENSDARP00000019888 ENSDARP00000019888.7
OG0000029 ENSDARG00000006260 Danio_rerio Cypriniformes Teleostei ENSDARG00000006260.13 ENSDART00000151822 ENSDART00000151822.2 tuba8l4 tubulin, alpha 8 like 4 [Source:ZFIN;Acc:ZDB-GENE-040426-860] ENSDARP00000125797 ENSDARP00000125797.1
OG0000029 ENSDARG00000006260 Danio_rerio Cypriniformes Teleostei ENSDARG00000006260.13 ENSDART00000039443 ENSDART00000039443.9 tuba8l4 tubulin, alpha 8 like 4 [Source:ZFIN;Acc:ZDB-GENE-040426-860] ENSDARP00000029933 ENSDARP00000029933.7
OG0000029 ENSDARG00000006260 Danio_rerio Cypriniformes Teleostei ENSDARG00000006260.13 ENSDART00000151271 ENSDART00000151271.3 tuba8l4 tubulin, alpha 8 like 4 [Source:ZFIN;Acc:ZDB-GENE-040426-860] ENSDARP00000125988 ENSDARP00000125988.1
OG0000029 ENSDARG00000006260 Danio_rerio Cypriniformes Teleostei ENSDARG00000006260.13 ENSDART00000177960 ENSDART00000177960.2 tuba8l4 tubulin, alpha 8 like 4 [Source:ZFIN;Acc:ZDB-GENE-040426-860] ENSDARP00000144369 ENSDARP00000144369.2
OG0000029 ENSDARG00000031164 Danio_rerio Cypriniformes Teleostei ENSDARG00000031164.6 ENSDART00000040204 ENSDART00000040204.6 tuba8l2 tubulin, alpha 8 like 2 [Source:ZFIN;Acc:ZDB-GENE-040426-1646] ENSDARP00000040203 ENSDARP00000040203.5
OG0000029 ENSDARG00000031164 Danio_rerio Cypriniformes Teleostei ENSDARG00000031164.6 ENSDART00000122569 ENSDART00000122569.3 tuba8l2 tubulin, alpha 8 like 2 [Source:ZFIN;Acc:ZDB-GENE-040426-1646] NA NA
OG0000029 ENSDARG00000036700 Danio_rerio Cypriniformes Teleostei ENSDARG00000036700.7 ENSDART00000053304 ENSDART00000053304.6 si:ch211-114n24.6 si:ch211-114n24.6 [Source:ZFIN;Acc:ZDB-GENE-120214-26] ENSDARP00000053303 ENSDARP00000053303.5
OG0000029 ENSDARG00000042708 Danio_rerio Cypriniformes Teleostei ENSDARG00000042708.6 ENSDART00000062671 ENSDART00000062671.6 tuba8l tubulin, alpha 8 like [Source:ZFIN;Acc:ZDB-GENE-030131-9167] ENSDARP00000062670 ENSDARP00000062670.4
OG0000029 ENSDARG00000045014 Danio_rerio Cypriniformes Teleostei ENSDARG00000045014.7 ENSDART00000171415 ENSDART00000171415.2 tuba2 tubulin, alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040426-1970] NA NA
OG0000029 ENSDARG00000045014 Danio_rerio Cypriniformes Teleostei ENSDARG00000045014.7 ENSDART00000066177 ENSDART00000066177.6 tuba2 tubulin, alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040426-1970] ENSDARP00000066176 ENSDARP00000066176.4
OG0000029 ENSDARG00000045367 Danio_rerio Cypriniformes Teleostei ENSDARG00000045367.10 ENSDART00000123518 ENSDART00000123518.4 tuba1b tubulin, alpha 1b [Source:ZFIN;Acc:ZDB-GENE-030822-1] ENSDARP00000105094 ENSDARP00000105094.2
OG0000029 ENSDARG00000045367 Danio_rerio Cypriniformes Teleostei ENSDARG00000045367.10 ENSDART00000164616 ENSDART00000164616.2 tuba1b tubulin, alpha 1b [Source:ZFIN;Acc:ZDB-GENE-030822-1] ENSDARP00000133394 ENSDARP00000133394.2
OG0000029 ENSDARG00000055216 Danio_rerio Cypriniformes Teleostei ENSDARG00000055216.6 ENSDART00000077539 ENSDART00000077539.6 tuba1c tubulin, alpha 1c [Source:ZFIN;Acc:ZDB-GENE-061114-1] ENSDARP00000072006 ENSDARP00000072006.4
OG0000029 ENSDARG00000055216 Danio_rerio Cypriniformes Teleostei ENSDARG00000055216.6 ENSDART00000185884 ENSDART00000185884.1 tuba1c tubulin, alpha 1c [Source:ZFIN;Acc:ZDB-GENE-061114-1] ENSDARP00000156734 ENSDARP00000156734.1
OG0000029 ENSDARG00000070155 Danio_rerio Cypriniformes Teleostei ENSDARG00000070155.6 ENSDART00000102715 ENSDART00000102715.5 tuba8l3 tubulin, alpha 8 like 3 [Source:ZFIN;Acc:ZDB-GENE-040801-77] ENSDARP00000093490 ENSDARP00000093490.4
OG0000029 ENSDARG00000074289 Danio_rerio Cypriniformes Teleostei ENSDARG00000074289.4 ENSDART00000180416 ENSDART00000180416.1 tuba4l tubulin, alpha 4 like [Source:ZFIN;Acc:ZDB-GENE-030131-5588] ENSDARP00000154014 ENSDARP00000154014.1
OG0000029 ENSDARG00000074289 Danio_rerio Cypriniformes Teleostei ENSDARG00000074289.4 ENSDART00000115157 ENSDART00000115157.4 tuba4l tubulin, alpha 4 like [Source:ZFIN;Acc:ZDB-GENE-030131-5588] ENSDARP00000098004 ENSDARP00000098004.2
OG0000029 ENSDARG00000074289 Danio_rerio Cypriniformes Teleostei ENSDARG00000074289.4 ENSDART00000161163 ENSDART00000161163.2 tuba4l tubulin, alpha 4 like [Source:ZFIN;Acc:ZDB-GENE-030131-5588] ENSDARP00000141066 ENSDARP00000141066.1
OG0000029 ENSDARG00000094466 Danio_rerio Cypriniformes Teleostei ENSDARG00000094466.3 ENSDART00000102713 ENSDART00000102713.6 si:ch73-199e17.1 si:ch73-199e17.1 [Source:ZFIN;Acc:ZDB-GENE-100921-8] ENSDARP00000093488 ENSDARP00000093488.4
OG0000029 ENSDARG00000094466 Danio_rerio Cypriniformes Teleostei ENSDARG00000094466.3 ENSDART00000016360 ENSDART00000016360.7 si:ch73-199e17.1 si:ch73-199e17.1 [Source:ZFIN;Acc:ZDB-GENE-100921-8] ENSDARP00000009320 ENSDARP00000009320.6
OG0000029 ENSDARG00000104643 Danio_rerio Cypriniformes Teleostei ENSDARG00000104643.3 ENSDART00000171267 ENSDART00000171267.2 tuba7l tubulin, alpha 7 like [Source:ZFIN;Acc:ZDB-GENE-040704-78] ENSDARP00000133235 ENSDARP00000133235.1
OG0000031 ENSDARG00000039164 Danio_rerio Cypriniformes Teleostei ENSDARG00000039164.8 ENSDART00000057224 ENSDART00000057224.8 mhc1uma major histocompatibility complex class I UMA [Source:ZFIN;Acc:ZDB-GENE-140820-1] ENSDARP00000057223 ENSDARP00000057223.5
OG0000031 ENSDARG00000039164 Danio_rerio Cypriniformes Teleostei ENSDARG00000039164.8 ENSDART00000184758 ENSDART00000184758.1 mhc1uma major histocompatibility complex class I UMA [Source:ZFIN;Acc:ZDB-GENE-140820-1] ENSDARP00000149058 ENSDARP00000149058.1
OG0000031 ENSDARG00000039164 Danio_rerio Cypriniformes Teleostei ENSDARG00000039164.8 ENSDART00000187174 ENSDART00000187174.1 mhc1uma major histocompatibility complex class I UMA [Source:ZFIN;Acc:ZDB-GENE-140820-1] ENSDARP00000150845 ENSDARP00000150845.1
OG0000031 ENSDARG00000039164 Danio_rerio Cypriniformes Teleostei ENSDARG00000039164.8 ENSDART00000190612 ENSDART00000190612.1 mhc1uma major histocompatibility complex class I UMA [Source:ZFIN;Acc:ZDB-GENE-140820-1] ENSDARP00000154842 ENSDARP00000154842.1
OG0000031 ENSDARG00000039164 Danio_rerio Cypriniformes Teleostei ENSDARG00000039164.8 ENSDART00000187928 ENSDART00000187928.1 mhc1uma major histocompatibility complex class I UMA [Source:ZFIN;Acc:ZDB-GENE-140820-1] ENSDARP00000148037 ENSDARP00000148037.1
OG0000031 ENSDARG00000059039 Danio_rerio Cypriniformes Teleostei ENSDARG00000059039.6 ENSDART00000188774 ENSDART00000188774.1 FO904903.1 major histocompatibility complex class I ULA [Source:NCBI gene;Acc:796419] ENSDARP00000154103 ENSDARP00000154103.1
OG0000031 ENSDARG00000059039 Danio_rerio Cypriniformes Teleostei ENSDARG00000059039.6 ENSDART00000082034 ENSDART00000082034.6 FO904903.1 major histocompatibility complex class I ULA [Source:NCBI gene;Acc:796419] ENSDARP00000076471 ENSDARP00000076471.4
OG0000031 ENSDARG00000075963 Danio_rerio Cypriniformes Teleostei ENSDARG00000075963.5 ENSDART00000151233 ENSDART00000151233.2 mhc1uba major histocompatibility complex class I UBA [Source:ZFIN;Acc:ZDB-GENE-990415-145] NA NA
OG0000031 ENSDARG00000075963 Danio_rerio Cypriniformes Teleostei ENSDARG00000075963.5 ENSDART00000009689 ENSDART00000009689.8 mhc1uba major histocompatibility complex class I UBA [Source:ZFIN;Acc:ZDB-GENE-990415-145] ENSDARP00000020667 ENSDARP00000020667.7
OG0000031 ENSDARG00000075963 Danio_rerio Cypriniformes Teleostei ENSDARG00000075963.5 ENSDART00000151649 ENSDART00000151649.2 mhc1uba major histocompatibility complex class I UBA [Source:ZFIN;Acc:ZDB-GENE-990415-145] NA NA
OG0000031 ENSDARG00000092731 Danio_rerio Cypriniformes Teleostei ENSDARG00000092731.4 ENSDART00000133954 ENSDART00000133954.4 mhc1uka major histocompatibility complex class I UKA [Source:ZFIN;Acc:ZDB-GENE-060825-152] ENSDARP00000117273 ENSDARP00000117273.2
OG0000031 ENSDARG00000092731 Danio_rerio Cypriniformes Teleostei ENSDARG00000092731.4 ENSDART00000146579 ENSDART00000146579.3 mhc1uka major histocompatibility complex class I UKA [Source:ZFIN;Acc:ZDB-GENE-060825-152] ENSDARP00000121274 ENSDARP00000121274.3
OG0000032 ENSDARG00000035150 Danio_rerio Cypriniformes Teleostei ENSDARG00000035150.7 ENSDART00000141323 ENSDART00000141323.2 drll.2 draculin-like, tandem duplicate 2 [Source:ZFIN;Acc:ZDB-GENE-060531-125] ENSDARP00000117215 ENSDARP00000117215.1
OG0000032 ENSDARG00000035151 Danio_rerio Cypriniformes Teleostei ENSDARG00000035151.8 ENSDART00000134314 ENSDART00000134314.2 drll.1 draculin-like, tandem duplicate 1 [Source:ZFIN;Acc:ZDB-GENE-060531-124] ENSDARP00000120726 ENSDARP00000120726.1
OG0000032 ENSDARG00000069869 Danio_rerio Cypriniformes Teleostei ENSDARG00000069869.4 ENSDART00000080437 ENSDART00000080437.5 zgc:113030 zgc:113030 [Source:ZFIN;Acc:ZDB-GENE-050522-528] ENSDARP00000074886 ENSDARP00000074886.3
OG0000032 ENSDARG00000076807 Danio_rerio Cypriniformes Teleostei ENSDARG00000076807.6 ENSDART00000153642 ENSDART00000153642.2 zgc:174268 zgc:174268 [Source:ZFIN;Acc:ZDB-GENE-080219-18] ENSDARP00000127493 ENSDARP00000127493.1
OG0000032 ENSDARG00000076807 Danio_rerio Cypriniformes Teleostei ENSDARG00000076807.6 ENSDART00000189858 ENSDART00000189858.1 zgc:174268 zgc:174268 [Source:ZFIN;Acc:ZDB-GENE-080219-18] ENSDARP00000149254 ENSDARP00000149254.1
OG0000032 ENSDARG00000078728 Danio_rerio Cypriniformes Teleostei ENSDARG00000078728.5 ENSDART00000108499 ENSDART00000108499.3 znf1068 zinc finger protein 1068 [Source:ZFIN;Acc:ZDB-GENE-080215-12] ENSDARP00000102555 ENSDARP00000102555.2
OG0000032 ENSDARG00000090740 Danio_rerio Cypriniformes Teleostei ENSDARG00000090740.3 ENSDART00000128960 ENSDART00000128960.3 zmp:0000001003 zmp:0000001003 [Source:ZFIN;Acc:ZDB-GENE-130530-1006] ENSDARP00000111406 ENSDARP00000111406.3
OG0000032 ENSDARG00000094216 Danio_rerio Cypriniformes Teleostei ENSDARG00000094216.3 ENSDART00000148349 ENSDART00000148349.3 si:ch1073-186o8.3 si:ch1073-186o8.3 [Source:ZFIN;Acc:ZDB-GENE-131126-56] ENSDARP00000121095 ENSDARP00000121095.2
OG0000032 ENSDARG00000094484 Danio_rerio Cypriniformes Teleostei ENSDARG00000094484.4 ENSDART00000158001 ENSDART00000158001.2 si:ch211-162i8.4 si:ch211-162i8.4 [Source:ZFIN;Acc:ZDB-GENE-110914-48] ENSDARP00000130404 ENSDARP00000130404.2
OG0000032 ENSDARG00000094484 Danio_rerio Cypriniformes Teleostei ENSDARG00000094484.4 ENSDART00000150444 ENSDART00000150444.2 si:ch211-162i8.4 si:ch211-162i8.4 [Source:ZFIN;Acc:ZDB-GENE-110914-48] ENSDARP00000125361 ENSDARP00000125361.1
OG0000032 ENSDARG00000096026 Danio_rerio Cypriniformes Teleostei ENSDARG00000096026.4 ENSDART00000150576 ENSDART00000150576.2 si:dkey-4e4.1 si:dkey-4e4.1 [Source:ZFIN;Acc:ZDB-GENE-110914-73] ENSDARP00000125354 ENSDARP00000125354.1
OG0000032 ENSDARG00000096851 Danio_rerio Cypriniformes Teleostei ENSDARG00000096851.2 ENSDART00000156479 ENSDART00000156479.2 znf1143 zinc finger protein 1143 [Source:ZFIN;Acc:ZDB-GENE-131125-17] ENSDARP00000129022 ENSDARP00000129022.1
OG0000032 ENSDARG00000097501 Danio_rerio Cypriniformes Teleostei ENSDARG00000097501.3 ENSDART00000156177 ENSDART00000156177.2 si:dkey-111k8.3 si:dkey-111k8.3 [Source:ZFIN;Acc:ZDB-GENE-131119-82] ENSDARP00000127482 ENSDARP00000127482.1
OG0000032 ENSDARG00000099070 Danio_rerio Cypriniformes Teleostei ENSDARG00000099070.2 ENSDART00000160249 ENSDART00000160249.2 FP074867.1 NA ENSDARP00000134342 ENSDARP00000134342.1
OG0000032 ENSDARG00000100568 Danio_rerio Cypriniformes Teleostei ENSDARG00000100568.2 ENSDART00000136092 ENSDART00000136092.3 si:ch211-209j12.3 si:ch211-209j12.3 [Source:ZFIN;Acc:ZDB-GENE-120709-21] ENSDARP00000118601 ENSDARP00000118601.2
OG0000032 ENSDARG00000100673 Danio_rerio Cypriniformes Teleostei ENSDARG00000100673.2 ENSDART00000161653 ENSDART00000161653.2 znf974 zinc finger protein 974 [Source:ZFIN;Acc:ZDB-GENE-131119-54] ENSDARP00000138259 ENSDARP00000138259.2
OG0000032 ENSDARG00000102062 Danio_rerio Cypriniformes Teleostei ENSDARG00000102062.2 ENSDART00000129627 ENSDART00000129627.3 si:dkeyp-82h4.3 si:dkeyp-82h4.3 [Source:ZFIN;Acc:ZDB-GENE-120709-17] ENSDARP00000107044 ENSDARP00000107044.2
OG0000032 ENSDARG00000102062 Danio_rerio Cypriniformes Teleostei ENSDARG00000102062.2 ENSDART00000163401 ENSDART00000163401.2 si:dkeyp-82h4.3 si:dkeyp-82h4.3 [Source:ZFIN;Acc:ZDB-GENE-120709-17] ENSDARP00000132254 ENSDARP00000132254.2
OG0000032 ENSDARG00000103341 Danio_rerio Cypriniformes Teleostei ENSDARG00000103341.2 ENSDART00000102030 ENSDART00000102030.4 si:ch211-110e21.4 si:ch211-110e21.4 [Source:ZFIN;Acc:ZDB-GENE-131126-43] ENSDARP00000092806 ENSDARP00000092806.4
OG0000032 ENSDARG00000103777 Danio_rerio Cypriniformes Teleostei ENSDARG00000103777.2 ENSDART00000162970 ENSDART00000162970.2 znf1001 zinc finger protein 1001 [Source:ZFIN;Acc:ZDB-GENE-080213-7] ENSDARP00000140763 ENSDARP00000140763.1
OG0000032 ENSDARG00000104822 Danio_rerio Cypriniformes Teleostei ENSDARG00000104822.2 ENSDART00000145324 ENSDART00000145324.3 znf1131 zinc finger protein 1131 [Source:ZFIN;Acc:ZDB-GENE-110914-31] ENSDARP00000118663 ENSDARP00000118663.2
OG0000032 ENSDARG00000105075 Danio_rerio Cypriniformes Teleostei ENSDARG00000105075.2 ENSDART00000162077 ENSDART00000162077.2 BX324216.2 gastrula zinc finger protein XlCGF57.1-like [Source:NCBI gene;Acc:108181150] ENSDARP00000137891 ENSDARP00000137891.2
OG0000032 ENSDARG00000105690 Danio_rerio Cypriniformes Teleostei ENSDARG00000105690.2 ENSDART00000174091 ENSDART00000174091.2 zgc:194215 zgc:194215 [Source:ZFIN;Acc:ZDB-GENE-080723-25] ENSDARP00000143053 ENSDARP00000143053.1
OG0000032 ENSDARG00000106808 Danio_rerio Cypriniformes Teleostei ENSDARG00000106808.2 ENSDART00000178351 ENSDART00000178351.2 CU856622.1 NA ENSDARP00000143754 ENSDARP00000143754.2
OG0000032 ENSDARG00000107106 Danio_rerio Cypriniformes Teleostei ENSDARG00000107106.2 ENSDART00000175151 ENSDART00000175151.2 CABZ01034089.1 NA ENSDARP00000143527 ENSDARP00000143527.2
OG0000032 ENSDARG00000112606 Danio_rerio Cypriniformes Teleostei ENSDARG00000112606.1 ENSDART00000166593 ENSDART00000166593.2 BX248128.4 NA ENSDARP00000133072 ENSDARP00000133072.2

GO enrichment analysis of over 1500 gene orthogroups

I annotated and functionally characterised the excluded orthogroups, and found that they were mostly associated with immune processes and ion transport, whereas the gene sets we used in our analysis were involved in many diverse processes. Although processes related to ion transport and immunity are important, our sample encompassed a diverse array of processes, and provided a powerful window into teleost evolution.

library(GOstats)
library(GO.db)
library(GSEABase)
library(AnnotationDbi)
library(RSQLite)
library(tidyverse)


annot<-read_tsv("./Datasets/DatasetS0_csv_files/annot.tsv", col_names = c("GO_id","evidence","gene")) #annot.tsv was obstained from DeepGO
annot<-annot %>% mutate(gene =  str_remove(annot$gene,"..$")) 
annot<-annot %>% mutate(gene =  str_remove(annot$gene,"\\."))
goFrame<-GOFrame(as.data.frame(annot, organism = "fish"))
goAllFrame<-GOAllFrame(goFrame)
gsc<-GeneSetCollection(goAllFrame,setType = GOCollection())
universe<-annot$gene

GO_enrich<-function(.data){
  
  up<-GSEAGOHyperGParams(name = "GO enrich", 
                             geneSetCollection = gsc,
                             geneIds = .data,
                             universeGeneIds = universe,
                             ontology = "BP", #options: BP, MF, CC
                             pvalueCutoff = 0.05,
                             conditional = F,
                             testDirection = "over")
  Over_up<- hyperGTest(up)
  

  Over_up.pv<-pvalues(Over_up)
  pv.fdr<-p.adjust(Over_up.pv,"fdr")
  summary(Over_up) %>% as_tibble() %>% mutate(FDR = pv.fdr[1:nrow(summary(Over_up) %>% as_tibble())]) %>% dplyr::select(GOBPID,FDR,Term,Size) %>% filter(FDR<=0.05) %>% return()
}

orth_list<-readRDS("./RDS/large_fish_tree_all_orders.rds")
orth_list<-orth_list %>% mutate(orths =  str_replace_all(orths, "\\.\\d+", ""))

GO_enrich(orth_list %>% filter(Orthogroup %in% orth_list_over_1.5k$Orthogroup) %>% pull(orths)) %>% saveRDS("./RDS/more1.5kgenes_orths_GO_BP.rds")
## GO plot
library(ggforce)

go_plot<-function(.data,name){
  GOenrich<-.data %>% arrange(desc(FDR)) %>% head(118)
  ggplot(GOenrich,aes(x = 1-log10(FDR),
                           y = as.factor(Term),
                           size = log10(Size)))+
    geom_point(color = "darkgreen")+
    ylab("Biological Process")+
    theme_light()->go_plot
  #ggplot2::ggsave(paste("./Figures/",name,"_GO_enrich.png"),go_plot,width = 5,height = 10, units = "in",scale = 1.5,limitsize
                  #= F,device = "png")
  return(go_plot)
  }

go_plot(readRDS("./RDS/more1.5kgenes_orths_GO_BP.rds"))
knitr::include_graphics("./Figures/FigS1_over1k_GO_enrichment.png")

Fish phylogeny

I obtained a rooted phylogenetic tree from timetree.org

library(phytools)
library(ggtree)
library(RColorBrewer)

tree<-read.newick("./Datasets/DatasetS0_csv_files/Fish_tree.nwk") 
fish_data<-read.csv("./Datasets/DatasetS0_csv_files/Fish_data.csv")
p<-ggtree(tree,branch.length = "none")#,layout = "circular")
p$data %>% filter(isTip==F)->not_tips
p$data %>% filter(isTip==T)->tips
left_join(tips,(fish_data %>% dplyr::rename(label=Species)),by = "label")->tips
not_tips %>% mutate(Order = "NA") %>% mutate(Family = "NA")->not_tips
rbind(tips, not_tips)->p$data
p <- p + geom_tree()+geom_tiplab(size=3)+hexpand(.95)
p #Circular species tree in Fig 1

Session info

sessionInfo()
## R version 4.4.0 (2024-04-24)
## Platform: aarch64-apple-darwin20
## Running under: macOS Sonoma 14.4.1
## 
## Matrix products: default
## BLAS:   /Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/lib/libRblas.0.dylib 
## LAPACK: /Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/lib/libRlapack.dylib;  LAPACK version 3.12.0
## 
## locale:
## [1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
## 
## time zone: Europe/Zurich
## tzcode source: internal
## 
## attached base packages:
## [1] stats     graphics  grDevices utils     datasets  methods   base     
## 
## other attached packages:
##  [1] RColorBrewer_1.1-3 ggtree_3.12.0      phytools_2.3-0     maps_3.4.2        
##  [5] ape_5.8            kableExtra_1.4.0   lubridate_1.9.3    forcats_1.0.0     
##  [9] stringr_1.5.1      dplyr_1.1.4        purrr_1.0.2        readr_2.1.5       
## [13] tidyr_1.3.1        tibble_3.2.1       ggplot2_3.5.1      tidyverse_2.0.0   
## 
## loaded via a namespace (and not attached):
##  [1] tidyselect_1.2.1        viridisLite_0.4.2       farver_2.1.2           
##  [4] optimParallel_1.0-2     fastmap_1.2.0           lazyeval_0.2.2         
##  [7] combinat_0.0-8          digest_0.6.37           timechange_0.3.0       
## [10] lifecycle_1.0.4         tidytree_0.4.6          magrittr_2.0.3         
## [13] compiler_4.4.0          rlang_1.1.4             sass_0.4.9             
## [16] tools_4.4.0             igraph_2.0.3            utf8_1.2.4             
## [19] yaml_2.3.10             knitr_1.48              phangorn_2.11.1        
## [22] clusterGeneration_1.3.8 labeling_0.4.3          bit_4.0.5              
## [25] mnormt_2.1.1            scatterplot3d_0.3-44    xml2_1.3.6             
## [28] aplot_0.2.3             expm_1.0-0              withr_3.0.1            
## [31] numDeriv_2016.8-1.1     grid_4.4.0              fansi_1.0.6            
## [34] colorspace_2.1-1        scales_1.3.0            iterators_1.0.14       
## [37] MASS_7.3-61             cli_3.6.3               rmarkdown_2.28         
## [40] crayon_1.5.3            treeio_1.28.0           generics_0.1.3         
## [43] rstudioapi_0.16.0       tzdb_0.4.0              cachem_1.1.0           
## [46] parallel_4.4.0          ggplotify_0.1.2         yulab.utils_0.1.7      
## [49] vctrs_0.6.5             Matrix_1.7-0            jsonlite_1.8.8         
## [52] patchwork_1.2.0         gridGraphics_0.5-1      hms_1.1.3              
## [55] bit64_4.0.5             systemfonts_1.1.0       foreach_1.5.2          
## [58] jquerylib_0.1.4         glue_1.7.0              codetools_0.2-20       
## [61] DEoptim_2.2-8           stringi_1.8.4           gtable_0.3.5           
## [64] quadprog_1.5-8          munsell_0.5.1           pillar_1.9.0           
## [67] htmltools_0.5.8.1       R6_2.5.1                doParallel_1.0.17      
## [70] vroom_1.6.5             evaluate_0.24.0         lattice_0.22-6         
## [73] highr_0.11              ggfun_0.1.6             bslib_0.8.0            
## [76] Rcpp_1.0.13             fastmatch_1.1-4         svglite_2.1.3          
## [79] coda_0.19-4.1           nlme_3.1-166            xfun_0.47              
## [82] fs_1.6.4                pkgconfig_2.0.3

Downloading Bgee data

This section deals with connecting to the Bgee server and downloading the data.

Functions to download Bgee data

Here are are the functions I used to download and process the data from Bgee. Accesses the Bgee data set and download data

# Function to download RNA-seq data from Bgee
bgee_download <- function(species, samples) {
  print(species)
  print(samples)
  
  bgee <- BgeeDB::Bgee$new(species=species, dataType="rna_seq")
  
  bgee.data <- BgeeDB::getData(bgee, sampleId=samples)
  bgee.data <- bind_rows(bgee.data)
  bgee.data[, c("Anatomical.entity.name", "Stage.name", "Strain")] <- 
    apply(bgee.data[, c("Anatomical.entity.name", "Stage.name", "Strain")], 2, 
          function(i) { gsub('\"', "", i) })
  
  return(bgee.data)
}

species.list <- listBgeeSpecies(release="15.0")

# Did this manually to identify the fishes
# NCBI taxonomy ID
species.fish <- c("Lepisosteus_oculatus"="7918",
                  "Anguilla_anguilla"="7936",
                  "Danio_rerio"="7955",
                  "Astyanax_mexicanus"="7994",
                  "Esox_lucius"="8010",
                  "Salmo_salar"="8030",
                  "Gadus_morhua"="8049",
                  "Poecilia_reticulata"="8081",
                  "Oryzias_latipes"="8090",
                  "Astatotilapia_calliptera"="8154",
                  "Neolamprologus_brichardi"="32507",
                  "Scophthalmus_maximus"="52904",
                  "Gasterosteus_aculeatus"="69293",
                  "Nothobranchius_furzeri"="105023")

#Use the code below to retrieve annotations of samples for each species. 
annotation <- 
  lapply(species.fish, function(id) {
    getAnnotation(Bgee$new(
      species=id, dataType="rna_seq"))
  } )
names(annotation) <- names(species.fish)
#for (s in names(species.fish)) {
#  annotation[[s]]$sample.annotation$Anatomical.entity.name <-
#    gsub(" ","_", annotation[[s]]$sample.annotation$Anatomical.entity.name)
#}
# Separate sample and experiment annotations
annotation.sample <- vector(mode="list",length=length(species.fish))
names(annotation.sample) <- names(species.fish)
annotation.exp <- vector(mode="list",length=length(species.fish))
names(annotation.exp) <- names(species.fish)
for (s in names(species.fish)) {
  annotation.sample[[s]] <- annotation[[s]][["sample.annotation"]]
  annotation.exp[[s]] <- annotation[[s]][["experiment.annotation"]] 
}
annotation.sample <- annotation.sample %>%
  dplyr::bind_rows(.id="Species")
annotation.exp <- annotation.exp %>%
  dplyr::bind_rows(.id="Species")

# Download RNA-seq data per species
rna.seq <- 
  lapply(setNames(names(species.fish), names(species.fish)), function(s) {
    bgee_download(species=species.fish[[s]],
                  samples=annotation.sample$Library.ID[annotation.sample$Species==s])
  })
#for (s in names(species)) {
#  rna.seq[[s]]$Anatomical.entity.name <-
#    gsub(" ","_", rna.seq[[s]]$Anatomical.entity.name)
#}

annotation.sample %>% saveRDS("./RDS/Bgee_fish_annotation.samples_more_fish.rds")
annotation.exp %>% saveRDS("./RDS/Bgee_fish_annotation.exp_more_fish.rds")
rna.seq %>% saveRDS("./RDS/Bgee_fish_rna.seq_more_fish.rds")

Functions to process Bgee data

After downloading the Bgee data I use the following function to make specific data frames, perform batch correction, and compute tissue-specificity.

#Get number of tissues
no_of_tissue_samples_in_each_fish<-function(x){
  bgee_dat %>% dplyr::filter(Anatomical.entity.name == x) %>% dplyr::group_by(Species) %>% dplyr::summarise(Libraries = length(unique(Library.ID)))
}

#Make the expression matrix data frame
make_exp_data_frames_Read.count<-function(.data, ...){
  .data %>% filter(Library.ID %in% bgee_dat$Library.ID) %>% 
    dplyr::select(Gene.ID, Read.count, Library.ID) %>% 
    pivot_wider(names_from = Library.ID,values_from = Read.count)
  }

TMM_norm_only<-function(.data){
  library(edgeR)

#TMM norm
   #design matix
  design_matrix<-.data %>% filter(Library.ID %in% bgee_dat$Library.ID) %>% 
                 dplyr::select(Experiment.ID,Library.ID,Anatomical.entity.name) %>% distinct()
  
  dge<-edgeR::DGEList(.data %>% make_exp_data_frames_Read.count() %>% column_to_rownames("Gene.ID"), group = factor(design_matrix$Anatomical.entity.name))
    keep<-filterByExpr(cpm(dge), min.count = 1, group = factor(design_matrix$Anatomical.entity.name))
    dge<-dge[keep, ,keep.lib.sizes =T]
    dge<-calcNormFactors(dge,method = "TMM")
    dge<-edgeR::cpm(dge, normalized.lib.sizes = T, log = F)
    return(dge)
    
}

#Building the tau data frame 
build_tau_data_frame<-function(.data, var) {
  left_join(.data %>% pivot_longer(!Gene.ID,names_to = "Library.ID",values_to = "counts"),
            bgee_dat %>% filter(Species == {{ var }}) %>% 
              dplyr::select(Library.ID,Anatomical.entity.name),by = "Library.ID") %>% 
    group_by(Gene.ID,Anatomical.entity.name) %>% 
    summarise(counts = mean(counts)) %>% 
    spread(Anatomical.entity.name,counts)
}

#TMM with combat batch correction
#NOT USED IN THIS VERSION
combat<-function(.data){
  library(edgeR)
  library(DESeq2)

design_matrix<-rna.dat$Lepisosteus_oculatus %>% filter(Library.ID %in% bgee_dat$Library.ID) %>% 
  dplyr::select(Experiment.ID,Library.ID,Anatomical.entity.name) %>% distinct()

dge<-edgeR::DGEList(rna.dat$Lepisosteus_oculatus %>% make_exp_data_frames_Read.count() %>% column_to_rownames("Gene.ID"), group = factor(design_matrix$Anatomical.entity.name))
keep<-edgeR::filterByExpr(cpm(dge), min.count = 1, group = factor(design_matrix$Experiment.ID))
dge<-dge[keep, ,keep.lib.sizes =T]
dge<-calcNormFactors(dge,method = "TMM")
dge<-edgeR::cpm(dge, normalized.lib.sizes = T, log = F)

dge <- sva::ComBat_seq(dge, batch=design_matrix$Experiment.ID, group=NULL)


log10(dge+1) %>% as.matrix() %>% 
  preprocessCore::normalize.quantiles(as.matrix(.data),keep.names = T)->m

colData<-DataFrame(experiment = design_matrix$Experiment.ID,
                   tissue =  design_matrix$Anatomical.entity.name)

se<-SummarizedExperiment::SummarizedExperiment(m - rowMeans(m),colData = colData)
pcaDat<-plotPCA(DESeqTransform(se),intgroup = c("tissue","experiment"), ntop = 10000, returnData=T)
percentVar_all<-round(100 * attr(pcaDat,"percentVar"))

plot<-ggplot(pcaDat,aes(PC1,PC2,color = experiment,label = tissue))+
  geom_text()+
  theme_light()+
  xlab(paste0("PC1 (",percentVar_all[1],"%)")) +
  ylab(paste0("PC2 (",percentVar_all[2],"%)"))


return(dge) #use to make data frame
#return(plot) #use to see PCA after combat
}

#TMM nnormalisation plus batch correction for different experiment and visualising the pca
norm_pca<-function(.data){
  library(edgeR)
  library(DESeq2)

design_matrix<-.data %>% filter(Library.ID %in% bgee_dat$Library.ID) %>% 
  dplyr::select(Experiment.ID,Library.ID,Anatomical.entity.name) %>% distinct()

dge<-edgeR::DGEList(.data %>% make_exp_data_frames_Read.count() %>% column_to_rownames("Gene.ID"), group = factor(design_matrix$Anatomical.entity.name))
keep<-filterByExpr(cpm(dge), min.count = 1, group = factor(design_matrix$Experiment.ID))
dge<-dge[keep, ,keep.lib.sizes =T]
dge<-calcNormFactors(dge,method = "TMM")
dge<-edgeR::cpm(dge, normalized.lib.sizes = T, log = F)


log10(dge+1) %>% 
  as.matrix() %>% 
  preprocessCore::normalize.quantiles(as.matrix(.data),keep.names = T)->m

colData<-DataFrame(experiment = design_matrix$Experiment.ID,
                   tissue =  design_matrix$Anatomical.entity.name)

se<-SummarizedExperiment::SummarizedExperiment(m - rowMeans(m),colData = colData)
pcaDat<-plotPCA(DESeqTransform(se),intgroup = c("tissue","experiment"), ntop = 10000, returnData=T)
percentVar_all<-round(100 * attr(pcaDat,"percentVar"))

plot<-ggplot(pcaDat,aes(PC1,PC2,color = experiment,label = tissue))+
  geom_text()+
  theme_light()+
  xlab(paste0("PC1 (",percentVar_all[1],"%)")) +
  ylab(paste0("PC2 (",percentVar_all[2],"%)"))

return(plot)
}

#Compute tau
compute_tau<-function(.data,tissue){
  
  # tau equation
  get_tau <- function(.data) {
  # Takes mean expression matrix
  tau <- apply(.data, MARGIN=1, function(row) {
    max <- max(row)
    exp.norm <- row/max
    numerator <- sum(1-exp.norm)
    conditions <- ncol(.data)
    numerator/(conditions-1)
  })
  
  names(tau) <- rownames(.data)
  return(tau)
  
  } 
    (.data %>% column_to_rownames("Gene.ID")) %>% 
      get_tau() %>% as_tibble(rownames = NA) %>% 
      rownames_to_column("Gene.ID") %>% 
      dplyr::rename(tau=value) %>% return()->tau_estimate
  

  #running on input data frame to create final output with left join to original data frame. Prepares
  #final output of tau >=0.8 (strict threshold) and gene whose expression is 
  #higher than the sum of all other tissues
  left_join(tau_estimate,.data,by="Gene.ID") %>% 
    filter(tau >= 0.8) %>% 
    dplyr::mutate(m = rowSums(across(!c(Gene.ID,tau,tissue)))) %>% 
    dplyr::filter(.data[[tissue]] > m) %>% 
    dplyr::select(!m) %>% 
    return()
}

Load the data

Here I load all the data downloaded from Bgee

#read required data
#select the following stages
stages = c("life cycle", "late adult stage","post-juvenile","prime adult stage", "sexually immature stage", "post-juvenile")
bgee_dat<-readRDS("./RDS/Bgee_fish_annotation.samples_more_fish.rds") %>% filter(Stage.name %in% stages)

#read all Bgee dat for above species, tissues, and stages
rna.dat<-readRDS("./RDS/Bgee_fish_rna.seq_more_fish.rds")

Get tissue distribution data

I see that data for caudal fin and swim bladder are only in two species, and intestine is only in four species. Therefore I will not use them for analysis.

tissue_name<-c("brain","camera-type eye","caudal fin","head kidney","heart","intestine","liver","mesonephros","muscle tissue","ovary","pharyngeal gill","spleen","swim bladder","testis","zone of skin")

purrr::map(tissue_name,no_of_tissue_samples_in_each_fish)->d
names(d)<-tissue_name
d
## $brain
## # A tibble: 13 × 2
##    Species                  Libraries
##    <chr>                        <int>
##  1 Anguilla_anguilla                1
##  2 Astatotilapia_calliptera         2
##  3 Astyanax_mexicanus               7
##  4 Danio_rerio                     19
##  5 Esox_lucius                      2
##  6 Gadus_morhua                     1
##  7 Gasterosteus_aculeatus           1
##  8 Lepisosteus_oculatus             2
##  9 Neolamprologus_brichardi         1
## 10 Nothobranchius_furzeri          25
## 11 Oryzias_latipes                 45
## 12 Salmo_salar                      1
## 13 Scophthalmus_maximus             6
## 
## $`camera-type eye`
## # A tibble: 7 × 2
##   Species                  Libraries
##   <chr>                        <int>
## 1 Astatotilapia_calliptera         1
## 2 Astyanax_mexicanus               1
## 3 Esox_lucius                      1
## 4 Gasterosteus_aculeatus           1
## 5 Lepisosteus_oculatus             1
## 6 Neolamprologus_brichardi         1
## 7 Salmo_salar                      1
## 
## $`caudal fin`
## # A tibble: 2 × 2
##   Species                Libraries
##   <chr>                      <int>
## 1 Nothobranchius_furzeri        90
## 2 Poecilia_reticulata           40
## 
## $`head kidney`
## # A tibble: 7 × 2
##   Species                Libraries
##   <chr>                      <int>
## 1 Astyanax_mexicanus             2
## 2 Danio_rerio                    4
## 3 Esox_lucius                    2
## 4 Gadus_morhua                   1
## 5 Gasterosteus_aculeatus        82
## 6 Salmo_salar                    1
## 7 Scophthalmus_maximus           8
## 
## $heart
## # A tibble: 10 × 2
##    Species                  Libraries
##    <chr>                        <int>
##  1 Anguilla_anguilla                1
##  2 Astyanax_mexicanus               3
##  3 Danio_rerio                     11
##  4 Esox_lucius                      2
##  5 Gadus_morhua                     1
##  6 Gasterosteus_aculeatus           2
##  7 Lepisosteus_oculatus             2
##  8 Neolamprologus_brichardi         1
##  9 Oryzias_latipes                 45
## 10 Salmo_salar                      1
## 
## $intestine
## # A tibble: 5 × 2
##   Species              Libraries
##   <chr>                    <int>
## 1 Anguilla_anguilla            1
## 2 Astyanax_mexicanus           2
## 3 Danio_rerio                  1
## 4 Lepisosteus_oculatus         1
## 5 Oryzias_latipes              5
## 
## $liver
## # A tibble: 13 × 2
##    Species                  Libraries
##    <chr>                        <int>
##  1 Anguilla_anguilla                1
##  2 Astatotilapia_calliptera        13
##  3 Astyanax_mexicanus               3
##  4 Danio_rerio                     11
##  5 Esox_lucius                      2
##  6 Gadus_morhua                     1
##  7 Gasterosteus_aculeatus           1
##  8 Lepisosteus_oculatus             2
##  9 Neolamprologus_brichardi        12
## 10 Nothobranchius_furzeri          25
## 11 Oryzias_latipes                 71
## 12 Salmo_salar                      1
## 13 Scophthalmus_maximus             1
## 
## $mesonephros
## # A tibble: 9 × 2
##   Species                  Libraries
##   <chr>                        <int>
## 1 Anguilla_anguilla                1
## 2 Astyanax_mexicanus               1
## 3 Danio_rerio                      1
## 4 Esox_lucius                      1
## 5 Gasterosteus_aculeatus          13
## 6 Lepisosteus_oculatus             2
## 7 Neolamprologus_brichardi         1
## 8 Oryzias_latipes                  1
## 9 Salmo_salar                      1
## 
## $`muscle tissue`
## # A tibble: 12 × 2
##    Species                  Libraries
##    <chr>                        <int>
##  1 Anguilla_anguilla                1
##  2 Astatotilapia_calliptera        13
##  3 Astyanax_mexicanus               3
##  4 Danio_rerio                      4
##  5 Esox_lucius                      2
##  6 Gadus_morhua                     1
##  7 Gasterosteus_aculeatus           1
##  8 Lepisosteus_oculatus             2
##  9 Neolamprologus_brichardi        12
## 10 Oryzias_latipes                 45
## 11 Salmo_salar                      1
## 12 Scophthalmus_maximus             7
## 
## $ovary
## # A tibble: 9 × 2
##   Species                  Libraries
##   <chr>                        <int>
## 1 Anguilla_anguilla                1
## 2 Astatotilapia_calliptera         2
## 3 Astyanax_mexicanus               2
## 4 Danio_rerio                      1
## 5 Esox_lucius                      1
## 6 Gadus_morhua                     1
## 7 Lepisosteus_oculatus             1
## 8 Oryzias_latipes                  2
## 9 Salmo_salar                      1
## 
## $`pharyngeal gill`
## # A tibble: 10 × 2
##    Species                Libraries
##    <chr>                      <int>
##  1 Anguilla_anguilla              1
##  2 Astyanax_mexicanus             2
##  3 Danio_rerio                    1
##  4 Esox_lucius                    2
##  5 Gadus_morhua                   1
##  6 Gasterosteus_aculeatus         1
##  7 Lepisosteus_oculatus           1
##  8 Oryzias_latipes                1
##  9 Salmo_salar                    1
## 10 Scophthalmus_maximus           3
## 
## $spleen
## # A tibble: 6 × 2
##   Species                  Libraries
##   <chr>                        <int>
## 1 Astatotilapia_calliptera         1
## 2 Danio_rerio                      1
## 3 Esox_lucius                      1
## 4 Gasterosteus_aculeatus          72
## 5 Salmo_salar                      1
## 6 Scophthalmus_maximus             9
## 
## $`swim bladder`
## # A tibble: 2 × 2
##   Species           Libraries
##   <chr>                 <int>
## 1 Anguilla_anguilla        13
## 2 Danio_rerio               3
## 
## $testis
## # A tibble: 11 × 2
##    Species                  Libraries
##    <chr>                        <int>
##  1 Anguilla_anguilla                1
##  2 Astatotilapia_calliptera         2
##  3 Astyanax_mexicanus               2
##  4 Danio_rerio                      1
##  5 Esox_lucius                      2
##  6 Gadus_morhua                     1
##  7 Gasterosteus_aculeatus           2
##  8 Lepisosteus_oculatus             2
##  9 Neolamprologus_brichardi         1
## 10 Oryzias_latipes                  3
## 11 Salmo_salar                      1
## 
## $`zone of skin`
## # A tibble: 8 × 2
##   Species                  Libraries
##   <chr>                        <int>
## 1 Astatotilapia_calliptera         1
## 2 Astyanax_mexicanus               1
## 3 Danio_rerio                     33
## 4 Gasterosteus_aculeatus           1
## 5 Lepisosteus_oculatus             1
## 6 Neolamprologus_brichardi         1
## 7 Nothobranchius_furzeri          25
## 8 Salmo_salar                      1

Normalisation PCA

Since the data in bgee sometimes includes tissue expression data from multiple experiments, I need to check the data to determine whether it needs any specific batch correction. The effect of different experiments in only prevalent in Lepisosteus_oculatus therefore I didn’t include in out analysis. Tissues of other species cluster generally together irrespective of experiment.

purrr::map(rna.dat,norm_pca)
## $Lepisosteus_oculatus

## 
## $Anguilla_anguilla

## 
## $Danio_rerio

## 
## $Astyanax_mexicanus

## 
## $Esox_lucius

## 
## $Salmo_salar

## 
## $Gadus_morhua

## 
## $Poecilia_reticulata

## 
## $Oryzias_latipes

## 
## $Astatotilapia_calliptera

## 
## $Neolamprologus_brichardi

## 
## $Scophthalmus_maximus

## 
## $Gasterosteus_aculeatus

## 
## $Nothobranchius_furzeri

Counts normalisation

I run the TMM normalisation function and build the data frame that will be the input to compute tau.

#build_tau_dataframe
Astatotilapia_calliptera_tau_input<-rna.dat$Astatotilapia_calliptera %>% TMM_norm_only() %>% as_tibble(rownames = NA) %>% rownames_to_column("Gene.ID") %>% build_tau_data_frame(var = "Astatotilapia_calliptera")

Astyanax_mexicanus_tau_input<-rna.dat$Astyanax_mexicanus %>% TMM_norm_only() %>% as_tibble(rownames = NA) %>% rownames_to_column("Gene.ID") %>% build_tau_data_frame(var = "Astyanax_mexicanus")

Danio_rerio_tau_input<-rna.dat$Danio_rerio %>% TMM_norm_only %>% as_tibble(rownames = NA) %>% rownames_to_column("Gene.ID") %>% build_tau_data_frame(var = "Danio_rerio")

Esox_lucius_tau_input<-rna.dat$Esox_lucius %>% TMM_norm_only %>% as_tibble(rownames = NA) %>% rownames_to_column("Gene.ID") %>% build_tau_data_frame(var = "Esox_lucius")

Gasterosteus_aculeatus_tau_input<-rna.dat$Gasterosteus_aculeatus %>% TMM_norm_only() %>% as_tibble(rownames = NA) %>% rownames_to_column("Gene.ID") %>% build_tau_data_frame(var = "Gasterosteus_aculeatus")

Gadus_morhua_tau_input<-rna.dat$Gadus_morhua %>% TMM_norm_only %>% as_tibble(rownames = NA) %>% rownames_to_column("Gene.ID") %>% build_tau_data_frame(var = "Gadus_morhua")

Lepisosteus_oculatus_tau_input<-rna.dat$Lepisosteus_oculatus %>% combat() %>% as_tibble(rownames = NA) %>% rownames_to_column("Gene.ID") %>% build_tau_data_frame(var = "Lepisosteus_oculatus") #Performed combat

Neolamprologus_brichardi_tau_input<-rna.dat$Neolamprologus_brichardi%>% TMM_norm_only() %>% as_tibble(rownames = NA) %>% rownames_to_column("Gene.ID") %>% build_tau_data_frame(var = "Neolamprologus_brichardi")

Nothobranchius_furzeri_tau_input<-rna.dat$Nothobranchius_furzeri %>% TMM_norm_only() %>% as_tibble(rownames = NA) %>% rownames_to_column("Gene.ID") %>% build_tau_data_frame(var = "Nothobranchius_furzeri")

Oryzias_latipes_tau_input<-rna.dat$Oryzias_latipes %>% TMM_norm_only() %>% as_tibble(rownames = NA) %>% rownames_to_column("Gene.ID") %>% build_tau_data_frame(var = "Oryzias_latipes")

Salmo_salar_tau_input<-rna.dat$Salmo_salar %>% TMM_norm_only() %>% as_tibble(rownames = NA) %>% rownames_to_column("Gene.ID") %>% build_tau_data_frame(var = "Salmo_salar")

Scophthalmus_maximus_tau_input<-rna.dat$Scophthalmus_maximus %>% TMM_norm_only() %>% as_tibble(rownames = NA) %>% rownames_to_column("Gene.ID") %>% build_tau_data_frame(var = "Scophthalmus_maximus")

list(Astyanax_mexicanus_tau_input = Astyanax_mexicanus_tau_input,
     Astatotilapia_calliptera_tau_input = Astatotilapia_calliptera_tau_input,
     Danio_rerio_tau_input = Danio_rerio_tau_input,
     Esox_lucius_tau_input = Esox_lucius_tau_input,
     Gasterosteus_aculeatus_tau_input = Gasterosteus_aculeatus_tau_input,
     Gadus_morhua_tau_input = Gadus_morhua_tau_input,
     Lepisosteus_oculatus_tau_input = Lepisosteus_oculatus_tau_input,
     Neolamprologus_brichardi_tau_input = Neolamprologus_brichardi_tau_input,
     Nothobranchius_furzeri_tau_input = Nothobranchius_furzeri_tau_input,
     Oryzias_latipes_tau_input = Oryzias_latipes_tau_input,
     Salmo_salar_tau_input = Salmo_salar_tau_input,
     Scophthalmus_maximus_tau_input = Scophthalmus_maximus_tau_input) %>% saveRDS("./RDS/Tau_input_dat_TMM_cpm_no_log_no_combat_all_fish.rds")

Compute Tau

To estimate tissue specificity I used the tissue-specificity index Tau. The code below calculates tau for each tissue in each sampled species. I classify a gene as tissue-specific if it has a tau estimate above 0.8 and its mean expression level in the target tissue is higher than the sum of its expression in all the other tissues. This ensures we keep only those genes that are tissue-specific and highly expressed in their target tissues.

tau_input<-readRDS("./RDS/Tau_input_dat_TMM_cpm_no_log_no_combat_all_fish.rds")

#remove unwanted and ambiguous tissues (e.g. larva, immature organism etc..)

tau_input$Astatotilapia_calliptera_tau_input %>% dplyr::select(!c(`multicellular organism`))->tau_input$Astatotilapia_calliptera_tau_input
tau_input$Danio_rerio_tau_input %>% dplyr::select(!c(`mature ovarian follicle`))->tau_input$Danio_rerio_tau_input
tau_input$Esox_lucius_tau_input %>% dplyr::select(!`embryo`)->tau_input$Esox_lucius_tau_input
tau_input$Gadus_morhua_tau_input %>% dplyr::select(!c(`embryo`,`sexually immature organism`,`immune organ`))->tau_input$Gadus_morhua_tau_input
tau_input$Gasterosteus_aculeatus_tau_input %>% dplyr::select(!c(`telencephalon`,`diencephalon`))->tau_input$Gasterosteus_aculeatus_tau_input
tau_input$Oryzias_latipes_tau_input %>% dplyr::select(!c(`multicellular organism`,`sexually immature organism`,`adult organism`))->tau_input$Oryzias_latipes_tau_input
tau_input$Salmo_salar_tau_input %>% dplyr::select(!c(semen, `sexually immature organism`))->tau_input$Salmo_salar_tau_input


# Skin
tau_input$Astatotilapia_calliptera_tau_input %>% compute_tau(tissue = "zone of skin")->Astatotilapia_calliptera_tau
tau_input$Astyanax_mexicanus_tau_input %>% compute_tau(tissue = "zone of skin")->Astyanax_mexicanus_tau
tau_input$Danio_rerio_tau_input %>% compute_tau(tissue = "zone of skin")->Danio_rerio_tau
tau_input$Gasterosteus_aculeatus_tau_input %>% compute_tau(tissue = "zone of skin")->Gasterosteus_aculeatus_tau
tau_input$Neolamprologus_brichardi_tau_input %>% compute_tau(tissue = "zone of skin")->Neolamprologus_brichardi_tau
tau_input$Nothobranchius_furzeri_tau_input %>% compute_tau(tissue = "zone of skin")->Nothobranchius_furzeri_tau
tau_input$Salmo_salar_tau_input %>% compute_tau(tissue = "zone of skin")->Salmo_salar_tau


list(Astyanax_mexicanus = Astyanax_mexicanus_tau,
     Astatotilapia_calliptera = Astatotilapia_calliptera_tau,
     Danio_rerio = Danio_rerio_tau,
     Gasterosteus_aculeatus= Gasterosteus_aculeatus_tau,
     Neolamprologus_brichardi = Neolamprologus_brichardi_tau,
     Nothobranchius_furzeri= Nothobranchius_furzeri_tau,
     Salmo_salar = Salmo_salar_tau) %>% saveRDS("./RDS/Tau_0.8_TMM_cpm_no_log_no_combat_skin.rds")

# Brain
tau_input$Astatotilapia_calliptera_tau_input %>% compute_tau(tissue = "brain")->Astatotilapia_calliptera_tau
tau_input$Astyanax_mexicanus_tau_input %>% compute_tau(tissue = "brain")->Astyanax_mexicanus_tau
tau_input$Danio_rerio_tau_input %>% compute_tau(tissue = "brain")->Danio_rerio_tau
tau_input$Esox_lucius_tau_input %>% compute_tau(tissue = "brain")->Esox_lucius_tau
tau_input$Gadus_morhua_tau_input %>% compute_tau(tissue = "brain")->Gadus_morhua_tau
tau_input$Gasterosteus_aculeatus_tau_input %>% compute_tau(tissue = "brain")->Gasterosteus_aculeatus_tau
tau_input$Neolamprologus_brichardi_tau_input %>% compute_tau(tissue = "brain")->Neolamprologus_brichardi_tau
tau_input$Nothobranchius_furzeri_tau_input %>% compute_tau(tissue = "brain")->Nothobranchius_furzeri_tau
tau_input$Oryzias_latipes_tau_input %>% compute_tau(tissue = "brain")->Oryzias_latipes_tau
tau_input$Salmo_salar_tau_input %>% compute_tau(tissue = "brain")->Salmo_salar_tau
tau_input$Scophthalmus_maximus_tau_input %>% compute_tau(tissue = "brain")->Scophthalmus_maximus_tau


list(Astyanax_mexicanus = Astyanax_mexicanus_tau,
     Astatotilapia_calliptera = Astatotilapia_calliptera_tau,
     Danio_rerio = Danio_rerio_tau,
     Esox_lucius = Esox_lucius_tau,
     Gadus_morhua = Gadus_morhua_tau,
     Gasterosteus_aculeatus= Gasterosteus_aculeatus_tau,
     Neolamprologus_brichardi = Neolamprologus_brichardi_tau,
     Nothobranchius_furzeri= Nothobranchius_furzeri_tau,
     Oryzias_latipes = Oryzias_latipes_tau,
     Salmo_salar = Salmo_salar_tau,
     Scophthalmus_maximus = Scophthalmus_maximus_tau) %>% saveRDS("./RDS/Tau_0.8_TMM_cpm_no_log_no_combat_brain.rds")

# Eye
tau_input$Astatotilapia_calliptera_tau_input %>% compute_tau(tissue = "camera-type eye")->Astatotilapia_calliptera_tau 
tau_input$Astyanax_mexicanus_tau_input %>% compute_tau(tissue = "camera-type eye")->Astyanax_mexicanus_tau
tau_input$Esox_lucius_tau_input %>% compute_tau(tissue = "camera-type eye")->Esox_lucius_tau
tau_input$Gasterosteus_aculeatus_tau_input %>% compute_tau(tissue = "camera-type eye")->Gasterosteus_aculeatus_tau
tau_input$Neolamprologus_brichardi_tau_input %>% compute_tau(tissue = "camera-type eye")->Neolamprologus_brichardi_tau
tau_input$Salmo_salar_tau_input %>% compute_tau(tissue = "camera-type eye")->Salmo_salar_tau

list(Astyanax_mexicanus = Astyanax_mexicanus_tau,
     Astatotilapia_calliptera = Astatotilapia_calliptera_tau,
     Esox_lucius = Esox_lucius_tau,
     Gasterosteus_aculeatus= Gasterosteus_aculeatus_tau,
     Neolamprologus_brichardi = Neolamprologus_brichardi_tau,
     Salmo_salar = Salmo_salar_tau) %>% 
  saveRDS("./RDS/Tau_0.8_TMM_cpm_no_log_no_combat_eye.rds")

# Heart
tau_input$Astyanax_mexicanus_tau_input %>% compute_tau(tissue = "heart")->Astyanax_mexicanus_tau
tau_input$Danio_rerio_tau_input %>% compute_tau(tissue = "heart")->Danio_rerio_tau
tau_input$Esox_lucius_tau_input %>% compute_tau(tissue = "heart")->Esox_lucius_tau
tau_input$Gadus_morhua_tau_input %>% compute_tau(tissue = "heart")->Gadus_morhua_tau
tau_input$Gasterosteus_aculeatus_tau_input %>% compute_tau(tissue = "heart")->Gasterosteus_aculeatus_tau
tau_input$Neolamprologus_brichardi_tau_input %>% compute_tau(tissue = "heart")->Neolamprologus_brichardi_tau
tau_input$Oryzias_latipes_tau_input %>% compute_tau(tissue = "heart")->Oryzias_latipes_tau
tau_input$Salmo_salar_tau_input %>% compute_tau(tissue = "heart")->Salmo_salar_tau


list(Astyanax_mexicanus = Astyanax_mexicanus_tau,
     Danio_rerio = Danio_rerio_tau,
     Esox_lucius = Esox_lucius_tau,
     Gadus_morhua = Gadus_morhua_tau,
     Gasterosteus_aculeatus= Gasterosteus_aculeatus_tau,
     Neolamprologus_brichardi = Neolamprologus_brichardi_tau,
     Oryzias_latipes = Oryzias_latipes_tau,
     Salmo_salar = Salmo_salar_tau) %>% saveRDS("./RDS/Tau_0.8_TMM_cpm_no_log_no_combat_heart.rds")

# Liver
tau_input$Astatotilapia_calliptera_tau_input %>% compute_tau(tissue = "liver")->Astatotilapia_calliptera_tau 
tau_input$Astyanax_mexicanus_tau_input %>% compute_tau(tissue = "liver")->Astyanax_mexicanus_tau
tau_input$Danio_rerio_tau_input %>% compute_tau(tissue = "liver")->Danio_rerio_tau
tau_input$Esox_lucius_tau_input %>% compute_tau(tissue = "liver")->Esox_lucius_tau
tau_input$Gadus_morhua_tau_input %>% compute_tau(tissue = "liver")->Gadus_morhua_tau
tau_input$Gasterosteus_aculeatus_tau_input %>% compute_tau(tissue = "liver")->Gasterosteus_aculeatus_tau
tau_input$Neolamprologus_brichardi_tau_input %>% compute_tau(tissue = "liver")->Neolamprologus_brichardi_tau
tau_input$Nothobranchius_furzeri_tau_input %>% compute_tau(tissue = "liver")->Nothobranchius_furzeri_tau
tau_input$Oryzias_latipes_tau_input %>% compute_tau(tissue = "liver")->Oryzias_latipes_tau
tau_input$Salmo_salar_tau_input %>% compute_tau(tissue = "liver")->Salmo_salar_tau
tau_input$Scophthalmus_maximus_tau_input %>% compute_tau(tissue = "liver")->Scophthalmus_maximus_tau


list(Astyanax_mexicanus = Astyanax_mexicanus_tau,
     Astatotilapia_calliptera = Astatotilapia_calliptera_tau,
     Danio_rerio = Danio_rerio_tau,
     Esox_lucius = Esox_lucius_tau,
     Gadus_morhua = Gadus_morhua_tau,
     Gasterosteus_aculeatus= Gasterosteus_aculeatus_tau,
     Neolamprologus_brichardi = Neolamprologus_brichardi_tau,
     Nothobranchius_furzeri= Nothobranchius_furzeri_tau,
     Oryzias_latipes = Oryzias_latipes_tau,
     Salmo_salar = Salmo_salar_tau,
     Scophthalmus_maximus = Scophthalmus_maximus_tau) %>% saveRDS("./RDS/Tau_0.8_TMM_cpm_no_log_no_combat_liver.rds")

# Muscle tissue
tau_input$Astatotilapia_calliptera_tau_input %>% compute_tau(tissue = "muscle tissue")->Astatotilapia_calliptera_tau 
tau_input$Astyanax_mexicanus_tau_input %>% compute_tau(tissue = "muscle tissue")->Astyanax_mexicanus_tau
tau_input$Danio_rerio_tau_input %>% compute_tau(tissue = "muscle tissue")->Danio_rerio_tau
tau_input$Esox_lucius_tau_input %>% compute_tau(tissue = "muscle tissue")->Esox_lucius_tau
tau_input$Gadus_morhua_tau_input %>% compute_tau(tissue = "muscle tissue")->Gadus_morhua_tau
tau_input$Gasterosteus_aculeatus_tau_input %>% compute_tau(tissue = "muscle tissue")->Gasterosteus_aculeatus_tau
tau_input$Neolamprologus_brichardi_tau_input %>% compute_tau(tissue = "skeletal muscle tissue")->Neolamprologus_brichardi_tau
tau_input$Oryzias_latipes_tau_input %>% compute_tau(tissue = "muscle tissue")->Oryzias_latipes_tau
tau_input$Salmo_salar_tau_input %>% compute_tau(tissue = "muscle tissue")->Salmo_salar_tau
tau_input$Scophthalmus_maximus_tau_input %>% compute_tau(tissue = "muscle tissue")->Scophthalmus_maximus_tau


list(Astyanax_mexicanus = Astyanax_mexicanus_tau,
     Astatotilapia_calliptera = Astatotilapia_calliptera_tau,
     Danio_rerio = Danio_rerio_tau,
     Esox_lucius = Esox_lucius_tau,
     Gadus_morhua = Gadus_morhua_tau,
     Gasterosteus_aculeatus= Gasterosteus_aculeatus_tau,
     Neolamprologus_brichardi = Neolamprologus_brichardi_tau,
     Oryzias_latipes = Oryzias_latipes_tau,
     Salmo_salar = Salmo_salar_tau,
     Scophthalmus_maximus = Scophthalmus_maximus_tau) %>% saveRDS("./RDS/Tau_0.8_TMM_cpm_no_log_no_combat_muscle.rds")

# Ovary
tau_input$Astatotilapia_calliptera_tau_input %>% compute_tau(tissue = "ovary")->Astatotilapia_calliptera_tau
tau_input$Astyanax_mexicanus_tau_input %>% compute_tau(tissue = "ovary")->Astyanax_mexicanus_tau
tau_input$Danio_rerio_tau_input %>% compute_tau(tissue = "ovary")->Danio_rerio_tau
tau_input$Esox_lucius_tau_input %>% compute_tau(tissue = "ovary")->Esox_lucius_tau
tau_input$Gadus_morhua_tau_input %>% compute_tau(tissue = "ovary")->Gadus_morhua_tau
tau_input$Oryzias_latipes_tau_input %>% compute_tau(tissue = "ovary")->Oryzias_latipes_tau
tau_input$Salmo_salar_tau_input %>% compute_tau(tissue = "ovary")->Salmo_salar_tau


list(Astyanax_mexicanus = Astyanax_mexicanus_tau,
     Astatotilapia_calliptera = Astatotilapia_calliptera_tau,
     Danio_rerio = Danio_rerio_tau,
     Esox_lucius = Esox_lucius_tau,
     Gadus_morhua = Gadus_morhua_tau,
     Oryzias_latipes = Oryzias_latipes_tau,
     Salmo_salar = Salmo_salar_tau) %>% saveRDS("./RDS/Tau_0.8_TMM_cpm_no_log_no_combat_ovary.rds")

# Testis
tau_input$Astatotilapia_calliptera_tau_input %>% compute_tau(tissue = "testis")->Astatotilapia_calliptera_tau 
tau_input$Astyanax_mexicanus_tau_input %>% compute_tau(tissue = "testis")->Astyanax_mexicanus_tau
tau_input$Danio_rerio_tau_input %>% compute_tau(tissue = "testis")->Danio_rerio_tau
tau_input$Esox_lucius_tau_input %>% compute_tau(tissue = "testis")->Esox_lucius_tau
tau_input$Gadus_morhua_tau_input %>% compute_tau(tissue = "testis")->Gadus_morhua_tau
tau_input$Gasterosteus_aculeatus_tau_input %>% compute_tau(tissue = "testis")->Gasterosteus_aculeatus_tau
tau_input$Neolamprologus_brichardi_tau_input %>% compute_tau(tissue = "testis")->Neolamprologus_brichardi_tau
tau_input$Oryzias_latipes_tau_input %>% compute_tau(tissue = "testis")->Oryzias_latipes_tau
tau_input$Salmo_salar_tau_input %>% compute_tau(tissue = "testis")->Salmo_salar_tau

list(Astyanax_mexicanus = Astyanax_mexicanus_tau,
     Astatotilapia_calliptera = Astatotilapia_calliptera_tau,
     Danio_rerio = Danio_rerio_tau,
     Esox_lucius = Esox_lucius_tau,
     Gadus_morhua = Gadus_morhua_tau,
     Gasterosteus_aculeatus= Gasterosteus_aculeatus_tau,
     Neolamprologus_brichardi = Neolamprologus_brichardi_tau,
     Oryzias_latipes = Oryzias_latipes_tau,
     Salmo_salar = Salmo_salar_tau) %>% saveRDS("./RDS/Tau_0.8_TMM_cpm_no_log_no_combat_testis.rds")

Plot tissue specific genes

Here are the distribution of the tissue specific genes across the different teleost species.

#tissue specific genes
skin<-readRDS("./RDS/Tau_0.8_TMM_cpm_no_log_no_combat_skin.rds")
brain<-readRDS("./RDS/Tau_0.8_TMM_cpm_no_log_no_combat_brain.rds") 
eye<-readRDS("./RDS/Tau_0.8_TMM_cpm_no_log_no_combat_eye.rds") 
heart<-readRDS("./RDS/Tau_0.8_TMM_cpm_no_log_no_combat_heart.rds") 
liver<-readRDS("./RDS/Tau_0.8_TMM_cpm_no_log_no_combat_liver.rds") 
muscle<-readRDS("./RDS/Tau_0.8_TMM_cpm_no_log_no_combat_muscle.rds") 
ovary<-readRDS("./RDS/Tau_0.8_TMM_cpm_no_log_no_combat_ovary.rds") 
testis<-readRDS("./RDS/Tau_0.8_TMM_cpm_no_log_no_combat_testis.rds") 



ts_plot<-function(species){
rbind(tibble(ts = length(brain[[species]]$Gene.ID),
       tissue = "brain"),
tibble(ts = length(eye[[species]]$Gene.ID),
       tissue = "eye"),
tibble(ts = length(heart[[species]]$Gene.ID),
       tissue = "heart"),
tibble(ts = length(liver[[species]]$Gene.ID),
       tissue = "liver"),
tibble(ts = length(muscle[[species]]$Gene.ID),
       tissue = "muscle"),
tibble(ts = length(skin[[species]]$Gene.ID),
       tissue = "skin"),
tibble(ts = length(ovary[[species]]$Gene.ID),
       tissue = "ovary"),
tibble(ts = length(testis[[species]]$Gene.ID),
       tissue = "testis"))->ts_df

p<-ggpubr::ggbarplot(ts_df, x = "tissue", y = "ts",fill = "grey",color = "grey",label = T,lab.pos = "out",lab.col = "darkred")+
  ggpubr::rremove("legend")+
  ggpubr::rremove("xlab")+
  ggpubr::rremove("ylab")+
  ggtitle(str_replace(species,pattern = "_",replacement = " "))+
  theme(plot.title = element_text(hjust = 0.5,vjust = -0.5,face = "italic")) %>% return() # Center the title
#ggpubr::ggpar(p,title = str_replace(species,pattern = "_",replacement = " "),font.title = c(14,"italic","black"),title.position = "center") %>% return()
}

purrr::map(names(brain),ts_plot)->plot_list
ggpubr::ggarrange(plotlist = plot_list,ncol = 1,nrow = 12)

Session Info

sessionInfo()
## R version 4.4.0 (2024-04-24)
## Platform: aarch64-apple-darwin20
## Running under: macOS Sonoma 14.4.1
## 
## Matrix products: default
## BLAS:   /Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/lib/libRblas.0.dylib 
## LAPACK: /Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/lib/libRlapack.dylib;  LAPACK version 3.12.0
## 
## locale:
## [1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
## 
## time zone: Europe/Zurich
## tzcode source: internal
## 
## attached base packages:
## [1] stats4    stats     graphics  grDevices utils     datasets  methods  
## [8] base     
## 
## other attached packages:
##  [1] DESeq2_1.44.0               SummarizedExperiment_1.34.0
##  [3] MatrixGenerics_1.16.0       matrixStats_1.4.0          
##  [5] GenomicRanges_1.56.1        GenomeInfoDb_1.40.1        
##  [7] edgeR_4.2.1                 limma_3.60.4               
##  [9] BgeeDB_2.30.1               topGO_2.56.0               
## [11] SparseM_1.84-2              GO.db_3.19.1               
## [13] AnnotationDbi_1.66.0        IRanges_2.38.1             
## [15] S4Vectors_0.42.1            Biobase_2.64.0             
## [17] graph_1.82.0                BiocGenerics_0.50.0        
## [19] RColorBrewer_1.1-3          ggtree_3.12.0              
## [21] phytools_2.3-0              maps_3.4.2                 
## [23] ape_5.8                     kableExtra_1.4.0           
## [25] lubridate_1.9.3             forcats_1.0.0              
## [27] stringr_1.5.1               dplyr_1.1.4                
## [29] purrr_1.0.2                 readr_2.1.5                
## [31] tidyr_1.3.1                 tibble_3.2.1               
## [33] ggplot2_3.5.1               tidyverse_2.0.0            
## 
## loaded via a namespace (and not attached):
##   [1] rstudioapi_0.16.0       jsonlite_1.8.8          magrittr_2.0.3         
##   [4] farver_2.1.2            rmarkdown_2.28          fs_1.6.4               
##   [7] zlibbioc_1.50.0         vctrs_0.6.5             memoise_2.0.1          
##  [10] RCurl_1.98-1.16         rstatix_0.7.2           S4Arrays_1.4.1         
##  [13] htmltools_0.5.8.1       curl_5.2.2              broom_1.0.6            
##  [16] DEoptim_2.2-8           SparseArray_1.4.8       gridGraphics_0.5-1     
##  [19] sass_0.4.9              bslib_0.8.0             cachem_1.1.0           
##  [22] igraph_2.0.3            lifecycle_1.0.4         iterators_1.0.14       
##  [25] pkgconfig_2.0.3         Matrix_1.7-0            R6_2.5.1               
##  [28] fastmap_1.2.0           GenomeInfoDbData_1.2.12 digest_0.6.37          
##  [31] numDeriv_2016.8-1.1     aplot_0.2.3             colorspace_2.1-1       
##  [34] patchwork_1.2.0         RSQLite_2.3.7           ggpubr_0.6.0           
##  [37] labeling_0.4.3          clusterGeneration_1.3.8 fansi_1.0.6            
##  [40] timechange_0.3.0        abind_1.4-5             httr_1.4.7             
##  [43] compiler_4.4.0          bit64_4.0.5             withr_3.0.1            
##  [46] doParallel_1.0.17       backports_1.5.0         BiocParallel_1.38.0    
##  [49] optimParallel_1.0-2     carData_3.0-5           DBI_1.2.3              
##  [52] highr_0.11              R.utils_2.12.3          ggsignif_0.6.4         
##  [55] MASS_7.3-61             DelayedArray_0.30.1     scatterplot3d_0.3-44   
##  [58] tools_4.4.0             R.oo_1.26.0             glue_1.7.0             
##  [61] quadprog_1.5-8          nlme_3.1-166            grid_4.4.0             
##  [64] generics_0.1.3          gtable_0.3.5            tzdb_0.4.0             
##  [67] preprocessCore_1.66.0   R.methodsS3_1.8.2       data.table_1.16.0      
##  [70] hms_1.1.3               car_3.1-2               xml2_1.3.6             
##  [73] utf8_1.2.4              XVector_0.44.0          foreach_1.5.2          
##  [76] pillar_1.9.0            yulab.utils_0.1.7       vroom_1.6.5            
##  [79] treeio_1.28.0           lattice_0.22-6          bit_4.0.5              
##  [82] tidyselect_1.2.1        locfit_1.5-9.10         Biostrings_2.72.1      
##  [85] knitr_1.48              svglite_2.1.3           xfun_0.47              
##  [88] expm_1.0-0              statmod_1.5.0           stringi_1.8.4          
##  [91] UCSC.utils_1.0.0        lazyeval_0.2.2          ggfun_0.1.6            
##  [94] yaml_2.3.10             evaluate_0.24.0         codetools_0.2-20       
##  [97] ggplotify_0.1.2         cli_3.6.3               systemfonts_1.1.0      
## [100] munsell_0.5.1           jquerylib_0.1.4         Rcpp_1.0.13            
## [103] coda_0.19-4.1           png_0.1-8               parallel_4.4.0         
## [106] blob_1.2.4              bitops_1.0-8            phangorn_2.11.1        
## [109] viridisLite_0.4.2       tidytree_0.4.6          scales_1.3.0           
## [112] crayon_1.5.3            combinat_0.0-8          rlang_1.1.4            
## [115] cowplot_1.1.3           fastmatch_1.1-4         KEGGREST_1.44.1        
## [118] mnormt_2.1.1

Processing CSUBST output

In this section, I load the results of CSUBST and process them to obtain the first list of genes that satisfy the criteria for convergence. The final output combined_arity will be used to get the set of branch combinations.

Get the data

dir_path<-str_c("./Datasets/Output_CSUBST") 

combine_csubsts<-function(.data){
  og<-str_extract(.data,"OG[0-9]*")
  try(read_tsv(.data) %>% mutate(Orthogroup = og) %>% 
    mutate(arity = (str_extract(files,"_[0-9]") %>% str_remove("_"))[[1]]) %>% 
    dplyr::select(c(Orthogroup,is_fg,omegaCany2spe,omegaCany2any,OCNany2any,OCNspe2any,OCNany2spe,OCSany2any,OCSspe2any,OCSany2spe,dNCany2spe,dNCany2any,dSCany2spe,dSCany2any,arity,contains("branch_id"))) %>% 
    filter(omegaCany2spe >=5 & OCNany2spe >=5)) %>% 
    return()
  
  #To compare differences in mean OCN values between convergent-tissue specific genes remove the filters so as to get the values of the entire population
}


files<-list.files(path = dir_path, pattern = "\\cb_3.tsv$", full.names = TRUE, recursive = TRUE)
purrr::map(files,combine_csubsts) %>% purrr:::list_rbind()->Arity_3
Arity_3 %>% distinct(Orthogroup)->Arity_3_OG

files<-list.files(path = dir_path, pattern = "\\cb_4.tsv$", full.names = TRUE, recursive = TRUE)
purrr::map(files,combine_csubsts) %>% purrr:::list_rbind()->Arity_4
Arity_4 %>% distinct(Orthogroup)->Arity_4_OG

files<-list.files(path = dir_path, pattern = "\\cb_5.tsv$", full.names = TRUE, recursive = TRUE)
purrr::map(files,combine_csubsts) %>% purrr:::list_rbind()->Arity_5
Arity_5 %>% distinct(Orthogroup)->Arity_5_OG

files<-list.files(path = dir_path, pattern = "\\cb_6.tsv$", full.names = TRUE, recursive = TRUE)
purrr::map(files,combine_csubsts) %>% purrr:::list_rbind()->Arity_6
Arity_6 %>% distinct(Orthogroup)->Arity_6_OG

files<-list.files(path = dir_path, pattern = "\\cb_7.tsv$", full.names = TRUE, recursive = TRUE)
purrr::map(files,combine_csubsts) %>% purrr:::list_rbind()->Arity_7
Arity_7 %>% distinct(Orthogroup)->Arity_7_OG

files<-list.files(path = dir_path, pattern = "\\cb_8.tsv$", full.names = TRUE, recursive = TRUE)
purrr::map(files,combine_csubsts) %>% purrr:::list_rbind()->Arity_8
Arity_8 %>% distinct(Orthogroup)->Arity_8_OG

files<-list.files(path = dir_path, pattern = "\\cb_9.tsv$", full.names = TRUE, recursive = TRUE)
purrr::map(files,combine_csubsts) %>% purrr:::list_rbind()->Arity_9
Arity_9 %>% distinct(Orthogroup)->Arity_9_OG

files<-list.files(path = dir_path, pattern = "\\cb_10.tsv$", full.names = TRUE, recursive = TRUE)
purrr::map(files,combine_csubsts) %>% purrr:::list_rbind()->Arity_10
Arity_10 %>% distinct(Orthogroup)->Arity_10_OG


combined_arity<-bind_rows(Arity_3 %>% dplyr::select(Orthogroup,omegaCany2spe,OCNany2any,OCNspe2any,OCNany2spe,OCSany2any,OCSspe2any,OCSany2spe,dNCany2spe,dSCany2spe,arity,contains("branch_id")),
                          Arity_4 %>% dplyr::select(Orthogroup,omegaCany2spe,OCNany2any,OCNspe2any,OCNany2spe,OCSany2any,OCSspe2any,OCSany2spe,dNCany2spe,dSCany2spe,arity,contains("branch_id")),
                          Arity_5 %>% dplyr::select(Orthogroup,omegaCany2spe,OCNany2any,OCNspe2any,OCNany2spe,OCSany2any,OCSspe2any,OCSany2spe,dNCany2spe,dSCany2spe,arity,contains("branch_id")),
                          Arity_6 %>% dplyr::select(Orthogroup,omegaCany2spe,OCNany2any,OCNspe2any,OCNany2spe,OCSany2any,OCSspe2any,OCSany2spe,dNCany2spe,dSCany2spe,arity,contains("branch_id")),
                          Arity_7 %>% dplyr::select(Orthogroup,omegaCany2spe,OCNany2any,OCNspe2any,OCNany2spe,OCSany2any,OCSspe2any,OCSany2spe,dNCany2spe,dSCany2spe,arity,contains("branch_id")),
                          Arity_8 %>% dplyr::select(Orthogroup,omegaCany2spe,OCNany2any,OCNspe2any,OCNany2spe,OCSany2any,OCSspe2any,OCSany2spe,dNCany2spe,dSCany2spe,arity,contains("branch_id")),
                          Arity_9 %>% dplyr::select(Orthogroup,omegaCany2spe,OCNany2any,OCNspe2any,OCNany2spe,OCSany2any,OCSspe2any,OCSany2spe,dNCany2spe,dSCany2spe,arity,contains("branch_id")),
                          Arity_10 %>% dplyr::select(Orthogroup,omegaCany2spe,OCNany2any,OCNspe2any,OCNany2spe,OCSany2any,OCSspe2any,OCSany2spe,dNCany2spe,dSCany2spe,arity,contains("branch_id")))

combined_arity$arity <-str_replace(combined_arity$arity,'1','10')
combined_arity %>% saveRDS("./RDS/combined_arity.rds")

Make table to use for csusbt site input

I now get the sets of branch combinations (arity) I will use as input for the CSUBST site algorithm.

#To make the table for the CSUBST site algorithm we will group by orthogroup and select the branch combinations with the highest arity values. 
#Once computed, filter the site_table data frame to obtain the convergence metrics for the non-spurious convergent genes
make_site_data<-function(tissue,fname){
  carity_tsp<-combined_arity
  site_table<-carity_tsp %>% group_by(Orthogroup) %>% dplyr::slice(which.max(arity))
  site_table %>% return()
#Arity 3
site_table %>% dplyr::filter(arity == 3) %>% 
  dplyr::select(Orthogroup,contains("branch_id")) %>% 
  select_if(~ !any(is.na(.))) %>% 
  write_csv(paste0("./Datasets/DatasetS0_csv_files/csubst_site_input/",fname,"_Arity_3.csv"))
#Arity 4
site_table %>% dplyr::filter(arity == 4) %>% 
  dplyr::select(Orthogroup,contains("branch_id")) %>% 
  select_if(~ !any(is.na(.))) %>% 
  write_csv(paste0("./Datasets/DatasetS0_csv_files/csubst_site_input/",fname,"_Arity_4.csv"))
#Arity 5
site_table %>% filter(arity == 5) %>% 
  dplyr::select(Orthogroup,contains("branch_id")) %>% 
  select_if(~ !any(is.na(.))) %>% 
  write_csv(paste0("./Datasets/DatasetS0_csv_files/csubst_site_input/",fname,"_Arity_5.csv"))
#Arity 6
site_table %>% filter(arity == 6) %>% 
  dplyr::select(Orthogroup,contains("branch_id")) %>% 
  select_if(~ !any(is.na(.))) %>% 
  write_csv(paste0("./Datasets/DatasetS0_csv_files/csubst_site_input/",fname,"_Arity_6.csv"))
#Arity 7
site_table %>% filter(arity == 7) %>% 
  dplyr::select(Orthogroup,contains("branch_id")) %>% 
  select_if(~ !any(is.na(.))) %>% 
  write_csv(paste0("./Datasets/DatasetS0_csv_files/csubst_site_input/",fname,"_Arity_7.csv"))
#Arity 8
site_table %>% filter(arity == 8) %>% 
  dplyr::select(Orthogroup,contains("branch_id")) %>% 
  select_if(~ !any(is.na(.))) %>% 
  write_csv(paste0("./Datasets/DatasetS0_csv_files/csubst_site_input/",fname,"_Arity_8.csv"))
#Arity 9
site_table %>% filter(arity == 9) %>% 
  dplyr::select(Orthogroup,contains("branch_id")) %>% 
  select_if(~ !any(is.na(.))) %>% 
  write_csv(paste0("./Datasets/DatasetS0_csv_files/csubst_site_input/",fname,"_Arity_9.csv"))
#Arity 10
site_table %>% filter(arity == 10) %>% 
  dplyr::select(Orthogroup,contains("branch_id")) %>% 
  select_if(~ !any(is.na(.))) %>% 
  write_csv(paste0("./Datasets/DatasetS0_csv_files/csubst_site_input/",fname,"_Arity_10.csv"))
}

make_site_data(tissue = combined_arity$Orthogroup,fname = "All")

Check site model output for spurious amino acids substitutions.

In this section, I check for spurious convergence using several filtering and summary steps. Essentially, the idea is to find strong evidence of convergence by filtering values of the convergence metric OCNany2spe and filter out substitutions that are too close to one another on the protein structure. The non-spurious substitutions can be found in electronic supplementary material DatasetS6. The examples of spurious substitutions can be found in the electronic supplementary material DatasetS7. The final output non_spuroius_conv has the list of orthologs that satisfy my criteria.

files<-list.files(path = paste0("./Datasets/DatasetS6_Non_spurious_convergence"), pattern = "\\.tsv$", full.names = TRUE, recursive = TRUE)
trees<-list.files(path = paste0("./Datasets/DatasetS6_Non_spurious_convergence"), pattern = "\\csubst_tree.nwk$", full.names = TRUE, recursive = TRUE)
trees_df<-data.frame(id = str_extract(trees, "OG\\d{7}"),
                     tree_file = trees)
not_req<-list.files(path = paste0("./Datasets/DatasetS6_Non_spurious_convergence"), pattern = "\\csubst_site.state.*.tsv$", full.names = TRUE, recursive = TRUE)
identifiers<-str_extract(files, "OG\\d{7}")
file_df<-data.frame(id = identifiers,tsv_file = files) %>% distinct(tsv_file,.keep_all = T)
file_df<-file_df %>% filter(!tsv_file %in% not_req)
file_df<-file_df %>% mutate(model_name = purrr::map_chr(str_split(file_df$tsv_file,pattern = '\\.'),4)) %>% 
  mutate(aln_file = str_replace(file_df$tsv_file,"tsv","fa")) %>% 
  mutate(branches = str_extract(file_df$tsv_file,"branch_id.*/") %>% str_remove("branch_id") %>% str_remove("\\/"))
file_df<-left_join(file_df,trees_df) %>% distinct(id,.keep_all = T)


check_spurious_convergence <- function(x) {
  library(tidyverse)
  tryCatch({
    # Extract OG name
    og_name <- str_extract(x, "OG\\d{7}")
    dat_prelim <- read_tsv(x)
    dat_filter<-dat_prelim %>% filter(OCNany2spe != 0)
    mean_OCNany2spe <- mean(dat_filter$OCNany2spe, na.rm = TRUE)
#select only the sites with high OCN value. This helps reduce false positives
    if (!is.na(mean_OCNany2spe) && mean_OCNany2spe >= 0.6) {
      dat <- read_tsv(x)
      d <- dat %>% mutate(conv = ifelse(dat$OCNany2spe > 0.7, 1, 0)) %>% dplyr::select(codon_site_alignment, conv)
      d2 <- d %>% filter(conv == 1)
      #Adjust the value(0.5, here) to get sites not close to each other
      if ((d2$codon_site_alignment[length(d2$codon_site_alignment)] - d2$codon_site_alignment[1]) / length(d$codon_site_alignment) >= 0.2) {
        return(og_name)
      }
    }
    else {
      return(NULL)
      }
    })
}

make_spurious_plot<-function(x){
  library(ggpubr)
  og_name<-str_extract(x,"OG\\d{7}")
  dat<-read_tsv(x)
  d<-dat %>% mutate(conv = ifelse(dat$OCNany2spe >= 0.8, 1,0)) %>% dplyr::select(codon_site_alignment,conv)
  
  p<-ggpubr::ggbarplot(d,x = "codon_site_alignment", y = "conv", color = "red3")+
    ylim(0,2)+
    xlab(og_name)+
    rremove("ticks")+
    rremove("x.text")+
    rremove("y.text")
  
  ggsave(plot = p, filename = paste0("./Plots/Spurious_site/",og_name,".pdf"),device = "pdf")
}

#Get the list of Orthologs without spurious convergence
purrr::map(file_df$tsv_file,check_spurious_convergence) %>% discard(is.null) %>% list_c()->non_spuroius_conv
non_spuroius_conv %>% write_csv("./Datasets/DatasetS0_csv_files/Non_spurious_conv.csv")
#Make a rudimentary bar plot to observe the distribution on sites along the protein structure. This is similar to the output produced by the CSUBST site algorithm (allows for quicker run through)
purrr::map(file_df %>% filter(id %in% non_spuroius_conv) %>% pull('tsv_file'),make_spurious_plot) # I have not included these plots in the data folder. Please refer to the original output from the CSUBST site algorithm in the site_csubst folder

Visualise convergent branches

The following piece of code is used to visualise the gene trees, convergent branch combinations, and the alignments of the convergent sites. This piece of code produces the figures in the DatasetS8_Gene_trees_and_alignments folder.

csubst_vis<-function(OG){
  library(ggmsa)
  library(Biostrings)
  library(ape)
  library(ggtree)
  library(treeio)
  library(RColorBrewer)
  library(pals)
  
  extract_numerical_node_labels = function(tree) { #from Kenji Fukushima
    labels = c(tree[['tip.label']], tree[['node.label']])
    numerical_labels = as.integer(sub('.*\\|([0-9]*)$', '\\1', labels))
    numerical_labels[is.na(numerical_labels)] = -1
    label_names = sub('(.*)\\|[0-9]*$', '\\1', labels)
    tip_names = label_names[1:length(tree[['tip.label']])]
    node_names = label_names[(length(tree[['tip.label']])+1):length(label_names)]
    tree[['tip.label']] = tip_names
    tree[['node.label']] = node_names
    attr(tree, 'numerical_label') = numerical_labels
    return(tree)
  }
  file_df<-file_df %>% filter(id == OG)
#tree section
  tree<-read.newick(file_df$tree_file)
  tree<-extract_numerical_node_labels(tree)
  p<-ggtree(tree,branch.length = "none")
  data<-p$data
  sp <- c("Anguilla_anguilla","Girardinichthys_multiradiatus","Nothobranchius_furzeri","Gambusia_affinis","Poecilia_reticulata","Xiphophorus_hellerii","Xiphophorus_couchianus","Xiphophorus_maculatus","Nematolebias_whitei","Megalops_atlanticus","Dallia_pectoralis","Parambassis_ranga","Etheostoma_spectabile","Etheostoma_cragini","Perca_fluviatilis","Perca_flavescens","Salvelinus_namaycush") # I did not use, or need to label specific species. Keeping in case any user wishes to do so.

  
  data<-p$data %>%  mutate(is_fg = sapply(label, function(x) any(str_detect(x, sp))))
  nodes_to_connect<-file_df$branches
  nodes_to_connect<-as.numeric(str_split(nodes_to_connect,",")[[1]])
  data_to_connect <- subset(data, numerical_label %in% nodes_to_connect) %>% arrange(desc(angle)) %>% 
    dplyr::select(label,x,y,angle) %>% dplyr::rename(x.connect = x, y.connect = y, angle.connect = angle)
#MSA section
  protein_sequences <- Biostrings::readAAStringSet(file_df$aln_file)
  protein_sequences <- protein_sequences[!grepl(file_df$model_name,names(protein_sequences))]
  site_tsv<-read_tsv(file_df$tsv_file) %>% 
  filter(OCNany2spe >= 0.5) %>% arrange(codon_site_alignment)
  
  make_tidy_msa<-function(x){
    msa<-tidy_msa(protein_sequences,start = x,end = x)
    msa<-msa %>% separate(name, into = c("label","n2"),sep = "\\|") %>% dplyr::select(!n2) %>% 
      return()
  }
  
  dat_msa<-purrr::map(site_tsv$codon_site_alignment,make_tidy_msa) %>% list_rbind()
  dat_msa$position<-as.numeric(factor(dat_msa$position))
  data<-left_join(data,data_to_connect,keep = T) %>% dplyr::rename(label = label.x) %>% arrange(desc(angle.connect))
  p$data<-data
  h<-(p$data %>% filter(isTip == T) %>% nrow())/13
#custom color; I use this one
  my_pal <- colorRampPalette(rev(brewer.pal(n = 9, name = "Reds")))
  
  #this is an alternate palette that users can use.
  my_custom <- data.frame(names = c(LETTERS[1:26],"-"), 
                           color = c("#DABF25","grey70","#2540DA",
                                     "#2540DA","#2540DA","#DABF25",
                                     "#2540DA","#2540DA","#DABF25",
                                     "grey70","#2540DA","#DABF25",
                                     "#DABF25","#2540DA","grey70",
                                     "#DABF25","#2540DA","#2540DA",
                                     "#2540DA","#2540DA","grey70",
                                     "#DABF25","#DABF25","#DABF25",
                                     "#2540DA","#2540DA","grey75"), 
                           stringsAsFactors = FALSE)
  my_custom2<-data.frame(names = c(LETTERS[1:26],"-"), 
                           color = c(my_pal(27)), 
                           stringsAsFactors = FALSE)
#plotting section
  p <- p + geom_tree(mapping = aes(color = is_fg),show.legend=FALSE) + scale_color_manual(values = c("TRUE" = "grey50", "FALSE" = "grey50"))#
  p <- p + geom_tiplab(size = 7, as_ylab = T)#+scale_color_manual(values = c("TRUE"="grey50","FALSE"="grey50"))#
  p <- p + geom_point2(aes(x = x.connect-0.01, y = y.connect), color = '#274DD8', size = 2)
  p <- p + geom_curve(aes(x = x.connect-0.01, y = y.connect, xend = lead(x.connect), yend = lead(y.connect)), curvature = 0.1, color = "#274DD8") # get the line connecting convergent branches
  p <- p + geom_facet(geom = geom_msa, data = dat_msa,  panel = "msa", font = NULL, custom_color = my_custom2,char_width = 0.5)
  p <- p + geom_facet(geom = geom_text, data = dat_msa, panel= "msa", mapping=aes(x=position, label=character), size=2, color='grey90')

  p <- facet_widths(p, width=c(1,length(unique(dat_msa$position))/(ifelse(length(unique(dat_msa$position)) > 4,40,10))))
  
  ggplot2::ggsave(plot = p,
                  filename = paste0("./Plots/Phylogenies/",OG,"_site",".svg"),
                  width = 10,
                  height = h,
                  units = "in",
                  scale = 1,
                  limitsize = F)
}

# Run the visualisation function on the non spurious convergence results 

try(purrr::map(file_df %>% filter(id %in% non_spuroius_conv) %>% pull('id'), csubst_vis))

Distribution of convergent genes

This section deals with looking at the distribution of the species that experience convergence to examine whether there are any patterns in the distribution of convergent genes across orders or species, and to get an idea of zoological traits the convergent genes might be influencing.

conv_sp<-read_csv("./Datasets/DatasetS0_csv_files/Convergence_in_species.csv")
fish_data<-read.csv("./Datasets/DatasetS0_csv_files/Fish_data.csv")
danio_conv<-read.csv("./Datasets/DatasetS0_csv_files/Danio_rerio_convergent_genes.csv")
tax_info_conv<-left_join(conv_sp,fish_data, by = "Species") 
orth_list<-readRDS("./RDS/large_fish_tree_all_orders.rds")
orth_list<-orth_list %>% mutate(orths =  str_remove(orth_list$orths,"..$"))
orth_list<-orth_list %>% mutate(Order = if_else(Order == "Carangaria", "Carangiformes", Order)) #Fix order name
orth_list<-left_join(orth_list %>% dplyr::rename(Species = sp),fish_data %>% dplyr::select(c(Species,Family)),by = "Species")
non_spuroius_conv<-read_csv("Datasets/DatasetS0_csv_files/Non_spurious_conv.csv")
seq_stat<-read_tsv("./Datasets/DatasetS0_csv_files/seq_stats.tsv") #use the seqkit toolkit (https://bioinf.shenwei.me/seqkit/) to obtain this
combined_arity <-readRDS("./RDS/combined_arity.rds")
#All convergent genes in all species and orders
left_join(tax_info_conv,danio_conv %>% dplyr::select(Orthogroup,Gene.name,Gene.description),by = "Orthogroup") %>% distinct(Protein_id, .keep_all = T)->tax_info_conv

Number of convergent genes in each order

tax_info_conv %>% dplyr::count(Order) %>% arrange(desc(n))
left_join(fish_data %>% dplyr::count(Order),
          tax_info_conv %>% dplyr::count(Order),by = 'Order',suffix = c(".sp.order",".estimated")) %>% 
  replace(is.na(.), 0) %>% dplyr::select(Order,n.estimated)->test_dat

#Total number of genes in each order
left_join(orth_list %>% filter(Orthogroup %in% non_spuroius_conv$Orthogroup) %>% summarise(n.sampled = n(),.by = "Order"),test_dat)->test_dat_order
#fill in m,issing data
test_dat_order$Order[is.na(test_dat_order$Order)]<-"Lampriformes"
test_dat_order$n.sampled[is.na(test_dat_order$n.sampled)]<-1
test_dat_order$n.estimated[is.na(test_dat_order$n.estimated)]<-1

Number of convergent genes in each family

tax_info_conv %>% dplyr::count(Family) %>% arrange(desc(n))
left_join(fish_data %>% dplyr::count(Family),
          tax_info_conv %>% dplyr::count(Family),by = 'Family',suffix = c(".sp.family",".estimated")) %>% 
  replace(is.na(.), 0) %>% dplyr::select(Family,n.estimated)->test_dat_family

#Total number of genes in each family
left_join(orth_list %>% filter(Orthogroup %in% non_spuroius_conv$Orthogroup) %>% summarise(n.sampled = n(),.by = "Family"),test_dat_family)->test_dat_family

Comparing the distributions of convergent genes

Here I use the Kolmogorov-Smirnov test (KS test) to compare the distributions of the total number of genes in each order vs number of convergent genes estimated. The rationale is to check whether the relative distributions of the convergent genes are different from that of the number of genes that were sampled. This will tell us whether the deviation between the number of gene sampled in each order and the number of genes found convergent is meaningful.
The KS test is done with bootstrapping which is suitable for frequency distributions of discrete variables (number of genes in each Order). See https://rdrr.io/cran/kldtools/man/ksboot.html. I also transform the values to allow for a clearer plot of the empirical cumulative probability distributions (ECDF). The KS test output is the same even if I use the untransformed values.

#Untransformed values
#dat<-test_dat2 %>% select(Order,n.conv.genes.order,n.genes.sample.order)
#dat<-dat %>% reshape2::melt()
#kldtools::ksboot(dat$value[dat$variable == "n.conv.genes.order"], dat$value[dat$variable == "n.genes.sample.order"],alternative = "two.sided",nboots = 1000)
#There is a significant difference between the two distributions. 

#With transformed data. Add a pseudocount for log transformation followed by square root to remove negative values. 
dat<-test_dat_order %>% dplyr::select(Order,n.estimated,n.sampled)
dat_order<-dat %>% mutate(n.estimated = log10(n.estimated+0.01)^2,
               n.sampled = log10(n.sampled+0.01)^2)
kldtools::ksboot(x = dat_order$n.sampled,y = dat_order$n.estimated,alternative = "two.sided",nboots = 5000)
## $ksboot.pvalue
## [1] 0
## 
## $nboots
## [1] 5000
#With transformed data. Add a pseudocount for log transformation followed by square root to remove negative values. 
dat<-test_dat_family %>% dplyr::select(Family,n.estimated,n.sampled)
dat_family<-dat %>% mutate(n.estimated = log10(n.estimated+0.01)^2,
               n.sampled = log10(n.sampled+0.01)^2)
kldtools::ksboot(x = dat_family$n.sampled,y = dat_family$n.estimated,alternative = "two.sided",nboots = 5000)
## $ksboot.pvalue
## [1] 0
## 
## $nboots
## [1] 5000

KS test plot

Observe that the shape of the ECDF are different for the convergent genes (red) and total sampled genes (blue).

#For plotting
ksplot<-function(dat){
  # create ECDF of data
  cdf1 <- ecdf(dat$n.sampled)
  cdf2 <- ecdf(dat$n.estimated)
  
  dat<-dat %>% reshape2::melt()
  
  ggplot(dat, aes(x = value, group = variable, color = variable))+
  stat_ecdf(size=1) +
  theme_minimal() +
  theme(legend.position ="top") +
  xlab("Value") +
  ylab("ECDF") +
  ggtitle("K-S Test: Convergent genes / Sampled genes") +
  theme(legend.title=element_blank()) %>% return()
}

p1<-ksplot(dat_order)
p2<-ksplot(dat_family)

ggpubr::ggarrange(p1,p2, ncol = 2)

Distribution bar plots

These plot show the distribution of convergent and sampled genes in each Order.

#Distribution of convergent genes in each Family
dat<-test_dat_family %>% 
  mutate(convergent = round((n.estimated/sum(n.estimated))*100,digits = 1)) %>% 
  mutate(sampled = round((n.sampled/sum(n.sampled))*100,digits = 1)) %>% 
  dplyr::select(Family,convergent,sampled) %>% 
  reshape2::melt()


p1<-ggpubr::ggbarplot(dat, "Family", "value",
          fill = "variable", color = "variable",
          label = F,
          position = position_dodge(0.9),
          x.text.angle = 90,
          palette = c("#EA5B15", "#1AAEC0"),
          ylab = "Percentage of genes")+
  scale_x_discrete(limits=c(sort(dat[[1]],decreasing = F)))
p1<-ggpubr::ggpar(p1,font.xtickslab = 10)


#Distribution of convergent genes in each order
dat<-test_dat_order %>% 
  mutate(convergent = round((n.estimated/sum(n.estimated))*100,digits = 1)) %>% 
  mutate(sampled = round((n.sampled/sum(n.sampled))*100,digits = 1)) %>% 
  dplyr::select(Order,convergent,sampled) %>% 
  reshape2::melt()


p2<-ggpubr::ggbarplot(dat, "Order", "value",
          fill = "variable", color = "variable",
          label = F,
          position = position_dodge(0.9),
          x.text.angle = 90,
          palette = c("#EA5B15", "#1AAEC0"),
          ylab = "Percentage of genes")+
  scale_x_discrete(limits=c(sort(dat[[1]],decreasing = F)))
p2<-ggpubr::ggpar(p2,font.xtickslab = 10)

ggpubr::ggarrange(p1,p2,nrow = 2)

Zoological characteristics of the convergent species

Here I look at some of the zoological characteristics of the convergent species. The data were collected from FishBase. Not all the species had data. I only present the data that was available.
The table below shows number of species in our dataset from each Family.

library(rfishbase)
fish_call<-validate_names(str_replace(fish_data$Species,"_"," "))
taxa<-rfishbase::load_taxa() %>% filter(Species %in% fish_call) %>% collect()
env_dat<-rfishbase::ecosystem(fish_call) %>% distinct(Species,.keep_all = T) %>% dplyr::select(Species,Salinity,EcosystemType,Climate)
env_dat<-env_dat %>% mutate(Species = str_replace_all(env_dat$Species," ","_"))

tax_info_conv<-left_join(tax_info_conv,env_dat,by = "Species")

#Fix the variable names; make them consistent
tax_info_conv$Climate[tax_info_conv$Climate=="Tropical"]<-"tropical"
tax_info_conv$Climate[tax_info_conv$Climate=="Subtropical"]<-"subtropical"
tax_info_conv$Climate[tax_info_conv$Climate=="Temperate"]<-"temperate"
tax_info_conv$Salinity[is.na(tax_info_conv$Salinity)]<-"saltwater"
tax_info_conv$Climate[is.na(tax_info_conv$Climate)]<-"tropical"
tax_info_conv$EcosystemType[is.na(tax_info_conv$EcosystemType)]<-"Sea/Bay/Gulf"

tax_info_conv %>% dplyr::count(Family) %>% arrange(desc(n))
food_dat<-rfishbase::fooditems(fish_call) %>% distinct(Species,.keep_all = T) %>% dplyr::select(Species,FoodI,FoodII,FoodIII,Foodgroup)
food_dat<-food_dat %>% mutate(Species = str_replace_all(food_dat$Species," ","_"))
tax_info_conv<-left_join(tax_info_conv,food_dat,by = "Species")

Climate

p1<-tax_info_conv %>% na.omit() %>% summarise(n = n(),.by = c(Orthogroup,Climate)) %>% 
  reshape2::melt() %>% ggpubr::ggbarplot(x = "Orthogroup",y = "value",fill = "Climate",color = "Climate",
                                         x.text.angle = 90,label = F,palette = "jco",ylab = "Number of species",title = "Climate distribution of speices within convergent orthogroups")

p1

Food item

p2<-tax_info_conv %>% na.omit() %>% summarise(n = n(),.by = c(Orthogroup,FoodI)) %>% 
  reshape2::melt() %>% ggpubr::ggbarplot(x = "Orthogroup",y = "value",fill = "FoodI",color = "FoodI",
                                         x.text.angle = 90,label = F,palette = "jco",ylab = "Number of species",title = "Food item distribution of speices within convergent orthogroups")
p2

Salinity

p3<-tax_info_conv %>% na.omit() %>% summarise(n = n(),.by = c(Orthogroup,Salinity)) %>% 
  reshape2::melt() %>% ggpubr::ggbarplot(x = "Orthogroup",y = "value",fill = "Salinity",color = "Salinity",
                                         x.text.angle = 90,label = F,palette = "jco",ylab = "Number of species",title = "Salinity distribution of speices within convergent orthogroups")
p3

Ecosystem type

p4<-tax_info_conv %>% na.omit() %>% summarise(n = n(),.by = c(Orthogroup,EcosystemType)) %>% 
  reshape2::melt() %>% ggpubr::ggbarplot(x = "Orthogroup",y = "value",fill = "EcosystemType",color = "EcosystemType",
                                         x.text.angle = 90,label = F,palette = "jco",ylab = "Number of species",title = "Ecosystem type distribution of speices within convergent orthogroups")
p4

Test of independence

Here I perform tests of independence to infer whether there is any relationship between convergence in one orthogroup and the ecological characters. After correcting for multiple testing, only 4 orthogroups show a significant relationship. However these relationships are with the undefined food variable ‘other’. As a result, we cannot make any biological relevant inference from this relationship.

gene_chi_sq<-function(orth)
  {
t<-tax_info_conv %>% filter(Orthogroup == orth) %>% dplyr::select(Climate,Salinity,EcosystemType,FoodI,Orthogroup)
t<-rbind(t,
      tax_info_conv %>% filter(!Orthogroup %in% t$Orthogroup) %>% 
        dplyr::select(Climate,Salinity,EcosystemType,FoodI) %>% 
        mutate(Orthogroup = "other")) %>% replace_na(list(FoodI = "unknown"))

t1<-chisq.test(table(t$Orthogroup,t$Salinity),simulate.p.value = T,B = 2000)$p.value
t2<-chisq.test(table(t$Orthogroup,t$Climate),simulate.p.value = T,B = 2000)$p.value
t3<-chisq.test(table(t$Orthogroup,t$EcosystemType),simulate.p.value = T,B = 2000)$p.value
t4<-chisq.test(table(t$Orthogroup,t$FoodI),simulate.p.value = T,B = 2000)$p.value

pval_list<-list(t1,t2,t3,t4)
names(pval_list)<-c("salinity","climate","ecosystem","food")
return(pval_list)
}

chi_res<-purrr::map(tax_info_conv %>% distinct(Orthogroup) %>% pull(),gene_chi_sq)
names(chi_res)<-tax_info_conv %>% distinct(Orthogroup) %>% pull()

purrr::list_flatten(chi_res) %>% p.adjust(method = "BH")
##  OG0000107_salinity   OG0000107_climate OG0000107_ecosystem      OG0000107_food 
##          0.87345121          1.00000000          0.76716252          0.96876219 
##  OG0000135_salinity   OG0000135_climate OG0000135_ecosystem      OG0000135_food 
##          0.76716252          0.82869092          0.93152719          0.76716252 
##  OG0000170_salinity   OG0000170_climate OG0000170_ecosystem      OG0000170_food 
##          1.00000000          0.82869092          1.00000000          0.82869092 
##  OG0000195_salinity   OG0000195_climate OG0000195_ecosystem      OG0000195_food 
##          0.71353685          0.76716252          0.82676309          1.00000000 
##  OG0000233_salinity   OG0000233_climate OG0000233_ecosystem      OG0000233_food 
##          0.42136826          0.44477761          0.34396135          0.82869092 
##  OG0000236_salinity   OG0000236_climate OG0000236_ecosystem      OG0000236_food 
##          0.84404309          0.84404309          0.44477761          0.91457396 
##  OG0000240_salinity   OG0000240_climate OG0000240_ecosystem      OG0000240_food 
##          0.91457396          1.00000000          1.00000000          1.00000000 
##  OG0000243_salinity   OG0000243_climate OG0000243_ecosystem      OG0000243_food 
##          0.87345121          1.00000000          0.84404309          0.82904741 
##  OG0000295_salinity   OG0000295_climate OG0000295_ecosystem      OG0000295_food 
##          1.00000000          1.00000000          1.00000000          0.61990880 
##  OG0000348_salinity   OG0000348_climate OG0000348_ecosystem      OG0000348_food 
##          0.76716252          1.00000000          0.93152719          0.52726364 
##  OG0000385_salinity   OG0000385_climate OG0000385_ecosystem      OG0000385_food 
##          0.82869092          0.76716252          0.76716252          0.76716252 
##  OG0000454_salinity   OG0000454_climate OG0000454_ecosystem      OG0000454_food 
##          1.00000000          0.82869092          1.00000000          0.82869092 
##  OG0000460_salinity   OG0000460_climate OG0000460_ecosystem      OG0000460_food 
##          1.00000000          0.42136826          1.00000000          0.76716252 
##  OG0000479_salinity   OG0000479_climate OG0000479_ecosystem      OG0000479_food 
##          0.44477761          0.76716252          0.48452370          0.76716252 
##  OG0000546_salinity   OG0000546_climate OG0000546_ecosystem      OG0000546_food 
##          1.00000000          1.00000000          1.00000000          0.91052848 
##  OG0000762_salinity   OG0000762_climate OG0000762_ecosystem      OG0000762_food 
##          1.00000000          0.93152719          1.00000000          0.93152719 
##  OG0000809_salinity   OG0000809_climate OG0000809_ecosystem      OG0000809_food 
##          0.71353685          1.00000000          0.82869092          0.76716252 
##  OG0000853_salinity   OG0000853_climate OG0000853_ecosystem      OG0000853_food 
##          0.48925537          0.82904741          0.44477761          0.03558221 
##  OG0000943_salinity   OG0000943_climate OG0000943_ecosystem      OG0000943_food 
##          0.76716252          0.93152719          0.93152719          0.89250810 
##  OG0001037_salinity   OG0001037_climate OG0001037_ecosystem      OG0001037_food 
##          0.82869092          0.84404309          0.89250810          0.28739476 
##  OG0001120_salinity   OG0001120_climate OG0001120_ecosystem      OG0001120_food 
##          0.91457396          0.93279749          1.00000000          0.82869092 
##  OG0001196_salinity   OG0001196_climate OG0001196_ecosystem      OG0001196_food 
##          0.71353685          0.93152719          0.82869092          1.00000000 
##  OG0001257_salinity   OG0001257_climate OG0001257_ecosystem      OG0001257_food 
##          0.85218578          0.44477761          0.76716252          0.86448594 
##  OG0001287_salinity   OG0001287_climate OG0001287_ecosystem      OG0001287_food 
##          0.70725131          0.70725131          0.82904741          1.00000000 
##  OG0001448_salinity   OG0001448_climate OG0001448_ecosystem      OG0001448_food 
##          0.87345121          1.00000000          0.85218578          0.93152719 
##  OG0001509_salinity   OG0001509_climate OG0001509_ecosystem      OG0001509_food 
##          0.44477761          0.07624759          0.44477761          0.76716252 
##  OG0001547_salinity   OG0001547_climate OG0001547_ecosystem      OG0001547_food 
##          1.00000000          0.94865370          1.00000000          0.49742476 
##  OG0001663_salinity   OG0001663_climate OG0001663_ecosystem      OG0001663_food 
##          0.52055454          0.91223711          0.70725131          0.52055454 
##  OG0001676_salinity   OG0001676_climate OG0001676_ecosystem      OG0001676_food 
##          0.88115599          1.00000000          0.84404309          0.82869092 
##  OG0001781_salinity   OG0001781_climate OG0001781_ecosystem      OG0001781_food 
##          0.91457396          0.96536611          1.00000000          1.00000000 
##  OG0001823_salinity   OG0001823_climate OG0001823_ecosystem      OG0001823_food 
##          0.93279749          0.82869092          0.91223711          0.76716252 
##  OG0002084_salinity   OG0002084_climate OG0002084_ecosystem      OG0002084_food 
##          1.00000000          0.82869092          1.00000000          1.00000000 
##  OG0002108_salinity   OG0002108_climate OG0002108_ecosystem      OG0002108_food 
##          0.82869092          0.93152719          0.76716252          0.03558221 
##  OG0002113_salinity   OG0002113_climate OG0002113_ecosystem      OG0002113_food 
##          0.84507746          0.70725131          0.71353685          0.64047976 
##  OG0002300_salinity   OG0002300_climate OG0002300_ecosystem      OG0002300_food 
##          0.76716252          0.93152719          0.93152719          0.80000268 
##  OG0002454_salinity   OG0002454_climate OG0002454_ecosystem      OG0002454_food 
##          1.00000000          0.84404309          0.82869092          0.93152719 
##  OG0002521_salinity   OG0002521_climate OG0002521_ecosystem      OG0002521_food 
##          0.48452370          0.89250810          0.71353685          0.84404309 
##  OG0002545_salinity   OG0002545_climate OG0002545_ecosystem      OG0002545_food 
##          0.82904741          0.08895552          0.76716252          0.84404309 
##  OG0002681_salinity   OG0002681_climate OG0002681_ecosystem      OG0002681_food 
##          1.00000000          0.71353685          0.82869092          1.00000000 
##  OG0002718_salinity   OG0002718_climate OG0002718_ecosystem      OG0002718_food 
##          0.44477761          0.84404309          0.42136826          0.84404309 
##  OG0002745_salinity   OG0002745_climate OG0002745_ecosystem      OG0002745_food 
##          0.93152719          0.81364651          0.76716252          0.03558221 
##  OG0002859_salinity   OG0002859_climate OG0002859_ecosystem      OG0002859_food 
##          0.71353685          0.82869092          0.82904741          0.82869092 
##  OG0003003_salinity   OG0003003_climate OG0003003_ecosystem      OG0003003_food 
##          0.76716252          0.93152719          0.93152719          1.00000000 
##  OG0003321_salinity   OG0003321_climate OG0003321_ecosystem      OG0003321_food 
##          0.87345121          0.82869092          0.78330279          0.82869092 
##  OG0003376_salinity   OG0003376_climate OG0003376_ecosystem      OG0003376_food 
##          0.82869092          0.82869092          0.93152719          0.33040623 
##  OG0003603_salinity   OG0003603_climate OG0003603_ecosystem      OG0003603_food 
##          0.91457396          0.76716252          0.86540440          0.90719929 
##  OG0003637_salinity   OG0003637_climate OG0003637_ecosystem      OG0003637_food 
##          0.77930049          0.76716252          0.70725131          0.81886209 
##  OG0003642_salinity   OG0003642_climate OG0003642_ecosystem      OG0003642_food 
##          0.76716252          0.93152719          0.93152719          0.89250810 
##  OG0003732_salinity   OG0003732_climate OG0003732_ecosystem      OG0003732_food 
##          0.76716252          0.70725131          0.93152719          0.89250810 
##  OG0003806_salinity   OG0003806_climate OG0003806_ecosystem      OG0003806_food 
##          0.83707146          0.58117608          0.76716252          1.00000000 
##  OG0003815_salinity   OG0003815_climate OG0003815_ecosystem      OG0003815_food 
##          0.91223711          0.76716252          0.44477761          0.13837526 
##  OG0004038_salinity   OG0004038_climate OG0004038_ecosystem      OG0004038_food 
##          0.76716252          1.00000000          0.93152719          0.82676309 
##  OG0004072_salinity   OG0004072_climate OG0004072_ecosystem      OG0004072_food 
##          1.00000000          0.76716252          0.82869092          0.82869092 
##  OG0004372_salinity   OG0004372_climate OG0004372_ecosystem      OG0004372_food 
##          0.87345121          0.84404309          0.44477761          0.83707146 
##  OG0004912_salinity   OG0004912_climate OG0004912_ecosystem      OG0004912_food 
##          0.19273696          0.48408354          0.03558221          0.71353685 
##  OG0004928_salinity   OG0004928_climate OG0004928_ecosystem      OG0004928_food 
##          0.44477761          0.76716252          0.44477761          0.58331490 
##  OG0005097_salinity   OG0005097_climate OG0005097_ecosystem      OG0005097_food 
##          0.92664864          0.82869092          1.00000000          0.82869092 
##  OG0005130_salinity   OG0005130_climate OG0005130_ecosystem      OG0005130_food 
##          0.48452370          0.76716252          0.48408354          0.03558221 
##  OG0005697_salinity   OG0005697_climate OG0005697_ecosystem      OG0005697_food 
##          0.71353685          0.82869092          0.76716252          0.93279749 
##  OG0005761_salinity   OG0005761_climate OG0005761_ecosystem      OG0005761_food 
##          0.58117608          0.53685438          0.76716252          0.76716252 
##  OG0006051_salinity   OG0006051_climate OG0006051_ecosystem      OG0006051_food 
##          0.82869092          1.00000000          0.89250810          0.48452370 
##  OG0006328_salinity   OG0006328_climate OG0006328_ecosystem      OG0006328_food 
##          0.76716252          1.00000000          0.93279749          0.84404309 
##  OG0006758_salinity   OG0006758_climate OG0006758_ecosystem      OG0006758_food 
##          0.87345121          1.00000000          0.56134002          1.00000000 
##  OG0007270_salinity   OG0007270_climate OG0007270_ecosystem      OG0007270_food 
##          1.00000000          1.00000000          0.92139922          0.80000268 
##  OG0007293_salinity   OG0007293_climate OG0007293_ecosystem      OG0007293_food 
##          1.00000000          1.00000000          0.96010615          1.00000000 
##  OG0007347_salinity   OG0007347_climate OG0007347_ecosystem      OG0007347_food 
##          0.71353685          0.82869092          0.76716252          0.44477761 
##  OG0007584_salinity   OG0007584_climate OG0007584_ecosystem      OG0007584_food 
##          0.07624759          0.76716252          0.14232884          0.76716252 
##  OG0007789_salinity   OG0007789_climate OG0007789_ecosystem      OG0007789_food 
##          0.87345121          1.00000000          0.80000268          0.42136826 
##  OG0007954_salinity   OG0007954_climate OG0007954_ecosystem      OG0007954_food 
##          0.44477761          0.44477761          0.53685438          0.68243490 
##  OG0008369_salinity   OG0008369_climate OG0008369_ecosystem      OG0008369_food 
##          1.00000000          0.44477761          0.91052848          0.92664864 
##  OG0008574_salinity   OG0008574_climate OG0008574_ecosystem      OG0008574_food 
##          0.44477761          0.76716252          0.44477761          0.76716252 
##  OG0009762_salinity   OG0009762_climate OG0009762_ecosystem      OG0009762_food 
##          0.88195219          0.61990880          0.44477761          0.71353685 
##  OG0009887_salinity   OG0009887_climate OG0009887_ecosystem      OG0009887_food 
##          0.45562585          0.51950025          0.71353685          0.76716252 
##  OG0009939_salinity   OG0009939_climate OG0009939_ecosystem      OG0009939_food 
##          1.00000000          0.71353685          0.82869092          0.70725131 
##  OG0010097_salinity   OG0010097_climate OG0010097_ecosystem      OG0010097_food 
##          1.00000000          1.00000000          0.70725131          1.00000000 
##  OG0010204_salinity   OG0010204_climate OG0010204_ecosystem      OG0010204_food 
##          0.76716252          1.00000000          0.93152719          0.82869092 
##  OG0010651_salinity   OG0010651_climate OG0010651_ecosystem      OG0010651_food 
##          0.87345121          1.00000000          0.78330279          0.91052848 
##  OG0011063_salinity   OG0011063_climate OG0011063_ecosystem      OG0011063_food 
##          0.44477761          0.61121052          0.70725131          0.91223711 
##  OG0011077_salinity   OG0011077_climate OG0011077_ecosystem      OG0011077_food 
##          0.76716252          0.82869092          0.93152719          0.73202982 
##  OG0011512_salinity   OG0011512_climate OG0011512_ecosystem      OG0011512_food 
##          0.87345121          0.84404309          0.85102149          0.68243490 
##  OG0011822_salinity   OG0011822_climate OG0011822_ecosystem      OG0011822_food 
##          1.00000000          0.84404309          0.82869092          0.82904741 
##  OG0012202_salinity   OG0012202_climate OG0012202_ecosystem      OG0012202_food 
##          0.52055454          0.82869092          0.73202982          0.82904741 
##  OG0012365_salinity   OG0012365_climate OG0012365_ecosystem      OG0012365_food 
##          0.82869092          0.70725131          0.87345121          0.91223711 
##  OG0012467_salinity   OG0012467_climate OG0012467_ecosystem      OG0012467_food 
##          0.70725131          0.79206972          0.19273696          0.52055454 
##  OG0012613_salinity   OG0012613_climate OG0012613_ecosystem      OG0012613_food 
##          0.76716252          0.93152719          0.93152719          1.00000000 
##  OG0012978_salinity   OG0012978_climate OG0012978_ecosystem      OG0012978_food 
##          0.88728402          1.00000000          0.79206972          1.00000000 
##  OG0013361_salinity   OG0013361_climate OG0013361_ecosystem      OG0013361_food 
##          1.00000000          0.70725131          0.82869092          0.93152719 
##  OG0013516_salinity   OG0013516_climate OG0013516_ecosystem      OG0013516_food 
##          0.87345121          0.83707146          0.84404309          0.91052848 
##  OG0013979_salinity   OG0013979_climate OG0013979_ecosystem      OG0013979_food 
##          0.69071347          0.76716252          0.44477761          0.70725131

Species vs Order

For each order, look at the species that has the highest number of convergent genes

tax_info_conv %>% filter(Order == "Perciformes") %>% summarise(n = n(),.by = Species) %>% arrange(desc(n)) %>% kbl() %>%  kable_styling() %>%
  scroll_box(width = "350px", height = "400px")
Species n
Centropristis_striata 14
Anoplopoma_fimbria 9
Dissostichus_eleginoides 7
Chaenocephalus_aceratus 7
Pogonophryne_albipinna 6
Perca_fluviatilis 5
Perca_flavescens 5
Etheostoma_spectabile 5
Pseudochaenichthys_georgianus 5
Etheostoma_cragini 5
Cyclopterus_lumpus 4
Sander_lucioperca 4
Cottoperca_gobio 3
Plectropomus_leopardus 3
Sebastes_umbrosus 3
Epinephelus_lanceolatus 2
tax_info_conv %>% filter(Order == "Cypriniformes") %>% summarise(n = n(),.by = Species) %>% arrange(desc(n)) %>% kbl() %>%  kable_styling() %>%
  scroll_box(width = "350px", height = "400px")
Species n
Puntigrus_tetrazona 3
Onychostoma_macrolepis 2
Xyrauchen_texanus 2
Myxocyprinus_asiaticus 2
Ctenopharyngodon_idella 1
Cyprinus_carpio 1
tax_info_conv %>% filter(Order == "Cyprinodontiformes") %>% summarise(n = n(),.by = Species) %>% arrange(desc(n)) %>% kbl() %>%  kable_styling() %>%
  scroll_box(width = "350px", height = "400px")
Species n
Fundulus_heteroclitus 6
Xiphophorus_maculatus 4
Xiphophorus_hellerii 4
Gambusia_affinis 4
Poecilia_reticulata 4
Nothobranchius_furzeri 4
Kryptolebias_marmoratus 3
Xiphophorus_couchianus 3
Girardinichthys_multiradiatus 2
Nematolebias_whitei 1
tax_info_conv %>% filter(Order == "Salmoniformes") %>% summarise(n = n(),.by = Species) %>% arrange(desc(n)) %>% kbl() %>%  kable_styling() %>%
  scroll_box(width = "350px", height = "400px")
Species n
Salvelinus_namaycush 2
Salvelinus_fontinalis 2
Salmo_salar 2
Oncorhynchus_keta 2
Oncorhynchus_mykiss 2
Coregonus_clupeaformis 2
Oncorhynchus_gorbuscha 1
Oncorhynchus_nerka 1
Oncorhynchus_tshawytscha 1
Oncorhynchus_kisutch 1
tax_info_conv %>% filter(Order == "Eupercaria") %>% summarise(n = n(),.by = Species) %>% arrange(desc(n)) %>% kbl() %>%  kable_styling() %>%
  scroll_box(width = "350px", height = "400px")
Species n

Tissue-specific convergent orthologs

To get a deeper insight into the role of molecular convergence in adaptive evolution, I identify convergent genes that also have tissue-specific gene expression. Looking at tissue-specificity I observe that most of the convergent genes are not tissue-specific and there is no relationship between tissue specificity and being convergent (as per fisher’s exact test). I also observe that there is no significant difference between the proportion of genes that are convergent and tissue specific versus the proportion of genes that are tissue specific in the whole sample (Wilcoxon signed rank test).

Load the data

#Ortholog list
orth_list<-readRDS("./RDS/large_fish_tree_all_orders.rds")
orth_list<-orth_list %>% mutate(orths =  str_remove(orth_list$orths,"..$"))
combined_arity <-readRDS("./RDS/combined_arity.rds")
non_spuroius_conv<-read_csv("Datasets/DatasetS0_csv_files/Non_spurious_conv.csv")


### tissue specific genes. (check Bgee processing rmd to know how to get these)
skin<-orth_list %>% filter(orths %in% (readRDS("./RDS/Tau_0.8_TMM_cpm_with_log_no_combat_skin.rds") 
                           %>% purrr::list_rbind() %>% dplyr::select(Gene.ID))$Gene.ID)
brain<-orth_list %>% filter(orths %in% (readRDS("./RDS/Tau_0.8_TMM_cpm_with_log_no_combat_brain.rds") 
                           %>% purrr::list_rbind() %>% dplyr::select(Gene.ID))$Gene.ID)
eye<-orth_list %>% filter(orths %in% (readRDS("./RDS/Tau_0.8_TMM_cpm_with_log_no_combat_eye.rds") 
                           %>% purrr::list_rbind() %>% dplyr::select(Gene.ID))$Gene.ID)
heart<-orth_list %>% filter(orths %in% (readRDS("./RDS/Tau_0.8_TMM_cpm_with_log_no_combat_heart.rds") 
                           %>% purrr::list_rbind() %>% dplyr::select(Gene.ID))$Gene.ID)
liver<-orth_list %>% filter(orths %in% (readRDS("./RDS/Tau_0.8_TMM_cpm_with_log_no_combat_liver.rds") 
                           %>% purrr::list_rbind() %>% dplyr::select(Gene.ID))$Gene.ID)
muscle<-orth_list %>% filter(orths %in% (readRDS("./RDS/Tau_0.8_TMM_cpm_with_log_no_combat_muscle.rds") 
                           %>% purrr::list_rbind() %>% dplyr::select(Gene.ID))$Gene.ID)
ovary<-orth_list %>% filter(orths %in% (readRDS("./RDS/Tau_0.8_TMM_cpm_with_log_no_combat_ovary.rds") 
                           %>% purrr::list_rbind() %>% dplyr::select(Gene.ID))$Gene.ID)
testis<-orth_list %>% filter(orths %in% (readRDS("./RDS/Tau_0.8_TMM_cpm_with_log_no_combat_testis.rds") 
                           %>% purrr::list_rbind() %>% dplyr::select(Gene.ID))$Gene.ID)

#Get the orthologs that are exclusively tissue specific for each tissue
#brain
ts_list<-list(brain,eye,heart,liver,muscle,skin,ovary,testis) #change the first entry in the list when computing exclusive orthologs
brain_excl<-purrr::reduce(ts_list,anti_join, by = "Orthogroup")# %>% write_csv("./Datasets/DatasetS0_csv_files/Brain_exclusive_orths.csv")
#eye
ts_list<-list(eye,brain,heart,liver,muscle,skin,ovary,testis) #change the first entry in the list when computing exclusive orthologs
eye_excl<-purrr::reduce(ts_list,anti_join, by = "Orthogroup")# %>% write_csv("./Datasets/DatasetS0_csv_files/Eye_exclusive_orths.csv")
#heart
ts_list<-list(heart,brain,eye,liver,muscle,skin,ovary,testis) #change the first entry in the list when computing exclusive orthologs
heart_excl<-purrr::reduce(ts_list,anti_join, by = "Orthogroup")# %>% write_csv("./Datasets/DatasetS0_csv_files/Heart_exclusive_orths.csv")
#liver
ts_list<-list(liver,eye,brain,heart,muscle,skin,ovary,testis) #change the first entry in the list when computing exclusive orthologs
liver_excl<-purrr::reduce(ts_list,anti_join, by = "Orthogroup")# %>% write_csv("./Datasets/DatasetS0_csv_files/Liver_exclusive_orths.csv")
#muscle
ts_list<-list(muscle,eye,brain,heart,liver,skin,ovary,testis) #change the first entry in the list when computing exclusive orthologs
muscle_excl<-purrr::reduce(ts_list,anti_join, by = "Orthogroup")# %>% write_csv("./Datasets/DatasetS0_csv_files/Muscle_exclusive_orths.csv")
#skin
ts_list<-list(skin,eye,brain,heart,liver,muscle,ovary,testis) #change the first entry in the list when computing exclusive orthologs
skin_excl<-purrr::reduce(ts_list,anti_join, by = "Orthogroup")# %>% write_csv("./Datasets/DatasetS0_csv_files/Skin_exclusive_orths.csv")
#ovary
ts_list<-list(ovary,eye,brain,heart,liver,muscle,skin,testis) #change the first entry in the list when computing exclusive orthologs
ovary_excl<-purrr::reduce(ts_list,anti_join, by = "Orthogroup")# %>% write_csv("./Datasets/DatasetS0_csv_files/Overy_exclusive_orths.csv")
#testis
ts_list<-list(testis,eye,brain,heart,liver,muscle,skin,ovary) #change the first entry in the list when computing exclusive orthologs
testis_excl<-purrr::reduce(ts_list,anti_join, by = "Orthogroup")# %>% write_csv("./Datasets/DatasetS0_csv_files/Testis_exclusive_orths.csv")

# Check the relative proportion of tissue specific orthogroups vs all orthogroups in the species
bind_rows(tibble(group = "Brain specific", ts.prop = (length((brain_excl %>% distinct(Orthogroup))$Orthogroup)/length((orth_list %>% filter(sp %in% brain_excl$sp) %>% distinct(Orthogroup))$Orthogroup))*100),
tibble(group = "Eye specific", ts.prop = (length((eye_excl %>% distinct(Orthogroup))$Orthogroup)/length((orth_list %>% filter(sp %in% eye_excl$sp) %>% distinct(Orthogroup))$Orthogroup))*100),
tibble(group = "Heart specific", ts.prop = (length((heart_excl %>% distinct(Orthogroup))$Orthogroup)/length((orth_list %>% filter(sp %in% heart_excl$sp) %>% distinct(Orthogroup))$Orthogroup))*100),
tibble(group = "Liver specific", ts.prop = (length((liver_excl %>% distinct(Orthogroup))$Orthogroup)/length((orth_list %>% filter(sp %in% liver_excl$sp) %>% distinct(Orthogroup))$Orthogroup))*100),
tibble(group = "Muscle specific", ts.prop = (length((muscle_excl %>% distinct(Orthogroup))$Orthogroup)/length((orth_list %>% filter(sp %in% muscle_excl$sp) %>% distinct(Orthogroup))$Orthogroup))*100),
tibble(group = "Skin specific", ts.prop = (length((skin_excl %>% distinct(Orthogroup))$Orthogroup)/length((orth_list %>% filter(sp %in% skin_excl$sp) %>% distinct(Orthogroup))$Orthogroup))*100),
tibble(group = "Ovary specific", ts.prop = (length((ovary_excl %>% distinct(Orthogroup))$Orthogroup)/length((orth_list %>% filter(sp %in% ovary_excl$sp) %>% distinct(Orthogroup))$Orthogroup))*100),
tibble(group = "Testis specific", ts.prop = (length((testis_excl %>% distinct(Orthogroup))$Orthogroup)/length((orth_list %>% filter(sp %in% testis_excl$sp) %>% distinct(Orthogroup))$Orthogroup))*100))->ts_prop_dat

Convergent genes that are also tissue specific

#convergent genes that are also tissue specific
d<-combined_arity %>% filter(Orthogroup %in% non_spuroius_conv$Orthogroup) %>% distinct(Orthogroup)

d<-d %>% mutate(c = "TRUE") %>% 
  mutate(brain_c = if_else(d$Orthogroup %in% brain_excl$Orthogroup, TRUE, FALSE)) %>% 
  mutate(eye_c = if_else(d$Orthogroup %in% eye_excl$Orthogroup, TRUE, FALSE)) %>% 
  mutate(heart_c = if_else(d$Orthogroup %in% heart_excl$Orthogroup, TRUE, FALSE)) %>% 
  mutate(liver_c = if_else(d$Orthogroup %in% liver_excl$Orthogroup, TRUE, FALSE)) %>% 
  mutate(muscle_c = if_else(d$Orthogroup %in% muscle_excl$Orthogroup, TRUE, FALSE)) %>% 
  mutate(skin_c = if_else(d$Orthogroup %in% skin_excl$Orthogroup, TRUE, FALSE)) %>% 
  mutate(ovary_c = if_else(d$Orthogroup %in% ovary_excl$Orthogroup, TRUE, FALSE)) %>% 
  mutate(testis_c = if_else(d$Orthogroup %in% testis_excl$Orthogroup, TRUE, FALSE))


print(paste("Number of brain-specific convergent genes:",matrixStats::count(d$brain_c)))
## [1] "Number of brain-specific convergent genes: 5"
print(paste("Number of eye-specific convergent genes:",matrixStats::count(d$eye_c)))
## [1] "Number of eye-specific convergent genes: 1"
print(paste("Number of heart-specific convergent genes:",matrixStats::count(d$heart_c)))
## [1] "Number of heart-specific convergent genes: 1"
print(paste("Number of liver-specific convergent genes:",matrixStats::count(d$liver_c)))
## [1] "Number of liver-specific convergent genes: 13"
print(paste("Number of muscle-specific convergent genes:",matrixStats::count(d$muscle_c)))
## [1] "Number of muscle-specific convergent genes: 1"
print(paste("Number of skin-specific convergent genes:",matrixStats::count(d$skin_c)))
## [1] "Number of skin-specific convergent genes: 2"
print(paste("Number of ovary-specific convergent genes:",matrixStats::count(d$ovary_c)))
## [1] "Number of ovary-specific convergent genes: 2"
print(paste("Number of testis-specific convergent genes:",matrixStats::count(d$testis_c)))
## [1] "Number of testis-specific convergent genes: 4"
library(ggpubr)
library(rstatix)
library(coin)

Fisher’s exact test

#Fishers exact test
cont_dat<-tibble(orth_list %>% distinct(Orthogroup))
cont_dat %>% mutate(is_convergent = if_else(cont_dat$Orthogroup %in% d$Orthogroup,TRUE,FALSE)) %>%  
  mutate(brain_spec = if_else(cont_dat$Orthogroup %in% (brain_excl %>% distinct(Orthogroup))$Orthogroup, TRUE, FALSE)) %>% 
  mutate(eye_spec = if_else(cont_dat$Orthogroup %in% (eye_excl %>% distinct(Orthogroup))$Orthogroup, TRUE, FALSE)) %>% 
  mutate(heart_spec = if_else(cont_dat$Orthogroup %in% (heart_excl %>% distinct(Orthogroup))$Orthogroup, TRUE, FALSE)) %>% 
  mutate(liver_spec = if_else(cont_dat$Orthogroup %in% (liver_excl %>% distinct(Orthogroup))$Orthogroup, TRUE, FALSE)) %>% 
  mutate(muscle_spec = if_else(cont_dat$Orthogroup %in% (muscle_excl %>% distinct(Orthogroup))$Orthogroup, TRUE, FALSE)) %>% 
  mutate(skin_spec = if_else(cont_dat$Orthogroup %in% (skin_excl %>% distinct(Orthogroup))$Orthogroup, TRUE, FALSE)) %>% 
  mutate(ovary_spec = if_else(cont_dat$Orthogroup %in% (ovary_excl %>% distinct(Orthogroup))$Orthogroup, TRUE, FALSE)) %>% 
  mutate(testis_spec = if_else(cont_dat$Orthogroup %in% (testis_excl %>% distinct(Orthogroup))$Orthogroup, TRUE, FALSE))->cont_dat

ft<-function(x){
  res<-fisher.test(cont_dat$is_convergent,x,alternative = "greater")
  if (res$p.value < 0.05) {
    return(cat(paste(
      "p-value:",
      round(res$p.value, 3),
      "Therefore, there IS a significant difference between convergent/non-convergent ratio between tissue-specific and non tissue-specific genes.",
      sep="\n")))
  } else {
    return(cat(paste(
      "p-value:", 
      round(res$p.value, 3),
      "Therefore, there is NOT a significant difference between convergent/non-convergent ratio between tissue-specific and non tissue-specific genes.",
      sep="\n")))
  }
}

purrr::map(list(cont_dat$brain_spec,cont_dat$eye_spec,cont_dat$heart_spec,
                cont_dat$liver_spec,cont_dat$muscle_spec,cont_dat$skin_spec,cont_dat$ovary_spec,
                cont_dat$testis_spec),ft) %>% purrr::flatten()
## p-value:
## 0.949
## Therefore, there is NOT a significant difference between convergent/non-convergent ratio between tissue-specific and non tissue-specific genes.p-value:
## 0.581
## Therefore, there is NOT a significant difference between convergent/non-convergent ratio between tissue-specific and non tissue-specific genes.p-value:
## 0.326
## Therefore, there is NOT a significant difference between convergent/non-convergent ratio between tissue-specific and non tissue-specific genes.p-value:
## 0
## Therefore, there IS a significant difference between convergent/non-convergent ratio between tissue-specific and non tissue-specific genes.p-value:
## 0.759
## Therefore, there is NOT a significant difference between convergent/non-convergent ratio between tissue-specific and non tissue-specific genes.p-value:
## 0.319
## Therefore, there is NOT a significant difference between convergent/non-convergent ratio between tissue-specific and non tissue-specific genes.p-value:
## 0.192
## Therefore, there is NOT a significant difference between convergent/non-convergent ratio between tissue-specific and non tissue-specific genes.p-value:
## 0.271
## Therefore, there is NOT a significant difference between convergent/non-convergent ratio between tissue-specific and non tissue-specific genes.
## list()
cont_plot_dat<-bind_rows(tibble(group = "Brain specific", genes = (cont_dat %>% filter(is_convergent == T) %>% pull(brain_spec) %>% matrixStats::count())/matrixStats::count(cont_dat$is_convergent)*100),
                                tibble(group = "Eye specific", genes = (cont_dat %>% filter(is_convergent == T) %>% pull(eye_spec) %>% matrixStats::count())/matrixStats::count(cont_dat$is_convergent)*100),
tibble(group = "Heart specific", genes = (cont_dat %>% filter(is_convergent == T) %>% pull(heart_spec) %>% matrixStats::count())/matrixStats::count(cont_dat$is_convergent)*100),
tibble(group = "Liver specific", genes = (cont_dat %>% filter(is_convergent == T) %>% pull(liver_spec) %>% matrixStats::count())/matrixStats::count(cont_dat$is_convergent)*100),
tibble(group = "Muscle specific", genes = (cont_dat %>% filter(is_convergent == T) %>% pull(muscle_spec) %>% matrixStats::count())/matrixStats::count(cont_dat$is_convergent)*100),
tibble(group = "Skin specific", genes = (cont_dat %>% filter(is_convergent == T) %>% pull(skin_spec) %>% matrixStats::count())/matrixStats::count(cont_dat$is_convergent)*100),
tibble(group = "Ovary specific", genes = (cont_dat %>% filter(is_convergent == T) %>% pull(ovary_spec) %>% matrixStats::count())/matrixStats::count(cont_dat$is_convergent)*100),
tibble(group = "Testis specific", genes = (cont_dat %>% filter(is_convergent == T) %>% pull(testis_spec) %>% matrixStats::count())/matrixStats::count(cont_dat$is_convergent)*100))

Difference in proportions of tissue specific and convergent genes

I wanted to check whether the proportion of convergent tissue specific orthogroups was different from the proportion of tissue specific orthogroups when compared to all the orthogroups sampled. Using a Wilcoxon signed rank test I see that there is no significant difference between the proportion of genes that are convergent and tissue specific versus the proportion of genes that are tissue specific in the whole sample. This is added evidence that there is no relationship between convergence and tissue specificity implying convergent orthologs are not more likely to be tissue specific.

wil.test.dat<-left_join(cont_plot_dat,ts_prop_dat)

wilcox.test(x=wil.test.dat$genes,
            y=wil.test.dat$ts.prop,
            paired = T,exact = T,
            alternative = "two.sided")
## 
##  Wilcoxon signed rank exact test
## 
## data:  wil.test.dat$genes and wil.test.dat$ts.prop
## V = 27, p-value = 0.25
## alternative hypothesis: true location shift is not equal to 0
plot_dat<-wil.test.dat %>% dplyr::rename(`tissue specific convergent genes` = genes) %>% dplyr::rename(`tissue specific genes overall` = ts.prop) %>% reshape2::melt()  %>% mutate(value = round(value,digits = 1))

ggpubr::ggbarplot(plot_dat, x = "group",y = "value",fill = "variable",alpha=0.7,
                  color = "black",palette = c("#EA5B15","#1AAEC0"),
                  position = position_dodge(0.8),ylab = "Relative proportion\nof genes (%)")+
    theme(axis.text.x = element_text(angle = 90,size = 8, vjust = 0.2),
          legend.position = "right")

Relationships between copy number and convergence

The convergnece estimates could be biased by the higher power of the OCN convergence metric for longer genes or orthogroups containing more genes simply because the sequence space is larger. I used a Pearson correlation test to check whether the length or the number of genes in each orthogroup introduced any bias. I found no significant relationship between gene number or gene length and the OCN metric, suggesting that the OCN value strictly depends on sequence variation, and that such bias is not a concern in our data.

OCN ~ number of genes

There was no significant relationship between OCN and number of genes in Orthogroup

#Relationship between OCN and number of genes in Orthogroup
seq_stat<-read_tsv("./Datasets/DatasetS0_csv_files/seq_stats.tsv") #use the seqkit toolkit (https://bioinf.shenwei.me/seqkit/) to obtain this
combined_arity<-combined_arity %>% filter(Orthogroup %in% non_spuroius_conv$Orthogroup)
cor_dat<-left_join(combined_arity %>% summarise(mean_OCN = log10(mean(OCNany2spe)),.by = "Orthogroup") %>% drop_na(),seq_stat,by = "Orthogroup")
cor.test(log10(cor_dat$mean_OCN), cor_dat$num_seqs, method = "pearson")
## 
##  Pearson's product-moment correlation
## 
## data:  log10(cor_dat$mean_OCN) and cor_dat$num_seqs
## t = 1.6687, df = 87, p-value = 0.09877
## alternative hypothesis: true correlation is not equal to 0
## 95 percent confidence interval:
##  -0.03337226  0.37076699
## sample estimates:
##       cor 
## 0.1761084
ocn_gene_cor_plot<-ggpubr::ggscatter(cor_dat,x = "mean_OCN", y = "num_seqs", add = "reg.line", cor.coef = T, cor.method = "pearson",color = "grey70",add.params = list(color = "red3"))+
  xlab("Mean log10(OCN) value")+
  ylab("Average number of genes in orthgroup")+
  font("xlab", size = 10)+
  font("ylab", size = 10)

OCN ~ length of genes

There was no significant relationship between OCN and the length of genes in Orthogroup

cor.test(log(cor_dat$mean_OCN), cor_dat$avg_len, method = "pearson")
## 
##  Pearson's product-moment correlation
## 
## data:  log(cor_dat$mean_OCN) and cor_dat$avg_len
## t = -0.6184, df = 87, p-value = 0.5379
## alternative hypothesis: true correlation is not equal to 0
## 95 percent confidence interval:
##  -0.2706822  0.1440872
## sample estimates:
##         cor 
## -0.06615467
ocn_len_cor_plot<-ggpubr::ggscatter(cor_dat,x = "mean_OCN", y = "avg_len", add = "reg.line", cor.coef = T, cor.method = "pearson",color = "grey70",add.params = list(color = "red3"))+
  xlab("Mean log10(OCN) value")+
  ylab("Average length of genes (bp) in orthgroup")+
  font("xlab", size = 10)+
  font("ylab", size = 10)

Correlation plots

gridExtra::grid.arrange(ocn_gene_cor_plot,ocn_len_cor_plot,ncol=2)

Distribution of gene copies in convergent orthogroups

In this section I want to check whether the distribution of gene copy numbers in the set of convergent orthogroups is generally higher than the other orthogroups in our data set. To do this I make a data frame with the copy number distribution of convergent orthogroups and 89 randomly selected non-convergent orthogroups and perform the KS test. I repeat this test 1000 times with different sets of randomly selected orthogroups. Following this I adjust all the p-values for multiple correction and plot the p-value distribution. As we can observe an overwhelming number of the p-values are closer to zero.

conv_seq<-seq_stat %>% filter(Orthogroup %in% non_spuroius_conv$Orthogroup)
bg_seq<-seq_stat %>% filter(!Orthogroup %in% non_spuroius_conv$Orthogroup) %>% filter(num_seqs < 1500)

boot_ks<-function(){
  ks_data_frame <- function() {
    tibble(n.estimated = conv_seq$num_seqs, 
           n.sampled = bg_seq[runif(89,min = 1,max = 9184) %>% round(),]$num_seqs)
    }
  
  map(1:1000, function(x) ks_data_frame())->ls
  
  run_ks<-function(d){
    kldtools::ksboot(x = d$n.sampled,
                     y = d$n.estimated,
                     alternative = "greater",nboots = 5000)$ksboot.pvalue
    }
  map(ls,run_ks) %>% return()
}

ks_test_pvalues<-tibble(adj.p.values = p.adjust(p = boot_ks(),method = "BH"))
ks_test_pvalues %>% saveRDS("./RDS/num_seq_KS_pvals.rds")
conv_seq<-seq_stat %>% filter(Orthogroup %in% non_spuroius_conv$Orthogroup)
bg_seq<-seq_stat %>% filter(!Orthogroup %in% non_spuroius_conv$Orthogroup) %>% filter(num_seqs < 1500)

plot_dat<-tibble(n.estimated = conv_seq$num_seqs, 
           n.sampled = bg_seq[runif(89,min = 1,max = 9184) %>% round(),]$num_seqs)

est_mean<-mean(plot_dat$n.estimated)

p1<-plot_dat %>% dplyr::rename("Convergent genes"="n.estimated",
                           "Non-convergent genes"="n.sampled") %>% 
  pivot_longer(c(`Convergent genes`,`Non-convergent genes`),
               names_to = "Type of gene") %>% 
  ggplot(aes(x=log2(value),fill = `Type of gene`))+
  geom_density(alpha=0.6)+
  geom_vline(xintercept = log2(mean(plot_dat$n.estimated)), color="#EA5B15", linetype="dashed")+
  geom_vline(xintercept = log2(mean(plot_dat$n.sampled)), color="#74D1F5", linetype="dashed")+
  scale_fill_manual(values = c("#EA5B15","#1AAEC0"))+
  xlab("Number of gene copies (log2)")+
  labs(title = "Gene copy distribution of convergent\nand randomly sampled genes",
       subtitle = "Dashed lines indicate mean gene copy number",
       caption = "Bootstrapped Kolmogorov-Smirnov test p-value = 0.002")+
  theme_bw()

ks_test_pvalues<-readRDS("./RDS/num_seq_KS_pvals.rds")


p2<-ks_test_pvalues %>% ggplot(aes(x = adj.p.values, y=..density..))+
    geom_histogram(binwidth = .002,color="black",fill="white")+
    geom_vline(xintercept = mean(ks_test_pvalues$adj.p.values), linetype="dashed")+
    xlab("BH adjusted p-value")+
    labs(subtitle = "P-value distribution of one sided\nKolmogorov-Smirnov test\nmean p-value = 0.002 (dashed line)")+theme_bw()

ggarrange(p1,p2, ncol = 1)

Gene Ontology Term enrichment

In this section, I perform a Gene Ontology (GO) enrichment to identify the major biological processes represented in the list of convergent genes. The gene universe was obtained by annotating the genes of the fish species in Bgee using DeepGO.

GO enrichment analysis

library(GOstats)
library(GO.db)
library(GSEABase)
library(AnnotationDbi)
library(RSQLite)
library(tidyverse)


annot<-readRDS("./RDS/annot_processed.rds")
goFrame<-GOFrame(as.data.frame(annot, organism = "fish"))
goAllFrame<-GOAllFrame(goFrame)
gsc<-GeneSetCollection(goAllFrame,setType = GOCollection())
universe<-annot$gene

GO_enrich<-function(.data){
  
  up<-GSEAGOHyperGParams(name = "GO enrich", 
                             geneSetCollection = gsc,
                             geneIds = .data,
                             universeGeneIds = universe,
                             ontology = "CC", #options: BP, MF, CC
                             pvalueCutoff = 0.05,
                             conditional = F,
                             testDirection = "over")
  Over_up<- hyperGTest(up)
  

  Over_up.pv<-pvalues(Over_up)
  pv.fdr<-p.adjust(Over_up.pv,"fdr")
  summary(Over_up) %>% as_tibble() %>% mutate(FDR = pv.fdr[1:nrow(summary(Over_up) %>% as_tibble())]) %>% dplyr::select(GOCCID,FDR,Term,Size) %>% filter(FDR<0.05) %>% return()
  }

#Ortholog list
orth_list<-readRDS("./RDS/large_fish_tree_all_orders.rds")
orth_list<-orth_list %>% mutate(orths =  str_remove(orth_list$orths,"..$"))
non_spuroius_conv<-read_csv("Datasets/DatasetS0_csv_files/Non_spurious_conv.csv")
GO_enrich(orth_list %>% filter(Orthogroup %in% non_spuroius_conv$Orthogroup) %>% pull(orths)) %>% saveRDS("./RDS/tru_conv_GO_CC.rds")

## GO plot
library(ggforce)

go_plot<-function(.data,name){
  GOenrich<-.data %>% arrange(desc(FDR)) %>% head(118)
  ggplot(GOenrich,aes(x = 1-log10(FDR),
                           y = as.factor(Term),
                           size = log10(Size)))+
    geom_point(color = "darkgreen")+
    ylab("Biological Process")+
    theme_light()->go_plot
  ggplot2::ggsave(paste("./Figures/",name,"_GO_enrich.png"),go_plot,width = 5,height = 10, units = "in",scale = 1.5,limitsize
                  = F,device = "png")
  }

go_plot(readRDS("./RDS/tru_conv_GO_BP.rds"),name = "Non_spurious_convergence")

GO term enrichment plot

knitr::include_graphics("./Figures/Non_spurious_convergence_GO_enrich.png")

GO terms and ecological characters

In this section I check whether is any relationship between convergent genes with specific GO terns and ecological characters obtained from FishBase. This will provide information regarding potential biological functions and ecological relevance of the convergent genes.

Neither chisq test, nor the Fisher’s exact test showed evidence for any significant relationships between GO terms and ecological characters. This is likely due to low statistical power.
Users can run the test to confirm. For the sake of brvity I have not inlcuded this output.

d<-readRDS("./RDS/tru_conv_GO_CC.rds") 
orth_list<-readRDS("./RDS/large_fish_tree_all_orders.rds")
orth_list<-orth_list %>% mutate(orths =  str_remove(orth_list$orths,"..$"))

GO_filter<-left_join(annot %>% filter(GO_id =="GO:0034605") %>% dplyr::rename(orths = gene),
          orth_list, by = "orths")

GO_cont<-left_join(tax_info_conv,GO_filter,by = "Orthogroup") %>% distinct(Protein_id, .keep_all = T) %>% dplyr::select(GO_id, Salinity, EcosystemType, Climate, FoodI) %>% mutate(GO_id = ifelse(is.na(GO_id),"other",GO_id)) %>% na.omit()

fisher.test(table(GO = GO_cont$GO_id, test = GO_cont$Salinity))$p.value

chisq.test(table(GO = GO_cont$GO_id, test = GO_cont$Climate),correct = F)

barplot(table(GO = GO_cont$GO_id, test = GO_cont$Salinity))

orth_list<-readRDS("./RDS/large_fish_tree_all_orders.rds")
orth_list<-orth_list %>% mutate(orths =  str_remove(orth_list$orths,"..$"))



GO_eco_test<-function(GO_term){
 # d<-readRDS("./RDS/tru_conv_GO_BP.rds") 
#annot %>% filter(GO_id == GO_term) 

perform_test<-function(df){
test1<-chisq.test(table(GO = df$GO_id, test = df$Climate),correct = F,simulate.p.value = T,B = 2000)
test2<-chisq.test(table(GO = df$GO_id, test = df$Salinity),correct = F,simulate.p.value = T,B = 2000)
test3<-chisq.test(table(GO = df$GO_id, test = df$EcosystemType),correct = F,simulate.p.value = T,B = 2000)
test4<-chisq.test(table(GO = df$GO_id, test = df$FoodI),correct = F,simulate.p.value = T,B = 2000)

pvals<-list(test1$p.value,test2$p.value,test3$p.value)
return(pvals)
}

GO_filter<-left_join(annot %>% filter(GO_id == GO_term) %>% dplyr::rename(orths = gene),
          orth_list, by = "orths")

GO_cont<-left_join(tax_info_conv,GO_filter,by = "Orthogroup",relationship = "many-to-many") %>% distinct(Protein_id, .keep_all = T) %>% dplyr::select(GO_id, Salinity, EcosystemType, Climate) %>% mutate(GO_id = ifelse(is.na(GO_id),"other",GO_id)) %>% na.omit()

#This step checks whether there are GO terms that can be directly mapped to the tax_info data and not just large indirect mother terms
if (length(GO_cont %>% summarise(n=n(),.by = GO_id) %>% pull(GO_id)) > 1) {

  return(perform_test(GO_cont))
} else {
  return(NULL)
  }
}

bp_GO %>% pull(GOBPID)->GO_eco_test_list
purrr::map(GO_eco_test_list,GO_eco_test)->res
purrr::list_flatten(res) %>% p.adjust(method = "BH") %>% view()

Session info

sessionInfo()
## R version 4.4.0 (2024-04-24)
## Platform: aarch64-apple-darwin20
## Running under: macOS Sonoma 14.4.1
## 
## Matrix products: default
## BLAS:   /Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/lib/libRblas.0.dylib 
## LAPACK: /Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/lib/libRlapack.dylib;  LAPACK version 3.12.0
## 
## locale:
## [1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
## 
## time zone: Europe/Zurich
## tzcode source: internal
## 
## attached base packages:
## [1] stats4    stats     graphics  grDevices utils     datasets  methods  
## [8] base     
## 
## other attached packages:
##  [1] coin_1.4-3                  survival_3.7-0             
##  [3] rstatix_0.7.2               ggpubr_0.6.0               
##  [5] rfishbase_5.0.0             DESeq2_1.44.0              
##  [7] SummarizedExperiment_1.34.0 MatrixGenerics_1.16.0      
##  [9] matrixStats_1.4.0           GenomicRanges_1.56.1       
## [11] GenomeInfoDb_1.40.1         edgeR_4.2.1                
## [13] limma_3.60.4                BgeeDB_2.30.1              
## [15] topGO_2.56.0                SparseM_1.84-2             
## [17] GO.db_3.19.1                AnnotationDbi_1.66.0       
## [19] IRanges_2.38.1              S4Vectors_0.42.1           
## [21] Biobase_2.64.0              graph_1.82.0               
## [23] BiocGenerics_0.50.0         RColorBrewer_1.1-3         
## [25] ggtree_3.12.0               phytools_2.3-0             
## [27] maps_3.4.2                  ape_5.8                    
## [29] kableExtra_1.4.0            lubridate_1.9.3            
## [31] forcats_1.0.0               stringr_1.5.1              
## [33] dplyr_1.1.4                 purrr_1.0.2                
## [35] readr_2.1.5                 tidyr_1.3.1                
## [37] tibble_3.2.1                ggplot2_3.5.1              
## [39] tidyverse_2.0.0            
## 
## loaded via a namespace (and not attached):
##   [1] splines_4.4.0           bitops_1.0-8            ggplotify_0.1.2        
##   [4] R.oo_1.26.0             preprocessCore_1.66.0   lifecycle_1.0.4        
##   [7] doParallel_1.0.17       lattice_0.22-6          vroom_1.6.5            
##  [10] MASS_7.3-61             backports_1.5.0         magrittr_2.0.3         
##  [13] sass_0.4.9              rmarkdown_2.28          jquerylib_0.1.4        
##  [16] yaml_2.3.10             cowplot_1.1.3           DBI_1.2.3              
##  [19] multcomp_1.4-26         abind_1.4-5             zlibbioc_1.50.0        
##  [22] expm_1.0-0              quadprog_1.5-8          R.utils_2.12.3         
##  [25] RCurl_1.98-1.16         TH.data_1.1-2           yulab.utils_0.1.7      
##  [28] sandwich_3.1-0          GenomeInfoDbData_1.2.12 tidytree_0.4.6         
##  [31] svglite_2.1.3           codetools_0.2-20        DelayedArray_0.30.1    
##  [34] xml2_1.3.6              tidyselect_1.2.1        aplot_0.2.3            
##  [37] UCSC.utils_1.0.0        farver_2.1.2            duckdb_1.0.0-2         
##  [40] jsonlite_1.8.8          iterators_1.0.14        systemfonts_1.1.0      
##  [43] foreach_1.5.2           tools_4.4.0             treeio_1.28.0          
##  [46] Rcpp_1.0.13             glue_1.7.0              gridExtra_2.3          
##  [49] mnormt_2.1.1            SparseArray_1.4.8       mgcv_1.9-1             
##  [52] xfun_0.47               withr_3.0.1             numDeriv_2016.8-1.1    
##  [55] combinat_0.0-8          fastmap_1.2.0           fansi_1.0.6            
##  [58] digest_0.6.37           timechange_0.3.0        R6_2.5.1               
##  [61] gridGraphics_0.5-1      colorspace_2.1-1        RSQLite_2.3.7          
##  [64] R.methodsS3_1.8.2       utf8_1.2.4              generics_0.1.3         
##  [67] ggsci_3.2.0             data.table_1.16.0       clusterGeneration_1.3.8
##  [70] httr_1.4.7              S4Arrays_1.4.1          scatterplot3d_0.3-44   
##  [73] pkgconfig_2.0.3         gtable_0.3.5            modeltools_0.2-23      
##  [76] blob_1.2.4              XVector_0.44.0          kldtools_1.2           
##  [79] htmltools_0.5.8.1       carData_3.0-5           scales_1.3.0           
##  [82] png_0.1-8               ggfun_0.1.6             knitr_1.48             
##  [85] rstudioapi_0.16.0       tzdb_0.4.0              reshape2_1.4.4         
##  [88] coda_0.19-4.1           nlme_3.1-166            curl_5.2.2             
##  [91] duckdbfs_0.0.7          zoo_1.8-12              cachem_1.1.0           
##  [94] DEoptim_2.2-8           libcoin_1.0-10          parallel_4.4.0         
##  [97] pillar_1.9.0            grid_4.4.0              vctrs_0.6.5            
## [100] car_3.1-2               dbplyr_2.5.0            evaluate_0.24.0        
## [103] mvtnorm_1.3-1           cli_3.6.3               locfit_1.5-9.10        
## [106] compiler_4.4.0          rlang_1.1.4             crayon_1.5.3           
## [109] ggsignif_0.6.4          labeling_0.4.3          plyr_1.8.9             
## [112] fs_1.6.4                stringi_1.8.4           viridisLite_0.4.2      
## [115] BiocParallel_1.38.0     munsell_0.5.1           Biostrings_2.72.1      
## [118] lazyeval_0.2.2          optimParallel_1.0-2     Matrix_1.7-0           
## [121] hms_1.1.3               patchwork_1.2.0         bit64_4.0.5            
## [124] KEGGREST_1.44.1         statmod_1.5.0           highr_0.11             
## [127] igraph_2.0.3            broom_1.0.6             memoise_2.0.1          
## [130] bslib_0.8.0             phangorn_2.11.1         fastmatch_1.1-4        
## [133] bit_4.0.5

Gene expression analysis of single-cell RNA seq of Danio rerio embryonic development

To understand the role of the convergent genes during development we obtained single-cell RNAseq data from the Zebrahub consortium (https://zebrahub.ds.czbiohub.org/). By studying gene expression dynamics in different cell types across embryonic development, we can get insights into the role of these genes during development.

Load and normalise the data

The data has already undergone processing, QC, clustering, and dimentionality reduction by Zebrahub. I normalise the expression counts for gene expression quantification for each developmental stage. Please obtain the original data from the Zebrahub repository and run the following code to obtain all the processed data.

# Plots to visualise
library(dittoSeq)

cols<-randomcoloR::randomColor(50,luminosity = "dark")
#Run this on all the processed h5ad files except the complete atlas
norm_and_umap<-function(stage){
zhub_dat<-readH5AD(paste0("./Datasets/Zebrahub_singlecell/Processed_objects/zf_atlas_",stage,"_v4_release.h5ad"))
cell_info<-as.data.frame(colData(zhub_dat))
g1<-ggpubr::ggviolin(cell_info,x = 'fish',y = 'total_counts',fill = 'fish',color = 'white',palette = 'npg',xlab = "Fish ID",ylab = "Total counts")
g2<-ggpubr::ggviolin(cell_info,x = 'fish',y = 'total_counts_mt',fill = 'fish',color = 'white',palette = 'npg',xlab = "Fish ID",ylab = "Total mitochondrial counts")
g3<-ggpubr::ggviolin(cell_info,x = 'fish',y = 'total_counts_nc',fill = 'fish',color = 'white',palette = 'npg',xlab = "Fish ID",ylab = "Total 'NC' counts")
viz<-ggpubr::ggarrange(g1,g2,g3,ncol = 1,nrow = 3,common.legend = T)
viz %>% ggsave(filename = paste0("./Plots/Zhub/",stage,"_violin.pdf"),device = "pdf",height = 10,width = 8,units = "in")

#Log Normalise
zhub_dat<-computeSumFactors(zhub_dat,clusters = zhub_dat$timepoint_cluster)
zhub_dat<-logNormCounts(zhub_dat,transform='log')
zhub_dat %>% saveRDS(paste0("./Datasets/RDS/zhub_",stage,"_log.rds")) #I provide the RDS file for the entire embryonic development phases. The 'full' dataset was used in all subsequent analysis


umap_plot<-plotReducedDim(zhub_dat,dimred = 'X_umap',
                          colour_by = 'zebrafish_anatomy_ontology_class',
                          text_by = 'zebrafish_anatomy_ontology_class')+
                          xlab("UMAP1")+
                          ylab("UMAP2")+
                          scale_color_manual(values = cols) 

ggsave(umap_plot,filename = paste0("./Plots/Zhub/",stage,"_UMAP.svg"),device = "svg",height = 8,width = 15,units = "in")

}

zlist<-c("2dpf","3dpf","5dpf","10dpf","10hpf","12hpf","14hpf","16hpf","19hpf","24hpf","24hpf","full")

purrr::map(zlist,norm_and_umap)

Plot the convergent genes

From the heatmap we observe the presence of three distinct groups. 1) Set of genes with ubiquitous expression throughout embryonic development and across multiple cell types. These included genes such as adam17a (ADAM metallopeptidase 17a; OG0003642), eef2b (eukaryotic translation elongation factor 2b; OG0001781) and eef1a1|1 (eukaryotic translation elongation factor 1 alpha 1; OG0000135).
2) The second group comprised genes expressed throughout embryonic development but in specific cell types. Examples include alcam-a (activated leukocyte cell adhesion molecule a; OG0001823) and pax3a (paired box 3a; OG0000460).
3) The third group of genes were predominantly expressed late in embryonic development. Genes in this group, such as slc22a21 (OG0002545) and hbae5 (OG0000107), were predominantly expressed between 24hpf and 10dpf

library(dittoSeq)

#Load tissue-specific convergent genes data
#Users can use this to explore the data. I have not used information of tissue specificity to separate genes. Instead I focus on all the convergent genes in zebrafish ('danio_conv'). 
brain<-read_csv("./Datasets/DatasetS0_csv_files/Brain_specifc_convergent_Danio_genes.csv")
eye<-read_csv("./Datasets/DatasetS0_csv_files/Eye_specifc_convergent_Danio_genes.csv")
heart<-read_csv("./Datasets/DatasetS0_csv_files/Heart_specifc_convergent_Danio_genes.csv")
liver<-read_csv("./Datasets/DatasetS0_csv_files/Liver_specifc_convergent_Danio_genes.csv")
muscle<-read_csv("./Datasets/DatasetS0_csv_files/Muscle_specifc_convergent_Danio_genes.csv")
skin<-read_csv("./Datasets/DatasetS0_csv_files/Skin_specifc_convergent_Danio_genes.csv")
ovary<-read_csv("./Datasets/DatasetS0_csv_files/Ovary_specifc_convergent_Danio_genes.csv")
testis<-read_csv("./Datasets/DatasetS0_csv_files/Testis_specifc_convergent_Danio_genes.csv")

#Plot timepoint heatmap
time_heatmap<-function(tissue){
  #Load normalised data
zhub_dat<-readRDS("./RDS/zhub_full_log.rds")
danio_conv<-read_csv("./Datasets/DatasetS0_csv_files/Danio_rerio_convergent_genes.csv")
#You can decide specific genes you want to plot. I used this to make the UMAPs for the sparing and ubiquitiously expressed genes. Check in Figures/Zhub
#for_plot<-c("gstt1b","pkp3b","pkp3a","gstt1a","mybpc2b","vtg1","adamts12","postnb","myom1a","mrc1a","hbae1.1","hbae1.3","myom1b","hbae3","vtg2","b3gnt3.4","adprhl1","adprh","hbaa1","hbae5","arf4a","hbaa2","pax7b","pax7a","mrc1b","slc22a21","adam17b","mical1","vtg5","eef1a2","eef1a1a","abcg1","upp2","c7b","eef2l2","arf4b","slc47a2.1","vwa11","slc22a4","slc47a4","slc47a3","anpepb","slc22a2","slc6a19b","slc6a19a.2 ","eef1a1l2","CU234171.1","osbpl7","slc6a18","c3a.5","vwa10.2","slc47a1","svopb","acp2","tmem198b","gstt1b","pkp3b","gstt1a","asic1a","tmem198a")


rowData(zhub_dat)$marker_class <- ifelse(rownames(zhub_dat) %in% brain$`Gene name`, "brain",
                                  ifelse(rownames(zhub_dat) %in% eye$`Gene name`, "eye",
                                  ifelse(rownames(zhub_dat) %in% heart$`Gene name`, "heart",
                                  ifelse(rownames(zhub_dat) %in% liver$`Gene name`, "liver",
                                  ifelse(rownames(zhub_dat) %in% muscle$`Gene name`, "muscle",
                                  ifelse(rownames(zhub_dat) %in% skin$`Gene name`, "skin",
                                  ifelse(rownames(zhub_dat) %in% ovary$`Gene name`, "ovary",
                                  ifelse(rownames(zhub_dat) %in% testis$`Gene name`, "testis",
                                  ifelse(rownames(zhub_dat) %in% (danio_conv %>% distinct(`Gene name`))$`Gene name`, "Danio_all",   
                                  "other")))))))))

timepoint_mean <- try(aggregateAcrossCells(as(zhub_dat, "SingleCellExperiment"),  
                                      ids = zhub_dat$timepoint, 
                                      statistics = "mean",
                                      use.assay.type = "logcounts", 
                                      subset.row = rownames(zhub_dat)[rowData(zhub_dat)$marker_class == tissue]))

dheat<-try(dittoHeatmap(timepoint_mean,
             assay = "logcounts", 
             cluster_cols = FALSE, 
             scaled.to.max = TRUE,
             heatmap.colors.max.scaled = viridis::viridis(100,direction = -1),
             annot.by = "timepoint"))

ggsave(plot = dheat,filename = paste0("./Figures/Zhub/Heatmap_genes_",tissue,".pdf"),device = "pdf",width = 5.2, height = 21.5,units = "in",limitsize = F)
}

time_heatmap("Danio_all")
knitr::include_graphics("./Figures/Zhub/Heatmap_genes_Danio_all.pdf")

Timepoint-tissue UMAP

Users can use the following code to UMAPs for each specific timepoint. I use this code to genrate the UPAMs included in figure 2 and 3 of the main text. You can use it to make an individual gene plots or a plot with multiple genes. The full plots are avalilable in Dataset/DatasetS9_Zebrahub_singlecell/Figures

#Use this function to make the gene expression UMAPs for tissue-specific convergent genes at different developmental timepoints Refer to the heatmap above to select timepoints and tissue.
umap_gene_exp<-function(stage,tissue) {  
zhub_dat<-readRDS(paste0("./RDS/zhub_",stage,"_log.rds"))
danio_conv<-read_csv("./Datasets/DatasetS0_csv_files/Danio_rerio_convergent_genes.csv")

#Again you can use a set of genes or all the genes
#We show these in the example below. Plots for all genes at all stages is in Figures/Zhub
#for_plot<-c("adam17b","adamts12","gstt1a","gstt1b","gstt1b","pax7a","pax7b","pkp3a","pkp3b","osbpl7")

rowData(zhub_dat)$marker_class <- ifelse(rownames(zhub_dat) %in% brain$`Gene name`, "brain",
                                  ifelse(rownames(zhub_dat) %in% eye$`Gene name`, "eye",
                                  ifelse(rownames(zhub_dat) %in% heart$`Gene name`, "heart",
                                  ifelse(rownames(zhub_dat) %in% liver$`Gene name`, "liver",
                                  ifelse(rownames(zhub_dat) %in% muscle$`Gene name`, "muscle",
                                  ifelse(rownames(zhub_dat) %in% skin$`Gene name`, "skin",
                                  ifelse(rownames(zhub_dat) %in% ovary$`Gene name`, "ovary",
                                  ifelse(rownames(zhub_dat) %in% testis$`Gene name`, "testis",
                                  ifelse(rownames(zhub_dat) %in% (danio_conv$`Gene name`), "all_conv_genes", 
                                  "other")))))))))

# UMAP colored by expression for all markers - plotReducedDim
plot_list  <- lapply(rownames(zhub_dat)[rowData(zhub_dat)$marker_class == tissue], function(x){
                      p <- plotReducedDim(zhub_dat, 
                                          dimred = 'X_umap',
                                          colour_by = x,
                                          by_exprs_values = "logcounts",
                                          point_size = 0.4)+
                          scale_colour_viridis_c(option = "D",direction = -1)+
                        xlab("UMAP1")+
                        ylab("UMAP2")+
                        labs(color = x)+
                        theme(axis.text = element_blank(),
                              axis.ticks = element_blank())
                      return(p)
                    })

#Use this to make a single plot with all the genes
cowplot::plot_grid(plotlist = plot_list) %>% ggsave(filename = paste0("./Figures/Zhub/gene_UMAP_",stage,"_",tissue,".pdf"),device = "pdf",width = 50, height = 30, units = "in", limitsize = F)

#save individual plots
#names(plot_list)<-rownames(zhub_dat)[rowData(zhub_dat)$marker_class == tissue]
#for (name in names(plot_list)) {
#  plot_file_name <- paste0(name, ".pdf")  # Create file name
#  ggsave(filename = paste0("./Plots/Zhub/individual_gene_plots/",stage,"_",name,"_",tissue,".pdf"), 
#         plot = plot_list[[name]], 
#         device = "pdf",
#         width = 4, height = 3, units = "in", limitsize = F)
#  }

}

umap_gene_exp(stage = "10hpf",tissue = "all_conv_genes")
umap_gene_exp(stage = "12hpf",tissue = "all_conv_genes")
umap_gene_exp(stage = "14hpf",tissue = "all_conv_genes")
umap_gene_exp(stage = "16hpf",tissue = "all_conv_genes")
umap_gene_exp(stage = "19hpf",tissue = "all_conv_genes")
umap_gene_exp(stage = "24hpf",tissue = "all_conv_genes")
umap_gene_exp(stage = "3dpf",tissue = "all_conv_genes")
umap_gene_exp(stage = "5dpf",tissue = "all_conv_genes")
umap_gene_exp(stage = "10dpf",tissue = "all_conv_genes")

Summary of convergent amino acid substitutions

In this section I functionally characterise the different convergent amino acid substitutions we observed.
Checking the BLOSUM62 scores between the convergent substitution and other non-convergent substitutions will provide insight into the potential functional nature of the convergent sites. If the convergent sites are associated with functioning of the protein then we would expect substitutions on these sites to have lower BLOSUM62 score as compared to the non convergent ones. On an average we do observe that convergent sites have a less score than other non-convergent substitutions occurring in the same protein. When looking at the changes in specific physiochemical properties of amino acids, we found that most of the changes in amino acid properties occur during the convergent substitutions. To determine the changes in amino acid properties I compared the values for properties of the ancestral amino acid and compared it with the values of extant amino acids caused by the convergent substitutions. We compared 17 different amino acid properties and found that 95% of the convergent orthogroups (85 out of 89) had significant changes (two-sided Wilcoxon rank sum test FDR < 0.05) in at least one of the 17 physicochemical properties analysed. I took all the significant changes between ancestral and extant amino acid and looked at the number caused by convergent and non-convergent substitutions. Most of the changes resulted from convergent substitutions.

#Get amino acid properties
data("AAdata")
rbind(
AAdata$zScales$Z1 %>% as_tibble() %>% mutate(property="Lipophilicity") %>% 
  mutate(amino_acid= c("A","R","N","D","C","Q","E","G","H","I","L","K","M","F","P","S","T","W","Y","V")),
AAdata$zScales$Z2 %>% as_tibble() %>% mutate(property="Steric") %>% 
  mutate(amino_acid= c("A","R","N","D","C","Q","E","G","H","I","L","K","M","F","P","S","T","W","Y","V")),
AAdata$zScales$Z3 %>% as_tibble() %>% mutate(property="Polarity") %>% 
  mutate(amino_acid= c("A","R","N","D","C","Q","E","G","H","I","L","K","M","F","P","S","T","W","Y","V")),
AAdata$kideraFactors$KF1 %>% as_tibble() %>% mutate(property="Helix_bend_preference") %>% 
  mutate(amino_acid= c("A","R","N","D","C","Q","E","G","H","I","L","K","M","F","P","S","T","W","Y","V")),
AAdata$kideraFactors$KF2 %>% as_tibble() %>% mutate(property="Side-chain_size") %>% 
  mutate(amino_acid= c("A","R","N","D","C","Q","E","G","H","I","L","K","M","F","P","S","T","W","Y","V")),
AAdata$kideraFactors$KF3 %>% as_tibble() %>% mutate(property="Extended_structure_preference") %>% 
  mutate(amino_acid= c("A","R","N","D","C","Q","E","G","H","I","L","K","M","F","P","S","T","W","Y","V")),
AAdata$kideraFactors$KF4 %>% as_tibble() %>% mutate(property="Hydrophobicity") %>% 
  mutate(amino_acid= c("A","R","N","D","C","Q","E","G","H","I","L","K","M","F","P","S","T","W","Y","V")),
AAdata$kideraFactors$KF5 %>% as_tibble() %>% mutate(property="Double-bend_preference") %>% 
  mutate(amino_acid= c("A","R","N","D","C","Q","E","G","H","I","L","K","M","F","P","S","T","W","Y","V")),
AAdata$kideraFactors$KF6 %>% as_tibble() %>% mutate(property="Partial_specific_volume") %>% 
  mutate(amino_acid= c("A","R","N","D","C","Q","E","G","H","I","L","K","M","F","P","S","T","W","Y","V")),
AAdata$kideraFactors$KF7 %>% as_tibble() %>% mutate(property="Flat_extended_preference") %>% 
  mutate(amino_acid= c("A","R","N","D","C","Q","E","G","H","I","L","K","M","F","P","S","T","W","Y","V")),
AAdata$kideraFactors$KF8 %>% as_tibble() %>% mutate(property="Occurence_in_alpha_region") %>% 
  mutate(amino_acid= c("A","R","N","D","C","Q","E","G","H","I","L","K","M","F","P","S","T","W","Y","V")),
AAdata$kideraFactors$KF10 %>% as_tibble() %>% mutate(property="Surr_hydrophobicity") %>% 
  mutate(amino_acid= c("A","R","N","D","C","Q","E","G","H","I","L","K","M","F","P","S","T","W","Y","V")),
AAdata$FASGAI$F2 %>% as_tibble() %>% mutate(property="Alpha_turn_prop") %>% 
  mutate(amino_acid= c("A","R","N","D","C","Q","E","G","H","I","L","K","M","F","P","S","T","W","Y","V")),
AAdata$FASGAI$F3 %>% as_tibble() %>% mutate(property="Bulk_prop") %>% 
  mutate(amino_acid= c("A","R","N","D","C","Q","E","G","H","I","L","K","M","F","P","S","T","W","Y","V")),
AAdata$FASGAI$F4 %>% as_tibble() %>% mutate(property="Compositional_characters") %>% 
  mutate(amino_acid= c("A","R","N","D","C","Q","E","G","H","I","L","K","M","F","P","S","T","W","Y","V")),
AAdata$FASGAI$F5 %>% as_tibble() %>% mutate(property="Local_flex") %>% 
  mutate(amino_acid= c("A","R","N","D","C","Q","E","G","H","I","L","K","M","F","P","S","T","W","Y","V")),
AAdata$FASGAI$F6 %>% as_tibble() %>% mutate(property="Electronic_prop") %>% 
  mutate(amino_acid= c("A","R","N","D","C","Q","E","G","H","I","L","K","M","F","P","S","T","W","Y","V"))
)->aa_properties

#Distribution of aa physiochemical properties
aa_properties %>% ggplot(aes(x=value))+
  facet_grid(cols=vars(property))+
  geom_density(fill="green4",alpha=0.6)+
  theme_bw()

sub_Matix_score<-function(id){
#Prepare csusbt site output
files<-list.files(path = paste0("./Datasets/DatasetS6_Non_spurious_convergence"), pattern = paste0(id,".tsv"),
                    full.names = TRUE, recursive = TRUE)
#read in file
dat<-read_tsv(files[1]) %>% dplyr::select(OCNany2spe, OCNany2any, contains(c("aa", "codon_site_pdb"))) %>% 
  filter(OCNany2any >0) %>% arrange(desc(OCNany2spe))
#get branches info
branches<-data.frame(branches=
                       dat %>% dplyr::select(matches("^aa(?!.*(anc|hydrophobicity)).*$", perl = T)) %>% 
                       dplyr::select(-last_col()) %>% colnames())
branches<-branches %>% filter(str_count(branches, "_") == 1)

#Special selecting function
select_grouped_columns <- function(data, prefix) {
  data %>%
    dplyr::select(OCNany2spe, OCNany2any, matches(paste0("^", prefix, "(?:_anc)?(?:_hydrophobicity)?$")))
}

make_aa_sub_dat<-function(branches){
  select_grouped_columns(dat, branches) %>% mutate(type_of_sub=case_when(OCNany2spe >= 0.5 ~ "Convergent", .default = "Non-convergent")) %>%
    dplyr::select(3,4,type_of_sub) %>% dplyr::rename("extant"=1, "anc"=2) %>% mutate(branch.num=branches)->aa_subs_data
  return(aa_subs_data)
}
#data frame with ancestral to extant aa substitution
purrr::map(branches$branches, make_aa_sub_dat) %>% list_rbind() %>% drop_na()->aa_subs_data

#Get the Blosum matrix
data(BLOSUM62)
aa_subs_data %>% rowwise() %>% mutate(sub_score = BLOSUM62[anc, extant]) %>% ungroup() %>% mutate(pdb_id=id) ->score

#Make data frame with BLOSUM scores and aa properties
rbind(
left_join(
score, aa_properties %>% filter(property=="Lipophilicity") %>% dplyr::rename("extant"="amino_acid"), by ="extant") %>% 
  left_join(aa_properties %>% filter(property=="Lipophilicity") %>% dplyr::rename("anc"="amino_acid"), by ="anc") %>% 
  dplyr::rename("extant.value"="value.x", "anc.value"="value.y", "property"="property.x") %>% dplyr::select(-c(property.y)),
left_join(
  score, aa_properties %>% filter(property=="Steric") %>% dplyr::rename("extant"="amino_acid"), by ="extant") %>% 
  left_join(aa_properties %>% filter(property=="Steric") %>% dplyr::rename("anc"="amino_acid"), by ="anc") %>% 
  dplyr::rename("extant.value"="value.x", "anc.value"="value.y", "property"="property.x") %>% dplyr::select(-c(property.y)),
left_join(
  score, aa_properties %>% filter(property=="Polarity") %>% dplyr::rename("extant"="amino_acid"), by ="extant") %>% 
  left_join(aa_properties %>% filter(property=="Polarity") %>% dplyr::rename("anc"="amino_acid"), by ="anc") %>% 
  dplyr::rename("extant.value"="value.x", "anc.value"="value.y", "property"="property.x") %>% dplyr::select(-c(property.y)),
left_join(
  score, aa_properties %>% filter(property=="Helix_bend_preference") %>% dplyr::rename("extant"="amino_acid"), by ="extant") %>% 
  left_join(aa_properties %>% filter(property=="Helix_bend_preference") %>% dplyr::rename("anc"="amino_acid"), by ="anc") %>% 
  dplyr::rename("extant.value"="value.x", "anc.value"="value.y", "property"="property.x") %>% dplyr::select(-c(property.y)),
left_join(
  score, aa_properties %>% filter(property=="Side-chain_size") %>% dplyr::rename("extant"="amino_acid"), by ="extant") %>% 
  left_join(aa_properties %>% filter(property=="Side-chain_size") %>% dplyr::rename("anc"="amino_acid"), by ="anc") %>% 
  dplyr::rename("extant.value"="value.x", "anc.value"="value.y", "property"="property.x") %>% dplyr::select(-c(property.y)),
left_join(
  score, aa_properties %>% filter(property=="Extended_structure_preference") %>% dplyr::rename("extant"="amino_acid"), by ="extant") %>% 
  left_join(aa_properties %>% filter(property=="Extended_structure_preference") %>% dplyr::rename("anc"="amino_acid"), by ="anc") %>% 
  dplyr::rename("extant.value"="value.x", "anc.value"="value.y", "property"="property.x") %>% dplyr::select(-c(property.y)),
left_join(
  score, aa_properties %>% filter(property=="Hydrophobicity") %>% dplyr::rename("extant"="amino_acid"), by ="extant") %>% 
  left_join(aa_properties %>% filter(property=="Hydrophobicity") %>% dplyr::rename("anc"="amino_acid"), by ="anc") %>% 
  dplyr::rename("extant.value"="value.x", "anc.value"="value.y", "property"="property.x") %>% dplyr::select(-c(property.y)),
left_join(
score, aa_properties %>% filter(property=="Double-bend_preference") %>% dplyr::rename("extant"="amino_acid"), by ="extant") %>% 
  left_join(aa_properties %>% filter(property=="Double-bend_preference") %>% dplyr::rename("anc"="amino_acid"), by ="anc") %>% 
  dplyr::rename("extant.value"="value.x", "anc.value"="value.y", "property"="property.x") %>% dplyr::select(-c(property.y)),
  left_join(
score, aa_properties %>% filter(property=="Partial_specific_volume") %>% dplyr::rename("extant"="amino_acid"), by ="extant") %>% 
  left_join(aa_properties %>% filter(property=="Partial_specific_volume") %>% dplyr::rename("anc"="amino_acid"), by ="anc") %>% 
  dplyr::rename("extant.value"="value.x", "anc.value"="value.y", "property"="property.x") %>% dplyr::select(-c(property.y)),
  left_join(
score, aa_properties %>% filter(property=="Flat_extended_preference") %>% dplyr::rename("extant"="amino_acid"), by ="extant") %>% 
  left_join(aa_properties %>% filter(property=="Flat_extended_preference") %>% dplyr::rename("anc"="amino_acid"), by ="anc") %>% 
  dplyr::rename("extant.value"="value.x", "anc.value"="value.y", "property"="property.x") %>% dplyr::select(-c(property.y)),
  left_join(
score, aa_properties %>% filter(property=="Occurence_in_alpha_region") %>% dplyr::rename("extant"="amino_acid"), by ="extant") %>% 
  left_join(aa_properties %>% filter(property=="Occurence_in_alpha_region") %>% dplyr::rename("anc"="amino_acid"), by ="anc") %>% 
  dplyr::rename("extant.value"="value.x", "anc.value"="value.y", "property"="property.x") %>% dplyr::select(-c(property.y)),
  left_join(
score, aa_properties %>% filter(property=="Surr_hydrophobicity") %>% dplyr::rename("extant"="amino_acid"), by ="extant") %>% 
  left_join(aa_properties %>% filter(property=="Surr_hydrophobicity") %>% dplyr::rename("anc"="amino_acid"), by ="anc") %>% 
  dplyr::rename("extant.value"="value.x", "anc.value"="value.y", "property"="property.x") %>% dplyr::select(-c(property.y)),
  left_join(
score, aa_properties %>% filter(property=="Alpha_turn_prop") %>% dplyr::rename("extant"="amino_acid"), by ="extant") %>% 
  left_join(aa_properties %>% filter(property=="Alpha_turn_prop") %>% dplyr::rename("anc"="amino_acid"), by ="anc") %>% 
  dplyr::rename("extant.value"="value.x", "anc.value"="value.y", "property"="property.x") %>% dplyr::select(-c(property.y)),
  left_join(
score, aa_properties %>% filter(property=="Bulk_prop") %>% dplyr::rename("extant"="amino_acid"), by ="extant") %>% 
  left_join(aa_properties %>% filter(property=="Bulk_prop") %>% dplyr::rename("anc"="amino_acid"), by ="anc") %>% 
  dplyr::rename("extant.value"="value.x", "anc.value"="value.y", "property"="property.x") %>% dplyr::select(-c(property.y)),
  left_join(
score, aa_properties %>% filter(property=="Compositional_characters") %>% dplyr::rename("extant"="amino_acid"), by ="extant") %>% 
  left_join(aa_properties %>% filter(property=="Compositional_characters") %>% dplyr::rename("anc"="amino_acid"), by ="anc") %>% 
  dplyr::rename("extant.value"="value.x", "anc.value"="value.y", "property"="property.x") %>% dplyr::select(-c(property.y)),
  left_join(
score, aa_properties %>% filter(property=="Local_flex") %>% dplyr::rename("extant"="amino_acid"), by ="extant") %>% 
  left_join(aa_properties %>% filter(property=="Local_flex") %>% dplyr::rename("anc"="amino_acid"), by ="anc") %>% 
  dplyr::rename("extant.value"="value.x", "anc.value"="value.y", "property"="property.x") %>% dplyr::select(-c(property.y)),
  left_join(
score, aa_properties %>% filter(property=="Electronic_prop") %>% dplyr::rename("extant"="amino_acid"), by ="extant") %>% 
  left_join(aa_properties %>% filter(property=="Electronic_prop") %>% dplyr::rename("anc"="amino_acid"), by ="anc") %>% 
  dplyr::rename("extant.value"="value.x", "anc.value"="value.y", "property"="property.x") %>% dplyr::select(-c(property.y))
)->scores_and_properties

#Data frame with adjusted Wilcox test pvalues
#Convergent
  scores_and_properties %>% filter(type_of_sub=="Convergent") %>%
    summarise(wil_pval=p.adjust(wilcox.test(x= extant.value,y=anc.value,exact=T)$p.value, method = "BH"), 
              .by = c(property)) %>% 
    mutate(pdb_id=id)->peptides_wil_out_conv

#Non-convergent
  scores_and_properties %>% filter(type_of_sub=="Non-convergent") %>%
    summarise(wil_pval=p.adjust(wilcox.test(x= extant.value,y=anc.value,exact=T)$p.value, method = "BH"), 
              .by = c(property)) %>% 
    mutate(pdb_id=id)->peptides_wil_out_nc
  
  #Plot section
  make_boxplot_list<-function(property_type){
    scores_and_properties  %>% filter(type_of_sub=="Convergent", property==property_type) %>%
      dplyr::select(type_of_sub,branch.num, extant.value,anc.value,property) %>% 
      pivot_longer(cols = c(extant.value,anc.value)) %>% 
      ggplot(aes(y=value, x=name, fill=name))+
      facet_grid(rows=vars(branch.num))+
      geom_boxplot(outliers = F)+
      geom_quasirandom(shape=21, size=2.5,color="black", alpha=0.7)+
      scale_fill_manual(values = c("#1AAEC0","#EA5B15"))+
      xlab("Sequence type")+
      labs(subtitle = paste0(property_type,"\nWilcoxon p-value: ",
                             peptides_wil_out_conv %>% filter(property==property_type) %>% 
                               pull(wil_pval) %>% signif(digits = 4)))+
      theme_bw()+theme(axis.text.x = element_blank(),
                       axis.ticks.x = element_blank())->p
    return(p)
    }

map(as.list(peptides_wil_out_conv %>% distinct(property) %>% pull()), 
    make_boxplot_list)->bp_list

library(patchwork)
wrap_plots(bp_list,guides = "collect",widths = 2) %>% ggsave(filename = paste0(id,".pdf"), 
                                                             path = "./Figures/Properties_will_test/",
                                                             device = "pdf",
                                                            width = 10, height = 15, units = "in", scale = 1.5)


#return(score)
#return(combined_plots)
#return(scores_and_properties)

return(rbind(peptides_wil_out_conv %>% mutate(state="Convergent"),
             peptides_wil_out_nc %>% mutate(state="Non-convergent")))
}
#Use this to skip any error
poss_sub_Matix_score = possibly(.f = sub_Matix_score)

#For the BLOSUM matrix use return(score)
purrr::map(pdb_ids, poss_sub_Matix_score) %>% list_rbind()->score_table
#score_table %>% saveRDS("./RDS/sub_Matix_score_output_for_blosum.rds")

#Make the table
purrr::map(pdb_ids, poss_sub_Matix_score) %>% list_rbind() ->Properties_pval_output_table
#Properties_pval_output_table %>% saveRDS("./RDS/Properties_pval_output_will_test.rds")
#For direction change use return(scores_and_properties)
purrr::map(pdb_ids, poss_sub_Matix_score) %>% list_rbind()->scores_and_properties

BLOSUM62 score

#Load table
score_table<-readRDS("./RDS/sub_Matix_score_output.rds")
#Get p-values
signif((wilcox.test(x=score_table %>% group_by(pdb_id,type_of_sub) %>% summarise(mean_score=mean(sub_score,na.rm =T), .groups = "drop") %>%
                      filter(type_of_sub=="Convergent") %>% pull(mean_score),
                    y=score_table %>% group_by(pdb_id,type_of_sub) %>% summarise(mean_score=mean(sub_score,na.rm =T), .groups = "drop") %>%
                      filter(type_of_sub=="Non-convergent") %>% pull(mean_score)))$p.value, digits = 1)->p
#Make plot
score_table %>% group_by(pdb_id,type_of_sub) %>% summarise(mean_score=mean(sub_score,na.rm =T), .groups = "drop") %>% 
  ggplot(aes(x=type_of_sub, y=mean_score, colour = type_of_sub))+
  geom_boxplot()+
  geom_quasirandom()+
  xlab("Type of substitution")+
  ylab("Mean BLOSUM62 score")+
  theme_bw()+
  theme(legend.position = "none")+
  scale_color_manual(values = c("#EA5B15","#1AAEC0"))+
  labs(subtitle = paste0("Two-sided Wilcoxon p-value: ",p))

Distribution of convergent substitutions on protein structure

Here I check whether there is any relationship between the occurrence of convergence and site features on the protein. Using a chi-sq test of independence I found that in our data, there is no relationship between protein site feature and convergence. This tells me that there isn’t a general trend for convergence to be enriched on surface residues, rather it seems specific to each protein.

prot<-read_csv("./Datasets/DatasetS0_csv_files/protein_sites/Session_pymol/combined_prots.csv") %>% filter(Localisation != "Localisation") %>% filter(Number_aa != "Number_aa") %>% filter(Name_aa != "Name_aa") %>% filter(near_lig != "near_lig") %>% filter(Secondary_Structure != "Secondary_Structure") %>% filter(convergence != "convergence") %>% filter(Localisation != "no_build") %>% filter(Secondary_Structure != "no_build")

chisq.test(table(prot$Localisation,prot$convergence),correct = F)
## 
##  Pearson's Chi-squared test
## 
## data:  table(prot$Localisation, prot$convergence)
## X-squared = 0.0054778, df = 1, p-value = 0.941
chisq.test(table(prot$Secondary_Structure,prot$convergence),correct = F)
## 
##  Pearson's Chi-squared test
## 
## data:  table(prot$Secondary_Structure, prot$convergence)
## X-squared = 1.1428, df = 2, p-value = 0.5647

Structural properties

Here I visualise the structural characteristics of the convergent substitutions to get an sense of where on the protein structure most sites are located.
Original data found in Datasets/DatasetS0_csv_files/protein_sites/Session_pymol

str_dat<-tibble(surface = c("Surface","Burried"),
                no = c(159,22),
                n.per = round((no/sum(no))*100,digits = 1))
conf_dat<-tibble(conf = c("Helix","Sheet","Loop"),
                 no = c(83,33,65),
                 n.per = round((no/sum(no))*100,digits = 1))


labs1<-paste0(str_dat[[1]], " (", str_dat$n.per, "%)")
labs2<-paste0(conf_dat[[1]], " (", conf_dat$n.per, "%)")
  

g1<-ggpubr::ggbarplot(str_dat,x = "surface",y = "n.per",palette = "npg",color = "black",fill = "surface",label = labs1,xlab = "Localisation of convergnt residues on protein",ylab = "Percentage of convergent sites")
g2<-ggpubr::ggbarplot(conf_dat,x = "conf",y = "n.per",palette = "npg",color = "black",fill = "conf",label = labs2,xlab = "Localisation of convergent residues on secondary structure",ylab = "Percentage of convergent sites")

ggpubr::ggarrange(g1,g2,nrow = 2,legend = "none")

Amino acid property changes

#Load data
Properties_pval_output_table<-readRDS("./RDS/Properties_pval_output_will_test.rds")

#Make plots
Properties_pval_output_table %>% 
  mutate(is_sig=case_when(wil_pval < 0.05 ~ "yes", .default = "no")) %>% 
  filter(is_sig == "yes") %>% group_by(property, state) %>% dplyr::count(is_sig) %>% ungroup() %>% 
  mutate(property=reorder(property,-n)) %>% dplyr::rename("Type of substitution"="state") %>% 
  ggplot(aes(y=property, x=n))+
  geom_col(aes(fill=`Type of substitution`), alpha=0.7, color="black",position = "dodge")+
  scale_fill_manual(values = c("#EA5B15","#1AAEC0"))+
  xlab("Number of significant changes\nto amino acid property")+
  ylab("Physiochemical properties of amino acids")+
  theme_bw()

Properties_pval_output_table %>% 
  mutate(is_sig=case_when(wil_pval < 0.05 ~ "yes", .default = "no")) %>% 
  filter(is_sig == "yes") %>% group_by(property, state) %>% dplyr::count(is_sig) %>% ungroup() %>% 
  mutate(property=reorder(property,-n)) %>% dplyr::rename("Type of substitution"="state") %>% 
  ggplot(aes(y=property, x=n))+
  geom_col(aes(fill=`Type of substitution`), alpha=0.7, color="black",position = "fill")+
  scale_fill_manual(values = c("#EA5B15","#1AAEC0"))+
  xlab("Proportion of significant changes\nto amino acid property")+
  ylab("Physiochemical properties of amino acids")+
  theme_bw()

Analysing distribution of tissue specificity

In contrast to the previous analysis where we checked whether convergent genes were more tissue specific than other genes in the genome, this analysis compares the distributions of the values of the tissues-specificity index between convergent genes and all other genes. The distribution of tissue specificity of the convergent genes was significantly different compared to the background (two-sided Kolmogorov-Smirnov test P < 0.05), with the convergent genes having higher distribution at intermediate values of tissue specificity.

Setting up analysis

#Load data
skin<-orth_list %>% filter(orths %in% (readRDS("./RDS/Tau_0.8_TMM_cpm_with_log_no_combat_skin.rds") 
                           %>% purrr::list_rbind() %>% dplyr::select(Gene.ID))$Gene.ID)
brain<-orth_list %>% filter(orths %in% (readRDS("./RDS/Tau_0.8_TMM_cpm_with_log_no_combat_brain.rds") 
                           %>% purrr::list_rbind() %>% dplyr::select(Gene.ID))$Gene.ID)
eye<-orth_list %>% filter(orths %in% (readRDS("./RDS/Tau_0.8_TMM_cpm_with_log_no_combat_eye.rds") 
                           %>% purrr::list_rbind() %>% dplyr::select(Gene.ID))$Gene.ID)
heart<-orth_list %>% filter(orths %in% (readRDS("./RDS/Tau_0.8_TMM_cpm_with_log_no_combat_heart.rds") 
                           %>% purrr::list_rbind() %>% dplyr::select(Gene.ID))$Gene.ID)
liver<-orth_list %>% filter(orths %in% (readRDS("./RDS/Tau_0.8_TMM_cpm_with_log_no_combat_liver.rds") 
                           %>% purrr::list_rbind() %>% dplyr::select(Gene.ID))$Gene.ID)
muscle<-orth_list %>% filter(orths %in% (readRDS("./RDS/Tau_0.8_TMM_cpm_with_log_no_combat_muscle.rds") 
                           %>% purrr::list_rbind() %>% dplyr::select(Gene.ID))$Gene.ID)
ovary<-orth_list %>% filter(orths %in% (readRDS("./RDS/Tau_0.8_TMM_cpm_with_log_no_combat_ovary.rds") 
                           %>% purrr::list_rbind() %>% dplyr::select(Gene.ID))$Gene.ID)
testis<-orth_list %>% filter(orths %in% (readRDS("./RDS/Tau_0.8_TMM_cpm_with_log_no_combat_testis.rds") 
                           %>% purrr::list_rbind() %>% dplyr::select(Gene.ID))$Gene.ID)

#Get the orthologs that are exclusively tissue specific for each tissue
#brain
ts_list<-list(brain,eye,heart,liver,muscle,skin,ovary,testis) #change the first entry in the list when computing exclusive orthologs
brain_excl<-purrr::reduce(ts_list,anti_join, by = "Orthogroup")# %>% write_csv("./Datasets/DatasetS0_csv_files/Brain_exclusive_orths.csv")
#eye
ts_list<-list(eye,brain,heart,liver,muscle,skin,ovary,testis) #change the first entry in the list when computing exclusive orthologs
eye_excl<-purrr::reduce(ts_list,anti_join, by = "Orthogroup")# %>% write_csv("./Datasets/DatasetS0_csv_files/Eye_exclusive_orths.csv")
#heart
ts_list<-list(heart,brain,eye,liver,muscle,skin,ovary,testis) #change the first entry in the list when computing exclusive orthologs
heart_excl<-purrr::reduce(ts_list,anti_join, by = "Orthogroup")# %>% write_csv("./Datasets/DatasetS0_csv_files/Heart_exclusive_orths.csv")
#liver
ts_list<-list(liver,eye,brain,heart,muscle,skin,ovary,testis) #change the first entry in the list when computing exclusive orthologs
liver_excl<-purrr::reduce(ts_list,anti_join, by = "Orthogroup")# %>% write_csv("./Datasets/DatasetS0_csv_files/Liver_exclusive_orths.csv")
#muscle
ts_list<-list(muscle,eye,brain,heart,liver,skin,ovary,testis) #change the first entry in the list when computing exclusive orthologs
muscle_excl<-purrr::reduce(ts_list,anti_join, by = "Orthogroup")# %>% write_csv("./Datasets/DatasetS0_csv_files/Muscle_exclusive_orths.csv")
#skin
ts_list<-list(skin,eye,brain,heart,liver,muscle,ovary,testis) #change the first entry in the list when computing exclusive orthologs
skin_excl<-purrr::reduce(ts_list,anti_join, by = "Orthogroup")# %>% write_csv("./Datasets/DatasetS0_csv_files/Skin_exclusive_orths.csv")
#ovary
ts_list<-list(ovary,eye,brain,heart,liver,muscle,skin,testis) #change the first entry in the list when computing exclusive orthologs
ovary_excl<-purrr::reduce(ts_list,anti_join, by = "Orthogroup")# %>% write_csv("./Datasets/DatasetS0_csv_files/Overy_exclusive_orths.csv")
#testis
ts_list<-list(testis,eye,brain,heart,liver,muscle,skin,ovary) #change the first entry in the list when computing exclusive orthologs
testis_excl<-purrr::reduce(ts_list,anti_join, by = "Orthogroup")# %>% write_csv("./Datasets/DatasetS0_csv_files/Testis_exclusive_orths.csv")

rbind(brain_excl,eye_excl,heart_excl,liver_excl,muscle_excl,skin_excl,ovary_excl,testis_excl)->excl_tissue_spec

#convergent genes that are also tissue specific
d<-combined_arity %>% filter(Orthogroup %in% non_spuroius_conv$Orthogroup) %>% distinct(Orthogroup)

d<-d %>% mutate(c = "TRUE") %>% 
  mutate(brain_c = if_else(d$Orthogroup %in% brain_excl$Orthogroup, TRUE, FALSE)) %>% 
  mutate(eye_c = if_else(d$Orthogroup %in% eye_excl$Orthogroup, TRUE, FALSE)) %>% 
  mutate(heart_c = if_else(d$Orthogroup %in% heart_excl$Orthogroup, TRUE, FALSE)) %>% 
  mutate(liver_c = if_else(d$Orthogroup %in% liver_excl$Orthogroup, TRUE, FALSE)) %>% 
  mutate(muscle_c = if_else(d$Orthogroup %in% muscle_excl$Orthogroup, TRUE, FALSE)) %>% 
  mutate(skin_c = if_else(d$Orthogroup %in% skin_excl$Orthogroup, TRUE, FALSE)) %>% 
  mutate(ovary_c = if_else(d$Orthogroup %in% ovary_excl$Orthogroup, TRUE, FALSE)) %>% 
  mutate(testis_c = if_else(d$Orthogroup %in% testis_excl$Orthogroup, TRUE, FALSE))


d %>% mutate(spec_in_tissue=
               case_when(brain_c==TRUE ~ "brain",
                         eye_c==TRUE ~ "eye",
                         heart_c==TRUE ~ "heart",
                         liver_c==TRUE ~ "liver",
                         muscle_c==TRUE ~ "muscle",
                         skin_c==TRUE ~ "skin",
                         ovary_c==TRUE ~ "ovary",
                         testis_c==TRUE ~ "testis")) %>% dplyr::select(Orthogroup,spec_in_tissue) %>% drop_na()->excl_conv_tissue

left_join(tau_dat_all$Danio_rerio,
          danio_conv %>% dplyr::select(Orthogroup,orths) %>% dplyr::rename("Gene.ID"="orths") %>% mutate(conv="yes"),
          by = "Gene.ID") %>% distinct(Gene.ID,.keep_all = T) %>% replace_na(list(conv="no")) %>% rowwise() %>%
  mutate(num_tissues = sum(c_across(-c(Gene.ID,tau,conv,,Orthogroup)) > 0.1)) %>%
  ungroup()->Danio_tau_conv_all

left_join(Danio_tau_conv_all, excl_conv_tissue, by = "Orthogroup") %>% mutate(spec_in_tissue=replace_na(spec_in_tissue,"no_tsp")) %>% 
  mutate(is_tsp=case_when(spec_in_tissue=="no_tsp" ~ "no", .default = "yes"))->estimated_ts_conv_Danio_tau_conv_all

Distribution of tissue-specificity

#load all tissue-specificity data
tau_dat_all<-readRDS("./RDS/tau_dat_all2.rds")
#Function to plot tissue specificity and compare distributions. 
ts_dis_plots<-function(dat,sp_name){
  inner_join(
    dat,
    orth_list %>% filter(sp==sp_name) %>% dplyr::rename("Gene.ID"=orths) %>% 
      dplyr::select(Gene.ID,Orthogroup), by = "Gene.ID") %>%
    mutate(state=case_when(Orthogroup %in% non_spuroius_conv$Orthogroup ~ "Convergent", .default = "Non-convergent")) %>% mutate(is_tsp=case_when(tau >= 0.8~"yes",.default = "no"))->tau_dist_dat

  #gets p-val for the ks test
  ks_test_pval<-(ksboot(x=tau_dist_dat %>% filter(state=="Convergent") %>% pull(tau),
                         y=tau_dist_dat %>% filter(state=="Non-convergent") %>% pull(tau), nboots = 5000,alternative = "two.sided"))$ksboot.pvalue %>% round(4)
#Plot  
  tau_dist_dat %>% 
    ggplot(aes(x=tau, fill = state, y=after_stat(density)))+
    geom_density(alpha=0.6)+
    facet_grid(rows=vars(state))+
    scale_fill_manual(values = c("#EA5B15","#1AAEC0"))+
    geom_vline(xintercept = 0.3, linetype="dashed")+#low tissue-specificity
    geom_vline(xintercept = 0.8, linetype="dashed")+#high tissue-specificity
    theme_bw()+
    labs(title=paste0(str_replace(pattern = "_", string = sp_name, replacement = " ")),
         subtitle = paste0("Two-sided KS test p-value: ",ks_test_pval))+
    theme(plot.title = element_text(face = "italic"))->dist_ts
  
  #ggpubr::ggarrange(dist_ts,legend = "none") %>% return()
  tau_dist_dat %>% return() #for dist tests
}

ggpubr::ggarrange(
  ts_dis_plots(tau_dat_all$Astyanax_mexicanus, sp_name = "Astyanax_mexicanus"),
  ts_dis_plots(tau_dat_all$Astatotilapia_calliptera, sp_name = "Astatotilapia_calliptera"),
  ts_dis_plots(tau_dat_all$Danio_rerio, sp_name = "Danio_rerio"),
  ts_dis_plots(tau_dat_all$Esox_lucius, sp_name = "Esox_lucius"),
  ts_dis_plots(tau_dat_all$Gasterosteus_aculeatus, sp_name = "Gasterosteus_aculeatus"),
  ts_dis_plots(tau_dat_all$Gadus_morhua, sp_name = "Gadus_morhua"),
  ts_dis_plots(tau_dat_all$Neolamprologus_brichardi, sp_name = "Neolamprologus_brichardi"),
  ts_dis_plots(tau_dat_all$Nothobranchius_furzeri, sp_name = "Nothobranchius_furzeri"),
  ts_dis_plots(tau_dat_all$Oryzias_latipes, sp_name = "Oryzias_latipes"),
  ts_dis_plots(tau_dat_all$Salmo_salar, sp_name = "Salmo_salar"),
  ts_dis_plots(tau_dat_all$Scophthalmus_maximus, sp_name = "Scophthalmus_maximus"))->ts_dis_dat
#ts_dis_dat %>% saveRDS("./RDS/ts_dis_dat.rds")
readRDS("./RDS/ts_dis_dat.rds")

Get single cell distribution

In this analysis I look at the distribution of convergent genes and the different cells types they are expressed in. The rationale is to check whether on an average, the convergent genes are expressed in different number of cell types as compared to a background set of genes. Here, the background is all other genes, resulting in a null distribution. Using the Kolmogorov-Smirnov test, I test for divergence between the two distributions. Using the two-sided test I see that the distributions differ from one another, and using the one-sided test I check whether the values in the convergent group and higher than the test group at corresponding positions along the distributions where they diverge. The KS test shows that the values are greater at the divergent points, suggesting that convergent group of genes on an average are expressed in more cell types.

library(SingleCellExperiment)
library(scater)
library(scuttle)

danio_conv<-read_csv("./Datasets/DatasetS0_csv_files/Danio_rerio_convergent_genes.csv")
Danio_biomart<-read_csv("./Datasets/DatasetS0_csv_files/Danio_biomart.csv")
zhub_dat<-readRDS("./RDS/zhub_full_log.rds")

left_join(estimated_ts_conv_Danio_tau_conv_all,
          Danio_biomart %>% dplyr::select(`Gene stable ID`, `Gene name`) %>% 
            dplyr::rename("Gene.ID"=`Gene stable ID`),
          by = "Gene.ID") %>% distinct(Gene.ID, .keep_all = T)->estimated_ts_conv_Danio_tau_conv_all

#Function to load single cell data and process it
single_cell_df<-function(stage,gene_in){
  
  zhub_dat<-readRDS(paste0("./RDS/zhub_",stage,"_log.rds"))
  scuttle::makePerCellDF(zhub_dat, features = gene_in, assay.type = "logcounts", swap.rownames="gene_ids")  %>% 
  dplyr::rename("logCounts"=gene_in) %>% filter(logCounts >= 0.5) %>% mutate(gene=gene_in)->cell_df
  
  num_of_samples<-(length(cell_df %>% distinct(fish) %>% pull(fish))-1)
  
  #Keep the cells with expression in at least max-1 samples
    cell_df %>% group_by(zebrafish_anatomy_ontology_class) %>% summarise(count_fish=n_distinct(fish), .groups = "keep") %>% 
      ungroup() %>% filter(count_fish >= num_of_samples)->filter_in_cell_type
  
  cell_df %>% filter(zebrafish_anatomy_ontology_class %in% filter_in_cell_type$zebrafish_anatomy_ontology_class) %>% 
    dplyr::select(gene,logCounts,timepoint,zebrafish_anatomy_ontology_class,
                  zebrafish_anatomy_ontology_id,fish,
                  X_umap.1,X_umap.2)->cell_df
  
    return(cell_df)
}


single_cell_df<-possibly(.f = single_cell_df, otherwise = NULL)


purrr::map(.x=as.list(head(estimated_ts_conv_Danio_tau_conv_all %>% 
    filter(conv=="yes") %>% pull(Gene.ID))),
           ~single_cell_df(stage = "10hpf",gene_in = .x)) %>% list_rbind()->conv_cells_10hpf

purrr::map(.x=as.list(estimated_ts_conv_Danio_tau_conv_all %>% 
                        filter(conv=="yes") %>% pull(Gene.ID)),
           ~single_cell_df(stage = "12hpf",gene_in = .x)) %>% list_rbind()->conv_cells_12hpf

purrr::map(.x=as.list(estimated_ts_conv_Danio_tau_conv_all %>% 
                        filter(conv=="yes") %>% pull(Gene.ID)),
           ~single_cell_df(stage = "14hpf",gene_in = .x)) %>% list_rbind()->conv_cells_14hpf

purrr::map(.x=as.list(estimated_ts_conv_Danio_tau_conv_all %>% 
                        filter(conv=="yes") %>% pull(Gene.ID)),
           ~single_cell_df(stage = "16hpf",gene_in = .x)) %>% list_rbind()->conv_cells_16hpf

purrr::map(.x=as.list(estimated_ts_conv_Danio_tau_conv_all %>% 
                        filter(conv=="yes") %>% pull(Gene.ID)),
           ~single_cell_df(stage = "19hpf",gene_in = .x)) %>% list_rbind()->conv_cells_19hpf

purrr::map(.x=as.list(estimated_ts_conv_Danio_tau_conv_all %>% 
                        filter(conv=="yes") %>% pull(Gene.ID)),
           ~single_cell_df(stage = "24hpf",gene_in = .x)) %>% list_rbind()->conv_cells_24hpf

purrr::map(.x=as.list(estimated_ts_conv_Danio_tau_conv_all %>% 
                        filter(conv=="yes") %>% pull(Gene.ID)),
           ~single_cell_df(stage = "3dpf",gene_in = .x)) %>% list_rbind()->conv_cells_3dpf

purrr::map(.x=as.list(estimated_ts_conv_Danio_tau_conv_all %>% 
                        filter(conv=="yes") %>% pull(Gene.ID)),
           ~single_cell_df(stage = "5dpf",gene_in = .x)) %>% list_rbind()->conv_cells_5dpf

purrr::map(.x=as.list(estimated_ts_conv_Danio_tau_conv_all %>% 
                        filter(conv=="yes") %>% pull(Gene.ID)),
           ~single_cell_df(stage = "10dpf",gene_in = .x)) %>% list_rbind()->conv_cells_10dpf


#All cells
system.time(
purrr::map(.x=as.list(rowData(zhub_dat)$gene_ids[1:20]),
           ~single_cell_df(stage = "10hpf",gene_in = .x)) %>% list_rbind()->all_gene_10hpf
)


purrr::map(.x=as.list(rowData(zhub_dat)$gene_ids),
           ~single_cell_df(stage = "12hpf",gene_in = .x)) %>% list_rbind()->all_gene_12hpf
all_gene_12hpf %>% saveRDS("./RDS/all_gene_12hpf.rds")

purrr::map(.x=as.list(rowData(zhub_dat)$gene_ids),
           ~single_cell_df(stage = "14hpf",gene_in = .x)) %>% list_rbind()->all_gene_14hpf
all_gene_14hpf %>% saveRDS("./RDS/all_gene_14hpf.rds")

purrr::map(.x=as.list(rowData(zhub_dat)$gene_ids),
           ~single_cell_df(stage = "16hpf",gene_in = .x)) %>% list_rbind()->all_gene_16hpf

purrr::map(.x=as.list(rowData(zhub_dat)$gene_ids),
           ~single_cell_df(stage = "19hpf",gene_in = .x)) %>% list_rbind()->all_gene_19hpf

purrr::map(.x=as.list(rowData(zhub_dat)$gene_ids),
           ~single_cell_df(stage = "24hpf",gene_in = .x)) %>% list_rbind()->all_gene_24hpf

purrr::map(.x=as.list(rowData(zhub_dat)$gene_ids),
           ~single_cell_df(stage = "3dpf",gene_in = .x)) %>% list_rbind()->conv_cells_3dpf

purrr::map(.x=as.list(rowData(zhub_dat)$gene_ids),
           ~single_cell_df(stage = "5dpf",gene_in = .x)) %>% list_rbind()->all_gene_5dpf

purrr::map(.x=as.list(rowData(zhub_dat)$gene_ids),
           ~single_cell_df(stage = "10dpf",gene_in = .x)) %>% list_rbind()->all_gene_10dpf

sc_dist_analysis<-function(sc_dat, plot_title){

#count the number of unique cell types per gene and get their ortholog annotations
inner_join(
  sc_dat %>% summarise(no_uniq_cells_types=n_distinct(zebrafish_anatomy_ontology_class), .by = "gene"),
  orth_list %>% dplyr::select(Orthogroup,orths,sp) %>% filter(sp=="Danio_rerio") %>% dplyr::rename("gene"=orths),by = "gene") %>% dplyr::rename("Gene.ID"=gene)->cell_types_orth
  
#Get information on convergence
rbind(
cell_types_orth %>% filter(Orthogroup %in% non_spuroius_conv$Orthogroup) %>% mutate(state="conv"),
cell_types_orth %>% filter(!Orthogroup %in% non_spuroius_conv$Orthogroup) %>% mutate(state="non_conv"))->test_dat
#Get information of tissue specificity
test_dat %>% mutate(is_tsp=case_when(Orthogroup %in% (estimated_ts_conv_Danio_tau_conv_all %>% filter(is_tsp=="yes"))$Orthogroup ~ "yes",.default = "no"))->test_dat

(ks.test(x=test_dat  %>% filter(state=="conv") %>% pull(no_uniq_cells_types),
        y=test_dat  %>% filter(state=="non_conv") %>% pull(no_uniq_cells_types),
            alternative = "two.sided"))$p.value->ks_pval_two_sided
(ks.test(x=test_dat  %>% filter(state=="conv") %>% pull(no_uniq_cells_types),
        y=test_dat  %>% filter(state=="non_conv") %>% pull(no_uniq_cells_types),
            alternative = "greater"))$p.value->ks_pval_greater
(ks.test(x=test_dat  %>% filter(state=="conv") %>% pull(no_uniq_cells_types),
        y=test_dat  %>% filter(state=="non_conv") %>% pull(no_uniq_cells_types),
            alternative = "less"))$p.value->ks_pval_less

test_dat %>% 
  ggplot(aes(x=no_uniq_cells_types, fill = state))+
  geom_density(alpha=0.6)+
  scale_fill_manual(values = c("#EA5B15","#1AAEC0"))+
  xlab("Number of unique cell types")+
  labs(title = str_remove(string = paste0(plot_title), 
                          pattern ="all_gene_"),
       subtitle = paste0("One-sided KS-test p-value: ", signif(ks_pval_greater, digits = 3)))+
  theme_bw()+
  theme(text = element_text(size=8))->dist_plot

test_dat  %>%
  ggplot(aes(x=no_uniq_cells_types, color= state))+
  stat_ecdf()+
  xlab("Number of unique cell types")+
  scale_color_manual(values = c("#EA5B15","#1AAEC0"))+
  theme_bw()+
  labs(title = "Cumulative probability distrubutions")+
  theme(text = element_text(size=8))->ecdf_plot

ggarrange(dist_plot, ecdf_plot, ncol = 1, common.legend = T)->c_plot


return(list(dist_plot_dat=dist_plot$data,c_plot=c_plot, ks_pval_two_sided=ks_pval_two_sided, ks_pval_greater=ks_pval_greater, ks_pval_less=ks_pval_less))
}

#Load processed sc data frame and run above function
all_gene_10hpf<-readRDS("./RDS/all_gene_10hpf.rds")
sc_dist_analysis(sc_dat = all_gene_10hpf, plot_title= "Distribution of gene expression\nin unique cell types at 10hpf")->dist_res_10hpf
dist_res_10hpf %>% saveRDS("./RDS/dist_res_10hpf.rds")
rm(all_gene_10hpf)

all_gene_12hpf<-readRDS("./RDS/all_gene_12hpf.rds")
sc_dist_analysis(sc_dat = all_gene_12hpf, plot_title= "Distribution of gene expression\nin unique cell types at 12hpf")->dist_res_12hpf
dist_res_12hpf %>% saveRDS("./RDS/dist_res_12hpf.rds")
rm(all_gene_12hpf)

all_gene_14hpf<-readRDS("./RDS/all_gene_14hpf.rds")
sc_dist_analysis(sc_dat = all_gene_14hpf, plot_title= "Distribution of gene expression\nin unique cell types at 14hpf")->dist_res_14hpf
dist_res_14hpf %>% saveRDS("./RDS/dist_res_14hpf.rds")
rm(all_gene_14hpf)

all_gene_16hpf<-readRDS("./RDS/all_gene_16hpf.rds")
sc_dist_analysis(sc_dat = all_gene_16hpf, plot_title= "Distribution of gene expression\nin unique cell types at 16hpf")->dist_res_16hpf
dist_res_16hpf %>% saveRDS("./RDS/dist_res_16hpf.rds")
rm(all_gene_16hpf)

all_gene_19hpf<-readRDS("./RDS/all_gene_19hpf.rds")
sc_dist_analysis(sc_dat = all_gene_19hpf, plot_title= "Distribution of gene expression\nin unique cell types at 19hpf")->dist_res_19hpf
dist_res_19hpf %>% saveRDS("./RDS/dist_res_19hpf.rds")
rm(all_gene_19hpf)

all_gene_24hpf<-readRDS("./RDS/all_gene_24hpf.rds")
sc_dist_analysis(sc_dat = all_gene_24hpf, plot_title= "Distribution of gene expression\nin unique cell types at 24hpf")->dist_res_24hpf
dist_res_24hpf %>% saveRDS("./RDS/dist_res_24hpf.rds")
rm(all_gene_24hpf)

all_gene_3dpf<-readRDS("./RDS/all_gene_3dpf.rds")
sc_dist_analysis(sc_dat = all_gene_3dpf, plot_title= "Distribution of gene expression\nin unique cell types at 3dpf")->dist_res_3dpf
dist_res_3dpf %>% saveRDS("./RDS/dist_res_3dpf.rds")
rm(all_gene_3dpf)

all_gene_5dpf<-readRDS("./RDS/all_gene_5dpf.rds")
sc_dist_analysis(sc_dat = all_gene_5dpf, plot_title= "Distribution of gene expression\nin unique cell types at 5dpf")->dist_res_5dpf
dist_res_5dpf %>% saveRDS("./RDS/dist_res_5dpf.rds")
rm(all_gene_5dpf)

all_gene_10dpf<-readRDS("./RDS/all_gene_10dpf.rds")
sc_dist_analysis(sc_dat = all_gene_10dpf, plot_title= "Distribution of gene expression\nin unique cell types at 10dpf")->dist_res_10dpf
dist_res_10dpf %>% saveRDS("./RDS/dist_res_10dpf.rds")#This takes very long; couple of hours and is a very large rds (~1.5GB). Therefore, have not included
rm(all_gene_10dpf)

dist_res_10hpf<-readRDS("./RDS/dist_res_10hpf.rds")
dist_res_12hpf<-readRDS("./RDS/dist_res_12hpf.rds")
dist_res_14hpf<-readRDS("./RDS/dist_res_14hpf.rds")
dist_res_16hpf<-readRDS("./RDS/dist_res_16hpf.rds")
dist_res_19hpf<-readRDS("./RDS/dist_res_19hpf.rds")
dist_res_24hpf<-readRDS("./RDS/dist_res_24hpf.rds")
dist_res_3dpf<-readRDS("./RDS/dist_res_3dpf.rds")
dist_res_5dpf<-readRDS("./RDS/dist_res_5dpf.rds")
dist_res_10dpf<-readRDS("./RDS/dist_res_10dpf.rds")#This takes very long; couple of hours and is a very large rds (~1.5GB). Therefore, have not included
dist_res_10hpf

Running cell distribution analysis for random set of genes

Here I run the analysis using a random set of genes. While visually the distributions may look similar at times, the KS test shows that their distributions are not different from the background. This suggests that the convergent genes have a unique distribution of gene expression in different cell types as opposed to any random set of genes. I am showing the results here for 10hpf and 10dps, Users can run the code for any other time point.

sc_dist_random<-function(sc_dat, plot_title){

#count the number of unique cell types per gene and get their ortholog annotations
inner_join(
  sc_dat %>% summarise(no_uniq_cells_types=n_distinct(zebrafish_anatomy_ontology_class), .by = "gene"),
  orth_list %>% dplyr::select(Orthogroup,orths,sp) %>% filter(sp=="Danio_rerio") %>% dplyr::rename("gene"=orths),by = "gene") %>% dplyr::rename("Gene.ID"=gene)->cell_types_orth
  
#Takes a random set of 89 orthogroups 
rbind(
  cell_types_orth %>% filter(Orthogroup %in% (orth_list %>% distinct(Orthogroup) %>% pull(Orthogroup))[runif(89, min = 1, max = 8308)]) %>% 
    mutate(state="conv"), cell_types_orth %>% filter(!Orthogroup %in% non_spuroius_conv$Orthogroup) %>% mutate(state="non_conv"))->test_dat

#Get information of tissue specificity
test_dat %>% mutate(is_tsp=case_when(Orthogroup %in% (estimated_ts_conv_Danio_tau_conv_all %>% filter(is_tsp=="yes"))$Orthogroup ~ "yes",.default = "no"))->test_dat


(ks.test(x=test_dat  %>% filter(state=="conv") %>% pull(no_uniq_cells_types),
        y=test_dat  %>% filter(state=="non_conv") %>% pull(no_uniq_cells_types),
            alternative = "two.sided"))$p.value->ks_pval_two_sided
(ks.test(x=test_dat  %>% filter(state=="conv") %>% pull(no_uniq_cells_types),
        y=test_dat  %>% filter(state=="non_conv") %>% pull(no_uniq_cells_types),
            alternative = "greater"))$p.value->ks_pval_greater
(ks.test(x=test_dat  %>% filter(state=="conv") %>% pull(no_uniq_cells_types),
        y=test_dat  %>% filter(state=="non_conv") %>% pull(no_uniq_cells_types),
            alternative = "less"))$p.value->ks_pval_less

test_dat %>% 
  ggplot(aes(x=no_uniq_cells_types, fill = state))+
  geom_density(alpha=0.6)+
  scale_fill_manual(values = c("#EA5B15","#1AAEC0"))+
  xlab("Number of unique cell types")+
  labs(title = str_remove(string = paste0(plot_title), 
                          pattern ="all_gene_"),
       subtitle = paste0("One-sided KS-test p-value: ", signif(ks_pval_greater, digits = 3)))+
  theme_bw()+
  theme(text = element_text(size=8))->dist_plot

test_dat  %>%
  ggplot(aes(x=no_uniq_cells_types, color= state))+
  stat_ecdf()+
  xlab("Number of unique cell types")+
  scale_color_manual(values = c("#EA5B15","#1AAEC0"))+
  theme_bw()+
  labs(title = "Cumulative probability distrubutions")+
  theme(text = element_text(size=8))->ecdf_plot


ggarrange(dist_plot, ecdf_plot, ncol = 1, common.legend = T)->c_plot

return(list(c_plot=c_plot, ks_pval_two_sided=ks_pval_two_sided, ks_pval_greater=ks_pval_greater, ks_pval_less=ks_pval_less))
}

sc_dist_random(sc_dat = all_gene_10hpf, plot_title= "Random genes at 10hpf")->dist_random_10hpf

sc_dist_random(sc_dat = all_gene_10dpf, plot_title= "Random genes at 10dpf")->dist_random_10dpf

Sementic Similaritry of gene sets

In this section I check whether the convergent genes and sets of non-convergent (background) genes differ in terms of the diversity of biological features they are associated with. To do this I estimate Sementic Similaritry (SS) of the GO terms. SS uses the information content of GO terms as well as their ontology structure to allow comparison of genes annotated with GO terms. Higher the SS the more closely related two gene products (or gene sets are). I estimate the pairwise SS of two gene sets, the convergent genes and a background gene set. I found that the convergent genes on an average, have lower SS for Biological Process terms and Cellular Component terms than a background set (one-sided KS-test). This implies that the convergent gene sets are likely associate with more diverse set of processes and are expressed in a more diverse cellular structures than the background.

Loading the GO annotations

library(GOSemSim)
library(org.Dr.eg.db)
library(AnnotationDbi)

#Load Danio data
read_csv("./Datasets/DatasetS0_csv_files/Danio_biomart.csv")->Danio_biomart
danio_conv<-read_csv("./Datasets/DatasetS0_csv_files/Danio_rerio_convergent_genes.csv")
#Get GO data
go_annotations <- select(org.Dr.eg.db,
                         keys = keys(org.Dr.eg.db, keytype = "ENSEMBL"), 
                         columns = c("GO", "ONTOLOGY"), 
                         keytype = "ENSEMBL")

#Prepare the semantic data
drGO_BP<-godata('org.Dr.eg.db', keytype="ENSEMBL", ont="BP")
drGO_MF<-godata('org.Dr.eg.db', keytype="ENSEMBL", ont="MF")
drGO_CC<-godata('org.Dr.eg.db', keytype="ENSEMBL", ont="CC")

#Specify gene sets
geneset_conv<-orth_list %>% filter(sp=="Danio_rerio") %>% filter(Orthogroup %in% non_spuroius_conv$Orthogroup)
geneset_nc<-orth_list %>% filter(sp=="Danio_rerio") %>% filter(!Orthogroup %in% non_spuroius_conv$Orthogroup) 

#Retrieve annotations
go_annotations_BP <- go_annotations %>% filter(ONTOLOGY=="BP")
go_annotations_MF <- go_annotations %>% filter(ONTOLOGY=="MF")
go_annotations_CC <- go_annotations %>% filter(ONTOLOGY=="CC")

Calculating SS

#Select a random geneset a background
#I've repeated the analysis using multiple random gene sets are the result is always the same. Try!
#Selecting 120 Orthogroups gives around the same number of genes
#We also ran this with 2000 random orthogroups as the background, and we sill get the same results. Note, this analysis can take some time.  
#set.seed(1234)
ss_test_with_random_sampling<-function(){
  random_set<-geneset_nc %>% distinct(Orthogroup) %>% slice_sample(n=120) %>% pull(Orthogroup)

#Compute SS between gene sets for each GO term category
  mgeneSim(genes=geneset_conv$orths,
           semData=drGO_BP, measure="Wang",verbose=FALSE, combine = "BMA")->gene_sem_conv_BP
  mgeneSim(genes=geneset_nc %>% 
             filter(Orthogroup %in% random_set) %>% pull(orths),
           semData=drGO_BP, measure="Wang",verbose=FALSE, combine = "BMA")->gene_sem_nc_BP
  mgeneSim(genes=geneset_conv$orths,
           semData=drGO_MF, measure="Wang",verbose=FALSE, combine = "BMA")->gene_sem_conv_MF
  mgeneSim(genes=geneset_nc %>% 
             filter(Orthogroup %in% random_set) %>% pull(orths),
           semData=drGO_MF, measure="Wang",verbose=FALSE, combine = "BMA")->gene_sem_nc_MF
  mgeneSim(genes=geneset_conv$orths,
           semData=drGO_CC, measure="Wang",verbose=FALSE, combine = "BMA")->gene_sem_conv_CC
  mgeneSim(genes=geneset_nc %>% 
             filter(Orthogroup %in% random_set) %>% pull(orths),
           semData=drGO_CC, measure="Wang",verbose=FALSE, combine = "BMA")->gene_sem_nc_CC

#remove self comparisons and symetric comparisons and combine into one df
rbind(
  reshape2::melt(gene_sem_nc_BP) %>% filter(Var1!=Var2) %>%
    distinct(Var1, Var2, .keep_all = TRUE)%>% mutate(type="Non-convergent",GO_group="BP"),
  reshape2::melt(gene_sem_nc_MF) %>% filter(Var1!=Var2) %>%
    distinct(Var1, Var2, .keep_all = TRUE)%>% mutate(type="Non-convergent",GO_group="MF"),
  reshape2::melt(gene_sem_nc_CC) %>% filter(Var1!=Var2) %>%
    distinct(Var1, Var2, .keep_all = TRUE)%>% mutate(type="Non-convergent",GO_group="CC"),
  reshape2::melt(gene_sem_conv_BP) %>% filter(Var1!=Var2) %>%
    distinct(Var1, Var2, .keep_all = TRUE)%>% mutate(type="Convergent",GO_group="BP"),
  reshape2::melt(gene_sem_conv_MF) %>% filter(Var1!=Var2) %>%
    distinct(Var1, Var2, .keep_all = TRUE)%>% mutate(type="Convergent",GO_group="MF"),
  reshape2::melt(gene_sem_conv_CC) %>% filter(Var1!=Var2) %>%
    distinct(Var1, Var2, .keep_all = TRUE)%>% mutate(type="Convergent",GO_group="CC"))->ss_test


ksboot(ss_test %>% filter(GO_group=="BP") %>% filter(type=="Convergent") %>% pull(value),
        ss_test %>% filter(GO_group=="BP") %>% filter(type=="Non-convergent") %>% pull(value),
                                            alternative = "greater", exact = T,nboots = 5000)->kstest

return(tibble(ks.pval=kstest$p.value, ks.alternative=kstest$alternative))
}

purrr::map(1:200, ~ ss_test_with_random_sampling()) %>% list_rbind()->ss_test_wang_ks_res
ss_test_wang_ks_res %>% mutate(padj=p.adjust(ks.pval, "BH")) %>% saveRDS("./RDS/ss_test_wang_ks_res.rds")

ss_test %>% saveRDS("./RDS/ss_test_Wang.rds")
#ss_test %>% saveRDS("./RDS/ss_test_Wang_2k.rds") #Another data set with 2 orths. Gives same result. 
ss_test<-readRDS("./RDS/ss_test_Wang.rds")
#Plot the difference in SS between groups with the test p-value; 
#the one-sided test checks whether the divergence of the convergent distribution is significantly higher at the corresponding values. 
ss_test %>% filter(GO_group=="BP") %>% 
  ggplot(aes(x=log2(value), fill = type))+
  geom_density(color="black", alpha=0.6)+
  theme_bw()+  
  scale_fill_manual(values = c("#EA5B15","#1AAEC0"))+
  xlab("log2(Wang's sementic similarity)")+
  labs(title = "Biological Process Terms",
       subtitle = paste0("One-sided KS p-value = ",
                         signif(ks.test(ss_test %>% filter(GO_group=="BP") %>% filter(type=="Convergent") %>% pull(value),
                                            ss_test %>% filter(GO_group=="BP") %>% filter(type=="Non-convergent") %>% pull(value),
                                            alternative = "greater", exact = T)$p.value,digits = 3)))->g_bp_ks

ss_test %>% filter(GO_group=="MF") %>% 
  ggplot(aes(x=log2(value), fill = type))+
  geom_density(color="black", alpha=0.6)+
  scale_fill_manual(values = c("#EA5B15","#1AAEC0"))+
  theme_bw()+  
  xlab("log2(Wang's sementic similarity)")+
  labs(title = "Molecular Function Terms",
       subtitle = paste0("One-sided KS p-value = ",
                         signif(ks.test(ss_test %>% filter(GO_group=="MF") %>% filter(type=="Convergent") %>% pull(value),
                                            ss_test %>% filter(GO_group=="MF") %>% filter(type=="Non-convergent") %>% pull(value),
                                            alternative = "greater",exact = T)$p.value, digits = 3)))->g_mf_ks


ss_test %>% filter(GO_group=="CC") %>% 
  ggplot(aes(x=log2(value), fill = type))+
  geom_density(color="black", alpha=0.6)+
  scale_fill_manual(values = c("#EA5B15","#1AAEC0"))+
  theme_bw()+  
  xlab("log2(Wang's sementic similarity)")+
  labs(title = "Cellular Component Terms",
       subtitle = paste0("One-sided KS test p-value = ",
                         signif(ks.test(ss_test %>% filter(GO_group=="CC") %>% filter(type=="Convergent") %>% pull(value),
                                            ss_test %>% filter(GO_group=="CC") %>% filter(type=="Non-convergent") %>% pull(value),
                                            alternative = "greater",exact = T)$p.value, digits = 3)))->g_cc_ks

ggpubr::ggarrange(g_bp_ks,g_mf_ks,g_cc_ks,ncol = 1, common.legend = T,legend = "none")

SS Dendrogram

In this section I do a semantic similarity analysis between GO terms and then make a dendrogram to visualise their diversity and similarity.

##Compute SS between terms
SemSim_compute<-function(ensembl,annot,measure, semData){
expand_grid(c1=annot %>% filter(ENSEMBL==paste0(ensembl)) %>% pull(GO),
            c2=annot %>% filter(ENSEMBL==paste0(ensembl)) %>% pull(GO)) %>% 
    filter(c1 != c2) %>% 
  # Ensure symmetric rows are removed
  rowwise() %>%
  mutate(pair = list(sort(c(c1, c2)))) %>%
  ungroup() %>%
  distinct(pair, .keep_all = TRUE) %>%
  dplyr::select(-pair)->dat

#Make the function to calculate semantic similarity
avg_semsim<-function(go1,go2,measure,combine,ensembl){
  goSim(go1, go2, semData=semData, measure=measure)->res
  
  data.frame(GO1=go1,
             GO2=go2,
             ss=res,
             ensembl_id=ensembl)->res_dat
  
  return(res_dat)
}

purrr::pmap(list(.x = as.list(dat$c1),
                 .y = as.list(dat$c2)), 
            ~avg_semsim(go1=.x, go2=.y, 
                        ensembl=ensembl, 
                        measure = measure)) %>% list_rbind()->ss_res
return(ss_res)

}
#To get the graphs for the other categories, replace go_annotations_BP, and drGO_BP
purrr::map(.x=as.list(geneset_conv$orths),
           ~SemSim_compute(ensembl = .x, 
                           annot=go_annotations_BP, 
                           semData=drGO_BP, measure="Wang")) %>% list_rbind()->ss_out_conv

# Function to get GO term descriptions
get_go_description <- function(go_terms) {
  library(GO.db)
  map_chr(go_terms, ~ AnnotationDbi::select(GO.db, keys = .x, columns = "TERM", keytype = "GOID")$TERM[1] %||% NA)
}
# Add descriptions to dataframe
df <- ss_out_conv %>% na.omit() %>% 
  mutate(
    GO1_Description = get_go_description(GO1),
    GO2_Description = get_go_description(GO2)
  )
#df %>% write_csv("./Datasets/DatasetS0_csv_files/SS_graph_data_CC.csv")

These plots can be found in Datasets S12 in the online repository.

library(enrichplot)
library(clusterProfiler)
df<-read_csv("./Datasets/DatasetS0_csv_files/SS_graph_data_BP.csv")
#df <- df %>% na.omit() %>% filter(ss <= 0.5) #for the figure in the main text I use this filter to make visualisation clearer. 

# Make custom enrichResult object
data.frame(ID=c(df$GO1,df$GO2)) %>% mutate(Description=get_go_description(c(df$GO1,df$GO2)))->t
inner_join(t,df %>% dplyr::select(GO1,ensembl_id) %>% 
             dplyr::rename("ID"="GO1"), by = "ID",relationship = "many-to-many") %>% 
  distinct(ID,ensembl_id, .keep_all = T)->t
t %>% group_by(ID, Description) %>% mutate(Count=n_distinct(ensembl_id)) %>% ungroup()->t
t %>% mutate(pvalue=0.05, p.adjust = 0.05) %>% dplyr::rename("geneID"="ensembl_id")->t2
t2 %>% distinct(ID, .keep_all = T) %>% column_to_rownames("ID") %>% 
  mutate(ID=t2 %>% distinct(ID) %>% pull(ID)) %>% 
  dplyr::select(ID, Description, pvalue,p.adjust,geneID,Count)->t2

custom_enrich <- new(
  "enrichResult",
  result = t2 %>% distinct(ID, .keep_all = T),
  organism = "custom",
  keytype = "ENSEMBL",
  ontology = "BP",#Can be kept the same
  gene = unlist(strsplit(t2$geneID, "/")),
  geneSets = list(),
  pvalueCutoff = 0.05,
  pAdjustMethod = "BH"
)

go_db <- godata('org.Dr.eg.db', ont="BP", computeIC=FALSE)#Change ont for other categories
sim_matrix <- setReadable(custom_enrich, 'org.Dr.eg.db', 'ENSEMBL')
sim_matrix <- enrichplot::pairwise_termsim(custom_enrich, semData=go_db, method = "Wang")
p_sim_matrix<- enrichplot::treeplot(sim_matrix)


dist_matrix <- as.dist(1 - sim_matrix@termsim) 
hc <- hclust(dist_matrix, method = "ward.D2")

hc_dendro<-as.dendrogram(hc)
hc_dendro_data <- ggdendro::dendro_data(hc_dendro,type="rectangle")

labels_df <- hc_dendro_data$labels
left_join(
  left_join(labels_df,t2 %>% dplyr::select(Description,geneID),by=c("label"="Description")),
  danio_conv %>% dplyr::select(orths,`Gene name`), by=c("geneID"="orths")) %>% ungroup() %>% distinct(label,`Gene name`) %>% mutate(label=paste0(`Gene name`))->labels_gene_name
gene_colors <- colorspace::qualitative_hcl(n = 68, palette = "set3")
tibble(labels_gene_name %>% distinct(`Gene name`),
       gene_colors=gene_colors)
left_join(labels_gene_name,
          tibble(labels_gene_name %>% distinct(`Gene name`),
       gene_colors=gene_colors),
       by=c("Gene name"="Gene name"))->colors_gene

labels_df2<-tibble(x=labels_df$x, y=labels_df$y, label=labels_df$label, label2=labels_gene_name$label, col=colors_gene$gene_colors)

#These labels are for BP; users have to annotate the other categories themselves. 
#labels_df$type<-c(rep("Development",36),
#                  rep("Translation and protein processing",32),
#                  rep("Metabolic process",11),
#                  rep("Transport",20),
#                  rep("Immune response",21),
#                  rep("Pigmentation and behaviour",4),
#                  rep("Mitotic process",15),
#                  rep("Signalling pathways",17),
#                  rep("Reproduction related",3),
#                  rep("Cell cycle and homeostasis",12))


library(ggdendro)
ggplot(segment(hc_dendro_data)) +
  geom_segment(aes(x = x, y = y, xend = xend, yend = yend))+
  geom_text(data = labels_df2, 
            aes(x=x, y=y-0.05, label=label2, colour = col),
            hjust = 0,vjust = 0.4, size=3,fontface="italic")+
  geom_text(data = labels_df2, 
            aes(x=x, y=y-0.5, label=label),
            hjust = 0,vjust = 0.4, size=3)+
  coord_flip()+
  scale_y_reverse(expand = c(0.9, 0))+
  scale_color_identity()+
  theme_void()

Phenotypic effect distribution

We collected data from the Zebrafish International Network (ZFIN) database to examine the distribution of unique phenotypic terms associated with genetic perturbation (knockdowns, mutation screens, and morpholino experiments) in Danio rerio. The ZFIN database provides a wide array of expertly curated cross referenced genetic and genomics data that is routinely used to study gene functions. For the convergent genes with data in ZFIN, we observed that genetic perturbation can affect several structures across multiple tissue systems. Compared to the background of all genes with available phenotypic data, the convergent genes had a higher distribution at intermediate levels of affected phenotypic terms, significantly different from the background (one-sided Kolmogorov-Smirnov test P < 0.05)

Load the data

read_csv("./Datasets/DatasetS0_csv_files/Danio_biomart.csv")->Danio_biomart #Obtained from bioMart package
read_tsv("./Datasets/DatasetS0_csv_files/phenoGeneCleanData_fish_2023.05.07.tsv")->pheno #Download from ZFIN



get_danio<-function(data,name){
orth_list %>% filter(Species=="Danio_rerio") %>% filter(Orthogroup %in% data)->d

Danio_biomart %>% filter(`Gene stable ID` %in% d$orths) %>% distinct(`Gene name`) %>%  write_csv(paste0("./Datasets/DatasetS0_csv_files/",name,"_convergent_Danio_genes.csv"))
}

get_danio(non_spuroius_conv$Orthogroup,"Non_spurious_conv")

orth_list %>% filter(Orthogroup %in% non_spuroius_conv$Orthogroup) %>% filter(sp == "Danio_rerio") %>% dplyr::select(Orthogroup,orths)->dan


left_join(dan,pheno %>% filter(`Gene Symbol` %in% dan$`Gene name`) %>% dplyr::rename(`Gene name`=`Gene Symbol`), by = "Gene name") %>% write_csv("./Datasets/DatasetS0_csv_files/Danio_rerio_convergent_genes_pheno.csv")

ZFIN table

Orthogroup orths Gene stable ID version Transcript stable ID Transcript stable ID version Gene name Gene description Affected Structure or Process 1 superterm Name Phenotype Keyword Name Phenotype Tag Publication ID
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] amacrine cell decreased amount abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] amacrine cell decreased amount abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] cardiac ventricle elongated abnormal ZDB-PUB-190405-15
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] ceratohyal cartilage fused with abnormal ZDB-PUB-101122-3
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] cranial nerve II aplastic abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] cranial nerve II aplastic abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] cranial nerve II decreased thickness abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] cranial nerve II decreased thickness abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] cranial nerve II aplastic abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] cranial nerve II aplastic abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] cranial nerve II decreased thickness abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] cranial nerve II decreased thickness abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] cranial nerve II aplastic abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] cranial nerve II aplastic abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] cranial nerve II decreased thickness abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] cranial nerve II decreased thickness abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] eye decreased size abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] eye decreased size abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] eye decreased size abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] eye decreased size abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] eye decreased size abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] eye decreased diameter abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] eye mislocalised ventrally abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] eye decreased size abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] eye decreased size abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] eye decreased size abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] eye mislocalised ventrally abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] eye decreased diameter abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] eye decreased diameter abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] eye mislocalised ventrally abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] eye decreased size abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] eye decreased size abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] eye decreased diameter abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] heart looping disrupted abnormal ZDB-PUB-130410-19
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] interhyal cartilage absent abnormal ZDB-PUB-101122-3
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] Meckel’s cartilage fused with abnormal ZDB-PUB-101122-3
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] Meckel’s cartilage bent abnormal ZDB-PUB-101122-3
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] Meckel’s cartilage protruding abnormal ZDB-PUB-101122-3
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] Meckel’s cartilage bent abnormal ZDB-PUB-101122-3
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] neuron differentiation arrested abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] neuron differentiation arrested abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] neuron differentiation arrested abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] neuron differentiation arrested abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] neuron differentiation arrested abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] neuron differentiation arrested abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] neuron differentiation arrested abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] neuron differentiation arrested abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] neuron differentiation decreased rate abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] neuron differentiation decreased rate abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] optic nerve head absent abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] optic nerve head absent abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] optic nerve head decreased size abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] optic nerve head decreased size abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] pericardial cavity increased size abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] pericardial cavity increased size abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] pericardium edematous abnormal ZDB-PUB-101122-3
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] pharyngeal pouch malformed abnormal ZDB-PUB-130213-8
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] pharyngeal pouch decreased occurrence abnormal ZDB-PUB-130213-8
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] pharyngeal pouch process quality abnormal ZDB-PUB-130213-8
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retina morphogenesis in camera-type eye disrupted abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retina morphogenesis in camera-type eye disrupted abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retina morphogenesis in camera-type eye disrupted abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retina morphogenesis in camera-type eye disrupted abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retina morphogenesis in camera-type eye disrupted abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retina morphogenesis in camera-type eye disrupted abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retina morphogenesis in camera-type eye disrupted abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retina morphogenesis in camera-type eye disrupted abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retina morphogenesis in camera-type eye disrupted abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retina morphogenesis in camera-type eye disrupted abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retinal ganglion cell decreased amount abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retinal ganglion cell decreased amount abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retinal ganglion cell decreased amount abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retinal ganglion cell decreased amount abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retinal ganglion cell decreased amount abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retinal ganglion cell decreased amount abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retinal ganglion cell decreased amount abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retinal ganglion cell decreased amount abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retinal ganglion cell decreased amount abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retinal ganglion cell decreased amount abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retinal ganglion cell decreased amount abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retinal ganglion cell decreased amount abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retinal ganglion cell layer morphology abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retinal ganglion cell layer morphology abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retinal inner nuclear layer decreased amount abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retinal inner nuclear layer decreased amount abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retinal neural layer apoptotic abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retinal neural layer apoptotic abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retinal rod cell differentiation process quality abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retinal rod cell differentiation process quality abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retinal rod cell differentiation delayed abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] retinal rod cell differentiation delayed abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] splanchnocranium decreased length abnormal ZDB-PUB-101122-3
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] swim bladder absent abnormal ZDB-PUB-101122-3
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] ventral mandibular arch decreased size abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] ventral mandibular arch decreased size abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] ventral mandibular arch decreased length abnormal ZDB-PUB-101122-3
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] whole organism absent abnormal ZDB-PUB-190405-15
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] whole organism decreased amount abnormal ZDB-PUB-190405-15
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] whole organism decreased size abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000116648 ENSDARG00000116648.1 ENSDART00000192702 ENSDART00000192702.1 alcama activated leukocyte cell adhesion molecule a [Source:NCBI gene;Acc:30194] whole organism decreased size abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000058538 ENSDARG00000058538.5 ENSDART00000101204 ENSDART00000101204.4 alcamb activated leukocyte cell adhesion molecule b [Source:ZFIN;Acc:ZDB-GENE-030131-1768] axonogenesis involved in innervation disrupted abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000058538 ENSDARG00000058538.5 ENSDART00000101204 ENSDART00000101204.4 alcamb activated leukocyte cell adhesion molecule b [Source:ZFIN;Acc:ZDB-GENE-030131-1768] dorsal convergence delayed abnormal ZDB-PUB-091221-5
OG0001823 ENSDARG00000058538 ENSDARG00000058538.5 ENSDART00000101204 ENSDART00000101204.4 alcamb activated leukocyte cell adhesion molecule b [Source:ZFIN;Acc:ZDB-GENE-030131-1768] forebrain cell migration delayed abnormal ZDB-PUB-091221-5
OG0001823 ENSDARG00000058538 ENSDARG00000058538.5 ENSDART00000101204 ENSDART00000101204.4 alcamb activated leukocyte cell adhesion molecule b [Source:ZFIN;Acc:ZDB-GENE-030131-1768] forebrain neural keel physical object quality abnormal ZDB-PUB-091221-5
OG0001823 ENSDARG00000058538 ENSDARG00000058538.5 ENSDART00000101204 ENSDART00000101204.4 alcamb activated leukocyte cell adhesion molecule b [Source:ZFIN;Acc:ZDB-GENE-030131-1768] neuron differentiation decreased rate abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000058538 ENSDARG00000058538.5 ENSDART00000101204 ENSDART00000101204.4 alcamb activated leukocyte cell adhesion molecule b [Source:ZFIN;Acc:ZDB-GENE-030131-1768] neuron differentiation decreased rate abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000058538 ENSDARG00000058538.5 ENSDART00000101204 ENSDART00000101204.4 alcamb activated leukocyte cell adhesion molecule b [Source:ZFIN;Acc:ZDB-GENE-030131-1768] retinal ganglion cell decreased amount abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000058538 ENSDARG00000058538.5 ENSDART00000101204 ENSDART00000101204.4 alcamb activated leukocyte cell adhesion molecule b [Source:ZFIN;Acc:ZDB-GENE-030131-1768] retinal ganglion cell decreased amount abnormal ZDB-PUB-090106-20
OG0001823 ENSDARG00000058538 ENSDARG00000058538.5 ENSDART00000101204 ENSDART00000101204.4 alcamb activated leukocyte cell adhesion molecule b [Source:ZFIN;Acc:ZDB-GENE-030131-1768] retinal ganglion cell axon guidance disrupted abnormal ZDB-PUB-090106-20
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] female gonad development arrested abnormal ZDB-PUB-101027-46
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] female gonad development arrested abnormal ZDB-PUB-101027-46
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] female gonad development arrested abnormal ZDB-PUB-101027-46
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] female organism absent abnormal ZDB-PUB-181213-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] female sex determination arrested abnormal ZDB-PUB-101027-46
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] female sex determination decreased occurrence abnormal ZDB-PUB-181213-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] heart edematous abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] heart edematous abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] heart edematous abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] interrenal primordium increased amount abnormal ZDB-PUB-180502-5
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] interrenal primordium increased size abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] interrenal primordium increased size abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] interrenal primordium increased size abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] interrenal primordium increased size abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] interrenal primordium increased size abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] interrenal primordium increased distribution abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] interrenal primordium increased distribution abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] interrenal primordium increased amount abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] interrenal primordium increased distribution abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] interrenal primordium increased amount abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] interrenal primordium increased distribution abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] interrenal primordium increased amount abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] interrenal primordium increased size abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] male meiotic nuclear division arrested abnormal ZDB-PUB-101027-46
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] male organism increased amount abnormal ZDB-PUB-181213-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] male organism decreased fertility abnormal ZDB-PUB-181213-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] male sex determination increased occurrence abnormal ZDB-PUB-181213-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] ovary absent abnormal ZDB-PUB-101027-46
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pericardium edematous abnormal ZDB-PUB-180502-5
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pleuroperitoneal cavity edematous abnormal ZDB-PUB-180502-5
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] podocyte absent abnormal ZDB-PUB-180502-5
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] podocyte decreased amount abnormal ZDB-PUB-180502-5
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] podocyte absent abnormal ZDB-PUB-180502-5
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] podocyte absent abnormal ZDB-PUB-180502-5
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] podocyte absent abnormal ZDB-PUB-180502-5
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric glomerulus development decreased occurrence abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric glomerulus development decreased occurrence abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric glomerulus development decreased occurrence abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric glomerulus development decreased occurrence abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric glomerulus development decreased occurrence abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric glomerulus development decreased occurrence abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric glomerulus development decreased occurrence abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric glomerulus development decreased occurrence abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric glomerulus development decreased occurrence abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric glomerulus development decreased occurrence abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric podocyte decreased amount abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric podocyte absent abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric podocyte absent abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric podocyte decreased amount abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric podocyte decreased amount abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric podocyte decreased amount abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric podocyte decreased amount abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric podocyte decreased amount abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric podocyte absent abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric podocyte absent abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric podocyte absent abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric podocyte absent abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric podocyte decreased amount abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric podocyte absent abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric podocyte absent abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric podocyte decreased amount abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric podocyte decreased amount abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric podocyte decreased amount abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric podocyte decreased amount abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric podocyte absent abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephric podocyte absent abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephros lacks parts or has fewer parts of type abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephros lacks parts or has fewer parts of type abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephros lacks parts or has fewer parts of type abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephros lacks parts or has fewer parts of type abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephros lacks parts or has fewer parts of type abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephros lacks parts or has fewer parts of type abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephros decreased occurrence abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephros lacks all parts of type abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephros lacks all parts of type abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] pronephros decreased occurrence abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] spermatocyte apoptotic abnormal ZDB-PUB-101027-46
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] spermatocyte apoptotic abnormal ZDB-PUB-101027-46
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] spermatogenesis arrested abnormal ZDB-PUB-101027-46
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] testis neoplastic abnormal ZDB-PUB-101027-46
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] testis degeneration abnormal ZDB-PUB-101027-46
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] testis hyperplastic abnormal ZDB-PUB-101027-46
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] testis has fewer parts of type abnormal ZDB-PUB-101027-46
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] testis absent abnormal ZDB-PUB-181213-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] whole organism decreased occurrence abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] whole organism increased distribution abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] whole organism increased amount abnormal ZDB-PUB-170607-8
OG0009762 ENSDARG00000079015 ENSDARG00000079015.4 ENSDART00000111472 ENSDART00000111472.3 brca2 BRCA2 DNA repair associated [Source:ZFIN;Acc:ZDB-GENE-060510-3] whole organism decreased male fertility abnormal ZDB-PUB-181213-8
OG0000295 ENSDARG00000012694 ENSDARG00000012694.9 ENSDART00000052688 ENSDART00000052688.7 c3a.1 complement component c3a, duplicate 1 [Source:ZFIN;Acc:ZDB-GENE-990415-35] embryo development disrupted abnormal ZDB-PUB-140614-2
OG0000295 ENSDARG00000012694 ENSDARG00000012694.9 ENSDART00000052688 ENSDART00000052688.7 c3a.1 complement component c3a, duplicate 1 [Source:ZFIN;Acc:ZDB-GENE-990415-35] neutrophil migration decreased rate abnormal ZDB-PUB-201002-161
OG0000295 ENSDARG00000012694 ENSDARG00000012694.9 ENSDART00000052688 ENSDART00000052688.7 c3a.1 complement component c3a, duplicate 1 [Source:ZFIN;Acc:ZDB-GENE-990415-35] whole organism decreased amount abnormal ZDB-PUB-201002-161
OG0000295 ENSDARG00000012694 ENSDARG00000012694.9 ENSDART00000052688 ENSDART00000052688.7 c3a.1 complement component c3a, duplicate 1 [Source:ZFIN;Acc:ZDB-GENE-990415-35] whole organism decreased amount abnormal ZDB-PUB-201002-161
OG0000295 ENSDARG00000012694 ENSDARG00000012694.9 ENSDART00000052688 ENSDART00000052688.7 c3a.1 complement component c3a, duplicate 1 [Source:ZFIN;Acc:ZDB-GENE-990415-35] whole organism increased amount abnormal ZDB-PUB-201002-161
OG0000295 ENSDARG00000012694 ENSDARG00000012694.9 ENSDART00000052688 ENSDART00000052688.7 c3a.1 complement component c3a, duplicate 1 [Source:ZFIN;Acc:ZDB-GENE-990415-35] whole organism malformed abnormal ZDB-PUB-140614-2
OG0004072 ENSDARG00000077881 ENSDARG00000077881.5 ENSDART00000111028 ENSDART00000111028.3 chl1a cell adhesion molecule L1-like a [Source:ZFIN;Acc:ZDB-GENE-090313-201] pericardium edematous abnormal ZDB-PUB-200910-9
OG0004072 ENSDARG00000077881 ENSDARG00000077881.5 ENSDART00000111028 ENSDART00000111028.3 chl1a cell adhesion molecule L1-like a [Source:ZFIN;Acc:ZDB-GENE-090313-201] Reissner’s fiber absent abnormal ZDB-PUB-200910-9
OG0004072 ENSDARG00000077881 ENSDARG00000077881.5 ENSDART00000111028 ENSDART00000111028.3 chl1a cell adhesion molecule L1-like a [Source:ZFIN;Acc:ZDB-GENE-090313-201] Reissner’s fiber partially broken abnormal ZDB-PUB-200910-9
OG0004072 ENSDARG00000077881 ENSDARG00000077881.5 ENSDART00000111028 ENSDART00000111028.3 chl1a cell adhesion molecule L1-like a [Source:ZFIN;Acc:ZDB-GENE-090313-201] Reissner’s fiber partially broken abnormal ZDB-PUB-200910-9
OG0004072 ENSDARG00000077881 ENSDARG00000077881.5 ENSDART00000111028 ENSDART00000111028.3 chl1a cell adhesion molecule L1-like a [Source:ZFIN;Acc:ZDB-GENE-090313-201] Reissner’s fiber absent abnormal ZDB-PUB-200910-9
OG0004072 ENSDARG00000077881 ENSDARG00000077881.5 ENSDART00000111028 ENSDART00000111028.3 chl1a cell adhesion molecule L1-like a [Source:ZFIN;Acc:ZDB-GENE-090313-201] subcommissural organ morphology abnormal ZDB-PUB-200910-9
OG0004072 ENSDARG00000077881 ENSDARG00000077881.5 ENSDART00000111028 ENSDART00000111028.3 chl1a cell adhesion molecule L1-like a [Source:ZFIN;Acc:ZDB-GENE-090313-201] trunk curled abnormal ZDB-PUB-200910-9
OG0004072 ENSDARG00000077881 ENSDARG00000077881.5 ENSDART00000111028 ENSDART00000111028.3 chl1a cell adhesion molecule L1-like a [Source:ZFIN;Acc:ZDB-GENE-090313-201] trunk curled abnormal ZDB-PUB-200910-9
OG0004072 ENSDARG00000077881 ENSDARG00000077881.5 ENSDART00000111028 ENSDART00000111028.3 chl1a cell adhesion molecule L1-like a [Source:ZFIN;Acc:ZDB-GENE-090313-201] trunk curled abnormal ZDB-PUB-200910-9
OG0004072 ENSDARG00000077881 ENSDARG00000077881.5 ENSDART00000111028 ENSDART00000111028.3 chl1a cell adhesion molecule L1-like a [Source:ZFIN;Acc:ZDB-GENE-090313-201] trunk curled abnormal ZDB-PUB-200910-9
OG0004072 ENSDARG00000077881 ENSDARG00000077881.5 ENSDART00000111028 ENSDART00000111028.3 chl1a cell adhesion molecule L1-like a [Source:ZFIN;Acc:ZDB-GENE-090313-201] ventricular system swollen abnormal ZDB-PUB-200910-9
OG0004072 ENSDARG00000077881 ENSDARG00000077881.5 ENSDART00000111028 ENSDART00000111028.3 chl1a cell adhesion molecule L1-like a [Source:ZFIN;Acc:ZDB-GENE-090313-201] ventricular system accumulation abnormal ZDB-PUB-200910-9
OG0004072 ENSDARG00000077881 ENSDARG00000077881.5 ENSDART00000111028 ENSDART00000111028.3 chl1a cell adhesion molecule L1-like a [Source:ZFIN;Acc:ZDB-GENE-090313-201] ventricular system swollen abnormal ZDB-PUB-200910-9
OG0004072 ENSDARG00000077881 ENSDARG00000077881.5 ENSDART00000111028 ENSDART00000111028.3 chl1a cell adhesion molecule L1-like a [Source:ZFIN;Acc:ZDB-GENE-090313-201] ventricular system swollen abnormal ZDB-PUB-200910-9
OG0004072 ENSDARG00000077881 ENSDARG00000077881.5 ENSDART00000111028 ENSDART00000111028.3 chl1a cell adhesion molecule L1-like a [Source:ZFIN;Acc:ZDB-GENE-090313-201] ventricular system accumulation abnormal ZDB-PUB-200910-9
OG0004072 ENSDARG00000077881 ENSDARG00000077881.5 ENSDART00000111028 ENSDART00000111028.3 chl1a cell adhesion molecule L1-like a [Source:ZFIN;Acc:ZDB-GENE-090313-201] ventricular system accumulation abnormal ZDB-PUB-200910-9
OG0004072 ENSDARG00000077881 ENSDARG00000077881.5 ENSDART00000111028 ENSDART00000111028.3 chl1a cell adhesion molecule L1-like a [Source:ZFIN;Acc:ZDB-GENE-090313-201] ventricular system accumulation abnormal ZDB-PUB-200910-9
OG0004072 ENSDARG00000077881 ENSDARG00000077881.5 ENSDART00000111028 ENSDART00000111028.3 chl1a cell adhesion molecule L1-like a [Source:ZFIN;Acc:ZDB-GENE-090313-201] ventricular system swollen abnormal ZDB-PUB-200910-9
OG0004072 ENSDARG00000077881 ENSDARG00000077881.5 ENSDART00000111028 ENSDART00000111028.3 chl1a cell adhesion molecule L1-like a [Source:ZFIN;Acc:ZDB-GENE-090313-201] ventricular system accumulation abnormal ZDB-PUB-200910-9
OG0004072 ENSDARG00000077881 ENSDARG00000077881.5 ENSDART00000111028 ENSDART00000111028.3 chl1a cell adhesion molecule L1-like a [Source:ZFIN;Acc:ZDB-GENE-090313-201] ventricular system swollen abnormal ZDB-PUB-200910-9
OG0000135 ENSDARG00000020850 ENSDARG00000020850.8 ENSDART00000023156 ENSDART00000023156.7 eef1a1l1 eukaryotic translation elongation factor 1 alpha 1, like 2 [Source:ZFIN;Acc:ZDB-GENE-050706-188] eye decreased size abnormal ZDB-PUB-040708-1
OG0000135 ENSDARG00000020850 ENSDARG00000020850.8 ENSDART00000023156 ENSDART00000023156.7 eef1a1l1 eukaryotic translation elongation factor 1 alpha 1, like 2 [Source:ZFIN;Acc:ZDB-GENE-050706-188] eye decreased size abnormal ZDB-PUB-060503-2
OG0000135 ENSDARG00000020850 ENSDARG00000020850.8 ENSDART00000023156 ENSDART00000023156.7 eef1a1l1 eukaryotic translation elongation factor 1 alpha 1, like 2 [Source:ZFIN;Acc:ZDB-GENE-050706-188] head decreased size abnormal ZDB-PUB-040708-1
OG0000135 ENSDARG00000020850 ENSDARG00000020850.8 ENSDART00000023156 ENSDART00000023156.7 eef1a1l1 eukaryotic translation elongation factor 1 alpha 1, like 2 [Source:ZFIN;Acc:ZDB-GENE-050706-188] sensory system quality abnormal ZDB-PUB-060503-2
OG0000135 ENSDARG00000020850 ENSDARG00000020850.8 ENSDART00000023156 ENSDART00000023156.7 eef1a1l1 eukaryotic translation elongation factor 1 alpha 1, like 2 [Source:ZFIN;Acc:ZDB-GENE-050706-188] whole organism necrotic abnormal ZDB-PUB-040708-1
OG0000135 ENSDARG00000020850 ENSDARG00000020850.8 ENSDART00000023156 ENSDART00000023156.7 eef1a1l1 eukaryotic translation elongation factor 1 alpha 1, like 2 [Source:ZFIN;Acc:ZDB-GENE-050706-188] yolk circular abnormal ZDB-PUB-040708-1
OG0000135 ENSDARG00000006838 ENSDARG00000006838.7 ENSDART00000010119 ENSDART00000010119.7 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] atrium increased size abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000006838 ENSDARG00000006838.7 ENSDART00000010119 ENSDART00000010119.7 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] atrium increased size abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000111569 ENSDARG00000111569.1 ENSDART00000180145 ENSDART00000180145.1 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] atrium increased size abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000111569 ENSDARG00000111569.1 ENSDART00000180145 ENSDART00000180145.1 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] atrium increased size abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000006838 ENSDARG00000006838.7 ENSDART00000010119 ENSDART00000010119.7 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] brain decreased amount abnormal ZDB-PUB-200118-22
OG0000135 ENSDARG00000006838 ENSDARG00000006838.7 ENSDART00000010119 ENSDART00000010119.7 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] brain decreased amount abnormal ZDB-PUB-200118-22
OG0000135 ENSDARG00000006838 ENSDARG00000006838.7 ENSDART00000010119 ENSDART00000010119.7 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] brain decreased amount abnormal ZDB-PUB-200118-22
OG0000135 ENSDARG00000111569 ENSDARG00000111569.1 ENSDART00000180145 ENSDART00000180145.1 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] brain decreased amount abnormal ZDB-PUB-200118-22
OG0000135 ENSDARG00000111569 ENSDARG00000111569.1 ENSDART00000180145 ENSDART00000180145.1 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] brain decreased amount abnormal ZDB-PUB-200118-22
OG0000135 ENSDARG00000111569 ENSDARG00000111569.1 ENSDART00000180145 ENSDART00000180145.1 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] brain decreased amount abnormal ZDB-PUB-200118-22
OG0000135 ENSDARG00000006838 ENSDARG00000006838.7 ENSDART00000010119 ENSDART00000010119.7 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] head decreased size abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000006838 ENSDARG00000006838.7 ENSDART00000010119 ENSDART00000010119.7 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] head decreased size abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000111569 ENSDARG00000111569.1 ENSDART00000180145 ENSDART00000180145.1 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] head decreased size abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000111569 ENSDARG00000111569.1 ENSDART00000180145 ENSDART00000180145.1 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] head decreased size abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000006838 ENSDARG00000006838.7 ENSDART00000010119 ENSDART00000010119.7 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] heart contraction decreased rate abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000006838 ENSDARG00000006838.7 ENSDART00000010119 ENSDART00000010119.7 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] heart contraction irregular rhythm abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000006838 ENSDARG00000006838.7 ENSDART00000010119 ENSDART00000010119.7 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] heart contraction irregular rhythm abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000006838 ENSDARG00000006838.7 ENSDART00000010119 ENSDART00000010119.7 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] heart contraction decreased rate abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000111569 ENSDARG00000111569.1 ENSDART00000180145 ENSDART00000180145.1 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] heart contraction decreased rate abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000111569 ENSDARG00000111569.1 ENSDART00000180145 ENSDART00000180145.1 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] heart contraction irregular rhythm abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000111569 ENSDARG00000111569.1 ENSDART00000180145 ENSDART00000180145.1 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] heart contraction irregular rhythm abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000111569 ENSDARG00000111569.1 ENSDART00000180145 ENSDART00000180145.1 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] heart contraction decreased rate abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000006838 ENSDARG00000006838.7 ENSDART00000010119 ENSDART00000010119.7 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] heart development disrupted abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000006838 ENSDARG00000006838.7 ENSDART00000010119 ENSDART00000010119.7 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] heart development disrupted abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000111569 ENSDARG00000111569.1 ENSDART00000180145 ENSDART00000180145.1 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] heart development disrupted abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000111569 ENSDARG00000111569.1 ENSDART00000180145 ENSDART00000180145.1 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] heart development disrupted abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000006838 ENSDARG00000006838.7 ENSDART00000010119 ENSDART00000010119.7 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] muscle decreased amount abnormal ZDB-PUB-200118-22
OG0000135 ENSDARG00000111569 ENSDARG00000111569.1 ENSDART00000180145 ENSDART00000180145.1 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] muscle decreased amount abnormal ZDB-PUB-200118-22
OG0000135 ENSDARG00000006838 ENSDARG00000006838.7 ENSDART00000010119 ENSDART00000010119.7 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] pericardium edematous abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000006838 ENSDARG00000006838.7 ENSDART00000010119 ENSDART00000010119.7 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] pericardium edematous abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000111569 ENSDARG00000111569.1 ENSDART00000180145 ENSDART00000180145.1 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] pericardium edematous abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000111569 ENSDARG00000111569.1 ENSDART00000180145 ENSDART00000180145.1 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] pericardium edematous abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000006838 ENSDARG00000006838.7 ENSDART00000010119 ENSDART00000010119.7 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] whole organism decreased amount abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000006838 ENSDARG00000006838.7 ENSDART00000010119 ENSDART00000010119.7 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] whole organism decreased amount abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000006838 ENSDARG00000006838.7 ENSDART00000010119 ENSDART00000010119.7 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] whole organism increased curvature abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000006838 ENSDARG00000006838.7 ENSDART00000010119 ENSDART00000010119.7 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] whole organism increased curvature abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000111569 ENSDARG00000111569.1 ENSDART00000180145 ENSDART00000180145.1 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] whole organism decreased amount abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000111569 ENSDARG00000111569.1 ENSDART00000180145 ENSDART00000180145.1 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] whole organism decreased amount abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000111569 ENSDARG00000111569.1 ENSDART00000180145 ENSDART00000180145.1 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] whole organism increased curvature abnormal ZDB-PUB-170916-10
OG0000135 ENSDARG00000111569 ENSDARG00000111569.1 ENSDART00000180145 ENSDART00000180145.1 eef1a2 eukaryotic translation elongation factor 1 alpha 2 [Source:ZFIN;Acc:ZDB-GENE-040718-64] whole organism increased curvature abnormal ZDB-PUB-170916-10
OG0007954 ENSDARG00000075612 ENSDARG00000075612.6 ENSDART00000134809 ENSDART00000134809.4 ercc6 excision repair cross-complementation group 6 [Source:ZFIN;Acc:ZDB-GENE-070228-1] head decreased size abnormal ZDB-PUB-150624-6
OG0007954 ENSDARG00000075612 ENSDARG00000075612.6 ENSDART00000134809 ENSDART00000134809.4 ercc6 excision repair cross-complementation group 6 [Source:ZFIN;Acc:ZDB-GENE-070228-1] head hydrocephalic abnormal ZDB-PUB-150624-6
OG0007954 ENSDARG00000075612 ENSDARG00000075612.6 ENSDART00000134809 ENSDART00000134809.4 ercc6 excision repair cross-complementation group 6 [Source:ZFIN;Acc:ZDB-GENE-070228-1] post-vent region curved abnormal ZDB-PUB-150624-6
OG0007954 ENSDARG00000075612 ENSDARG00000075612.6 ENSDART00000134809 ENSDART00000134809.4 ercc6 excision repair cross-complementation group 6 [Source:ZFIN;Acc:ZDB-GENE-070228-1] trunk decreased size abnormal ZDB-PUB-150624-6
OG0007954 ENSDARG00000075612 ENSDARG00000075612.6 ENSDART00000134809 ENSDART00000134809.4 ercc6 excision repair cross-complementation group 6 [Source:ZFIN;Acc:ZDB-GENE-070228-1] trunk malformed abnormal ZDB-PUB-150624-6
OG0008355 ENSDARG00000075354 ENSDARG00000075354.5 ENSDART00000156645 ENSDART00000156645.2 espl1 extra spindle pole bodies like 1, separase [Source:ZFIN;Acc:ZDB-GENE-030131-5188] cell population proliferation process quality abnormal ZDB-PUB-050913-4
OG0008355 ENSDARG00000075354 ENSDARG00000075354.5 ENSDART00000156645 ENSDART00000156645.2 espl1 extra spindle pole bodies like 1, separase [Source:ZFIN;Acc:ZDB-GENE-030131-5188] head decreased size abnormal ZDB-PUB-070122-27
OG0008355 ENSDARG00000075354 ENSDARG00000075354.5 ENSDART00000156645 ENSDART00000156645.2 espl1 extra spindle pole bodies like 1, separase [Source:ZFIN;Acc:ZDB-GENE-030131-5188] head apoptotic abnormal ZDB-PUB-070122-27
OG0008355 ENSDARG00000075354 ENSDARG00000075354.5 ENSDART00000156645 ENSDART00000156645.2 espl1 extra spindle pole bodies like 1, separase [Source:ZFIN;Acc:ZDB-GENE-030131-5188] mitotic cell cycle, embryonic increased duration abnormal ZDB-PUB-070122-27
OG0008355 ENSDARG00000075354 ENSDARG00000075354.5 ENSDART00000156645 ENSDART00000156645.2 espl1 extra spindle pole bodies like 1, separase [Source:ZFIN;Acc:ZDB-GENE-030131-5188] mitotic spindle organization process quality abnormal ZDB-PUB-070122-27
OG0008355 ENSDARG00000075354 ENSDARG00000075354.5 ENSDART00000156645 ENSDART00000156645.2 espl1 extra spindle pole bodies like 1, separase [Source:ZFIN;Acc:ZDB-GENE-030131-5188] nervous system quality abnormal ZDB-PUB-060503-2
OG0008355 ENSDARG00000075354 ENSDARG00000075354.5 ENSDART00000156645 ENSDART00000156645.2 espl1 extra spindle pole bodies like 1, separase [Source:ZFIN;Acc:ZDB-GENE-030131-5188] post-vent region apoptotic abnormal ZDB-PUB-070122-27
OG0008355 ENSDARG00000075354 ENSDARG00000075354.5 ENSDART00000156645 ENSDART00000156645.2 espl1 extra spindle pole bodies like 1, separase [Source:ZFIN;Acc:ZDB-GENE-030131-5188] whole organism ploidy abnormal ZDB-PUB-070122-27
OG0008355 ENSDARG00000075354 ENSDARG00000075354.5 ENSDART00000156645 ENSDART00000156645.2 espl1 extra spindle pole bodies like 1, separase [Source:ZFIN;Acc:ZDB-GENE-030131-5188] whole organism ploidy abnormal ZDB-PUB-070122-27
OG0008355 ENSDARG00000075354 ENSDARG00000075354.5 ENSDART00000156645 ENSDART00000156645.2 espl1 extra spindle pole bodies like 1, separase [Source:ZFIN;Acc:ZDB-GENE-030131-5188] whole organism lethal (sensu genetics) abnormal ZDB-PUB-050913-4
OG0008355 ENSDARG00000075354 ENSDARG00000075354.5 ENSDART00000156645 ENSDART00000156645.2 espl1 extra spindle pole bodies like 1, separase [Source:ZFIN;Acc:ZDB-GENE-030131-5188] whole organism ploidy abnormal ZDB-PUB-070122-27
OG0000348 ENSDARG00000042984 ENSDARG00000042984.8 ENSDART00000156958 ENSDART00000156958.2 fpr1 formyl peptide receptor 1 [Source:ZFIN;Acc:ZDB-GENE-121227-2] neutrophil activation involved in immune response disrupted abnormal ZDB-PUB-120928-15
OG0007347 ENSDARG00000031886 ENSDARG00000031886.9 ENSDART00000129889 ENSDART00000129889.5 ift140 intraflagellar transport 140 homolog (Chlamydomonas) [Source:ZFIN;Acc:ZDB-GENE-040724-165] gastrulation process quality abnormal ZDB-PUB-170721-10
OG0007347 ENSDARG00000031886 ENSDARG00000031886.9 ENSDART00000129889 ENSDART00000129889.5 ift140 intraflagellar transport 140 homolog (Chlamydomonas) [Source:ZFIN;Acc:ZDB-GENE-040724-165] notochord kinked abnormal ZDB-PUB-170721-10
OG0007347 ENSDARG00000031886 ENSDARG00000031886.9 ENSDART00000129889 ENSDART00000129889.5 ift140 intraflagellar transport 140 homolog (Chlamydomonas) [Source:ZFIN;Acc:ZDB-GENE-040724-165] notochord increased width abnormal ZDB-PUB-170721-10
OG0007347 ENSDARG00000031886 ENSDARG00000031886.9 ENSDART00000129889 ENSDART00000129889.5 ift140 intraflagellar transport 140 homolog (Chlamydomonas) [Source:ZFIN;Acc:ZDB-GENE-040724-165] somite increased width abnormal ZDB-PUB-170721-10
OG0007347 ENSDARG00000031886 ENSDARG00000031886.9 ENSDART00000129889 ENSDART00000129889.5 ift140 intraflagellar transport 140 homolog (Chlamydomonas) [Source:ZFIN;Acc:ZDB-GENE-040724-165] somite decreased thickness abnormal ZDB-PUB-170721-10
OG0007347 ENSDARG00000031886 ENSDARG00000031886.9 ENSDART00000129889 ENSDART00000129889.5 ift140 intraflagellar transport 140 homolog (Chlamydomonas) [Source:ZFIN;Acc:ZDB-GENE-040724-165] whole organism decreased length abnormal ZDB-PUB-170721-10
OG0007347 ENSDARG00000031886 ENSDARG00000031886.9 ENSDART00000129889 ENSDART00000129889.5 ift140 intraflagellar transport 140 homolog (Chlamydomonas) [Source:ZFIN;Acc:ZDB-GENE-040724-165] whole organism decreased size abnormal ZDB-PUB-170721-10
OG0011822 ENSDARG00000009825 ENSDARG00000009825.7 ENSDART00000024068 ENSDART00000024068.7 mmp23bb matrix metallopeptidase 23bb [Source:ZFIN;Acc:ZDB-GENE-050417-448] cell division decreased occurrence abnormal ZDB-PUB-101115-15
OG0011822 ENSDARG00000009825 ENSDARG00000009825.7 ENSDART00000024068 ENSDART00000024068.7 mmp23bb matrix metallopeptidase 23bb [Source:ZFIN;Acc:ZDB-GENE-050417-448] cell division decreased occurrence abnormal ZDB-PUB-101115-15
OG0011822 ENSDARG00000009825 ENSDARG00000009825.7 ENSDART00000024068 ENSDART00000024068.7 mmp23bb matrix metallopeptidase 23bb [Source:ZFIN;Acc:ZDB-GENE-050417-448] hepatocyte proliferation disrupted abnormal ZDB-PUB-101115-15
OG0011822 ENSDARG00000009825 ENSDARG00000009825.7 ENSDART00000024068 ENSDART00000024068.7 mmp23bb matrix metallopeptidase 23bb [Source:ZFIN;Acc:ZDB-GENE-050417-448] hepatocyte proliferation disrupted abnormal ZDB-PUB-101115-15
OG0011822 ENSDARG00000009825 ENSDARG00000009825.7 ENSDART00000024068 ENSDART00000024068.7 mmp23bb matrix metallopeptidase 23bb [Source:ZFIN;Acc:ZDB-GENE-050417-448] liver decreased size abnormal ZDB-PUB-101115-15
OG0011822 ENSDARG00000009825 ENSDARG00000009825.7 ENSDART00000024068 ENSDART00000024068.7 mmp23bb matrix metallopeptidase 23bb [Source:ZFIN;Acc:ZDB-GENE-050417-448] liver decreased size abnormal ZDB-PUB-101115-15
OG0011822 ENSDARG00000009825 ENSDARG00000009825.7 ENSDART00000024068 ENSDART00000024068.7 mmp23bb matrix metallopeptidase 23bb [Source:ZFIN;Acc:ZDB-GENE-050417-448] liver decreased size abnormal ZDB-PUB-101115-15
OG0011822 ENSDARG00000009825 ENSDARG00000009825.7 ENSDART00000024068 ENSDART00000024068.7 mmp23bb matrix metallopeptidase 23bb [Source:ZFIN;Acc:ZDB-GENE-050417-448] liver decreased size abnormal ZDB-PUB-101115-15
OG0011822 ENSDARG00000009825 ENSDARG00000009825.7 ENSDART00000024068 ENSDART00000024068.7 mmp23bb matrix metallopeptidase 23bb [Source:ZFIN;Acc:ZDB-GENE-050417-448] liver decreased size abnormal ZDB-PUB-101115-15
OG0011822 ENSDARG00000009825 ENSDARG00000009825.7 ENSDART00000024068 ENSDART00000024068.7 mmp23bb matrix metallopeptidase 23bb [Source:ZFIN;Acc:ZDB-GENE-050417-448] liver decreased size abnormal ZDB-PUB-101115-15
OG0011822 ENSDARG00000009825 ENSDARG00000009825.7 ENSDART00000024068 ENSDART00000024068.7 mmp23bb matrix metallopeptidase 23bb [Source:ZFIN;Acc:ZDB-GENE-050417-448] liver decreased size abnormal ZDB-PUB-101115-15
OG0000809 ENSDARG00000038822 ENSDARG00000038822.8 ENSDART00000140523 ENSDART00000140523.3 mrc1b mannose receptor, C type 1b [Source:ZFIN;Acc:ZDB-GENE-070705-13] microglial cell decreased amount abnormal ZDB-PUB-190216-3
OG0000943 ENSDARG00000021265 ENSDARG00000021265.9 ENSDART00000143184 ENSDART00000143184.2 mybpc2b myosin binding protein C, fast type b [Source:ZFIN;Acc:ZDB-GENE-050320-80] pericardium edematous abnormal ZDB-PUB-160330-7
OG0000943 ENSDARG00000021265 ENSDARG00000021265.9 ENSDART00000143184 ENSDART00000143184.2 mybpc2b myosin binding protein C, fast type b [Source:ZFIN;Acc:ZDB-GENE-050320-80] skeletal muscle increased process quality abnormal ZDB-PUB-160330-7
OG0000943 ENSDARG00000021265 ENSDARG00000021265.9 ENSDART00000143184 ENSDART00000143184.2 mybpc2b myosin binding protein C, fast type b [Source:ZFIN;Acc:ZDB-GENE-050320-80] skeletal muscle decreased length abnormal ZDB-PUB-160330-7
OG0000943 ENSDARG00000021265 ENSDARG00000021265.9 ENSDART00000143184 ENSDART00000143184.2 mybpc2b myosin binding protein C, fast type b [Source:ZFIN;Acc:ZDB-GENE-050320-80] skeletal muscle cell decreased thickness abnormal ZDB-PUB-160330-7
OG0000943 ENSDARG00000021265 ENSDARG00000021265.9 ENSDART00000143184 ENSDART00000143184.2 mybpc2b myosin binding protein C, fast type b [Source:ZFIN;Acc:ZDB-GENE-050320-80] skeletal muscle cell increased variability of size abnormal ZDB-PUB-160330-7
OG0000943 ENSDARG00000021265 ENSDARG00000021265.9 ENSDART00000143184 ENSDART00000143184.2 mybpc2b myosin binding protein C, fast type b [Source:ZFIN;Acc:ZDB-GENE-050320-80] skeletal muscle cell decondensed abnormal ZDB-PUB-160330-7
OG0000943 ENSDARG00000021265 ENSDARG00000021265.9 ENSDART00000143184 ENSDART00000143184.2 mybpc2b myosin binding protein C, fast type b [Source:ZFIN;Acc:ZDB-GENE-050320-80] skeletal muscle cell decreased length abnormal ZDB-PUB-160330-7
OG0000943 ENSDARG00000021265 ENSDARG00000021265.9 ENSDART00000143184 ENSDART00000143184.2 mybpc2b myosin binding protein C, fast type b [Source:ZFIN;Acc:ZDB-GENE-050320-80] trunk increased amount abnormal ZDB-PUB-160330-7
OG0000943 ENSDARG00000021265 ENSDARG00000021265.9 ENSDART00000143184 ENSDART00000143184.2 mybpc2b myosin binding protein C, fast type b [Source:ZFIN;Acc:ZDB-GENE-050320-80] trunk decreased amount abnormal ZDB-PUB-160330-7
OG0000943 ENSDARG00000021265 ENSDARG00000021265.9 ENSDART00000143184 ENSDART00000143184.2 mybpc2b myosin binding protein C, fast type b [Source:ZFIN;Acc:ZDB-GENE-050320-80] trunk increased amount abnormal ZDB-PUB-160330-7
OG0000943 ENSDARG00000021265 ENSDARG00000021265.9 ENSDART00000143184 ENSDART00000143184.2 mybpc2b myosin binding protein C, fast type b [Source:ZFIN;Acc:ZDB-GENE-050320-80] trunk decreased amount abnormal ZDB-PUB-160330-7
OG0000943 ENSDARG00000021265 ENSDARG00000021265.9 ENSDART00000143184 ENSDART00000143184.2 mybpc2b myosin binding protein C, fast type b [Source:ZFIN;Acc:ZDB-GENE-050320-80] trunk decreased amount abnormal ZDB-PUB-160330-7
OG0000943 ENSDARG00000021265 ENSDARG00000021265.9 ENSDART00000143184 ENSDART00000143184.2 mybpc2b myosin binding protein C, fast type b [Source:ZFIN;Acc:ZDB-GENE-050320-80] trunk increased amount abnormal ZDB-PUB-160330-7
OG0000943 ENSDARG00000021265 ENSDARG00000021265.9 ENSDART00000143184 ENSDART00000143184.2 mybpc2b myosin binding protein C, fast type b [Source:ZFIN;Acc:ZDB-GENE-050320-80] trunk increased amount abnormal ZDB-PUB-160330-7
OG0000943 ENSDARG00000021265 ENSDARG00000021265.9 ENSDART00000143184 ENSDART00000143184.2 mybpc2b myosin binding protein C, fast type b [Source:ZFIN;Acc:ZDB-GENE-050320-80] trunk increased amount abnormal ZDB-PUB-160330-7
OG0000943 ENSDARG00000021265 ENSDARG00000021265.9 ENSDART00000143184 ENSDART00000143184.2 mybpc2b myosin binding protein C, fast type b [Source:ZFIN;Acc:ZDB-GENE-050320-80] whole organism decreased length abnormal ZDB-PUB-160330-7
OG0003815 ENSDARG00000045620 ENSDARG00000045620.6 ENSDART00000067086 ENSDART00000067086.6 nansa N-acetylneuraminic acid synthase a [Source:ZFIN;Acc:ZDB-GENE-030131-1500] basihyal cartilage absent abnormal ZDB-PUB-160524-3
OG0003815 ENSDARG00000045620 ENSDARG00000045620.6 ENSDART00000067086 ENSDART00000067086.6 nansa N-acetylneuraminic acid synthase a [Source:ZFIN;Acc:ZDB-GENE-030131-1500] ceratobranchial cartilage absent abnormal ZDB-PUB-160524-3
OG0003815 ENSDARG00000045620 ENSDARG00000045620.6 ENSDART00000067086 ENSDART00000067086.6 nansa N-acetylneuraminic acid synthase a [Source:ZFIN;Acc:ZDB-GENE-030131-1500] embryonic skeletal system development disrupted abnormal ZDB-PUB-160524-3
OG0003815 ENSDARG00000045620 ENSDARG00000045620.6 ENSDART00000067086 ENSDART00000067086.6 nansa N-acetylneuraminic acid synthase a [Source:ZFIN;Acc:ZDB-GENE-030131-1500] ethmoid cartilage morphology abnormal ZDB-PUB-160524-3
OG0003815 ENSDARG00000045620 ENSDARG00000045620.6 ENSDART00000067086 ENSDART00000067086.6 nansa N-acetylneuraminic acid synthase a [Source:ZFIN;Acc:ZDB-GENE-030131-1500] ethmoid cartilage shortened abnormal ZDB-PUB-160524-3
OG0003815 ENSDARG00000045620 ENSDARG00000045620.6 ENSDART00000067086 ENSDART00000067086.6 nansa N-acetylneuraminic acid synthase a [Source:ZFIN;Acc:ZDB-GENE-030131-1500] head decreased size abnormal ZDB-PUB-160524-3
OG0003815 ENSDARG00000045620 ENSDARG00000045620.6 ENSDART00000067086 ENSDART00000067086.6 nansa N-acetylneuraminic acid synthase a [Source:ZFIN;Acc:ZDB-GENE-030131-1500] Meckel’s cartilage aplastic/hypoplastic abnormal ZDB-PUB-160524-3
OG0003815 ENSDARG00000045620 ENSDARG00000045620.6 ENSDART00000067086 ENSDART00000067086.6 nansa N-acetylneuraminic acid synthase a [Source:ZFIN;Acc:ZDB-GENE-030131-1500] palatoquadrate cartilage morphology abnormal ZDB-PUB-160524-3
OG0003815 ENSDARG00000045620 ENSDARG00000045620.6 ENSDART00000067086 ENSDART00000067086.6 nansa N-acetylneuraminic acid synthase a [Source:ZFIN;Acc:ZDB-GENE-030131-1500] parachordal cartilage morphology abnormal ZDB-PUB-160524-3
OG0003815 ENSDARG00000045620 ENSDARG00000045620.6 ENSDART00000067086 ENSDART00000067086.6 nansa N-acetylneuraminic acid synthase a [Source:ZFIN;Acc:ZDB-GENE-030131-1500] pericardium edematous abnormal ZDB-PUB-160524-3
OG0003815 ENSDARG00000045620 ENSDARG00000045620.6 ENSDART00000067086 ENSDART00000067086.6 nansa N-acetylneuraminic acid synthase a [Source:ZFIN;Acc:ZDB-GENE-030131-1500] trabecula cranii morphology abnormal ZDB-PUB-160524-3
OG0001676 ENSDARG00000105261 ENSDARG00000105261.2 ENSDART00000169456 ENSDART00000169456.2 nfkb1 nuclear factor of kappa light polypeptide gene enhancer in B-cells 1 [Source:ZFIN;Acc:ZDB-GENE-121204-3] startle response increased magnitude abnormal ZDB-PUB-190402-7
OG0001676 ENSDARG00000038687 ENSDARG00000038687.9 ENSDART00000134122 ENSDART00000134122.3 nfkb2 nuclear factor of kappa light polypeptide gene enhancer in B-cells 2 (p49/p100) [Source:ZFIN;Acc:ZDB-GENE-030131-6701] hatching decreased rate abnormal ZDB-PUB-180810-8
OG0001676 ENSDARG00000112821 ENSDARG00000112821.1 ENSDART00000184272 ENSDART00000184272.1 nfkb2 nuclear factor of kappa light polypeptide gene enhancer in B-cells 2 (p49/p100) [Source:ZFIN;Acc:ZDB-GENE-030131-6701] hatching decreased rate abnormal ZDB-PUB-180810-8
OG0001676 ENSDARG00000038687 ENSDARG00000038687.9 ENSDART00000134122 ENSDART00000134122.3 nfkb2 nuclear factor of kappa light polypeptide gene enhancer in B-cells 2 (p49/p100) [Source:ZFIN;Acc:ZDB-GENE-030131-6701] intermediate cell mass of mesoderm decreased amount abnormal ZDB-PUB-141230-19
OG0001676 ENSDARG00000038687 ENSDARG00000038687.9 ENSDART00000134122 ENSDART00000134122.3 nfkb2 nuclear factor of kappa light polypeptide gene enhancer in B-cells 2 (p49/p100) [Source:ZFIN;Acc:ZDB-GENE-030131-6701] intermediate cell mass of mesoderm decreased amount abnormal ZDB-PUB-141230-19
OG0001676 ENSDARG00000038687 ENSDARG00000038687.9 ENSDART00000134122 ENSDART00000134122.3 nfkb2 nuclear factor of kappa light polypeptide gene enhancer in B-cells 2 (p49/p100) [Source:ZFIN;Acc:ZDB-GENE-030131-6701] intermediate cell mass of mesoderm decreased amount abnormal ZDB-PUB-141230-19
OG0001676 ENSDARG00000038687 ENSDARG00000038687.9 ENSDART00000134122 ENSDART00000134122.3 nfkb2 nuclear factor of kappa light polypeptide gene enhancer in B-cells 2 (p49/p100) [Source:ZFIN;Acc:ZDB-GENE-030131-6701] intermediate cell mass of mesoderm decreased amount abnormal ZDB-PUB-141230-19
OG0001676 ENSDARG00000038687 ENSDARG00000038687.9 ENSDART00000134122 ENSDART00000134122.3 nfkb2 nuclear factor of kappa light polypeptide gene enhancer in B-cells 2 (p49/p100) [Source:ZFIN;Acc:ZDB-GENE-030131-6701] intermediate cell mass of mesoderm decreased amount abnormal ZDB-PUB-141230-19
OG0001676 ENSDARG00000112821 ENSDARG00000112821.1 ENSDART00000184272 ENSDART00000184272.1 nfkb2 nuclear factor of kappa light polypeptide gene enhancer in B-cells 2 (p49/p100) [Source:ZFIN;Acc:ZDB-GENE-030131-6701] intermediate cell mass of mesoderm decreased amount abnormal ZDB-PUB-141230-19
OG0001676 ENSDARG00000112821 ENSDARG00000112821.1 ENSDART00000184272 ENSDART00000184272.1 nfkb2 nuclear factor of kappa light polypeptide gene enhancer in B-cells 2 (p49/p100) [Source:ZFIN;Acc:ZDB-GENE-030131-6701] intermediate cell mass of mesoderm decreased amount abnormal ZDB-PUB-141230-19
OG0001676 ENSDARG00000112821 ENSDARG00000112821.1 ENSDART00000184272 ENSDART00000184272.1 nfkb2 nuclear factor of kappa light polypeptide gene enhancer in B-cells 2 (p49/p100) [Source:ZFIN;Acc:ZDB-GENE-030131-6701] intermediate cell mass of mesoderm decreased amount abnormal ZDB-PUB-141230-19
OG0001676 ENSDARG00000112821 ENSDARG00000112821.1 ENSDART00000184272 ENSDART00000184272.1 nfkb2 nuclear factor of kappa light polypeptide gene enhancer in B-cells 2 (p49/p100) [Source:ZFIN;Acc:ZDB-GENE-030131-6701] intermediate cell mass of mesoderm decreased amount abnormal ZDB-PUB-141230-19
OG0001676 ENSDARG00000112821 ENSDARG00000112821.1 ENSDART00000184272 ENSDART00000184272.1 nfkb2 nuclear factor of kappa light polypeptide gene enhancer in B-cells 2 (p49/p100) [Source:ZFIN;Acc:ZDB-GENE-030131-6701] intermediate cell mass of mesoderm decreased amount abnormal ZDB-PUB-141230-19
OG0001676 ENSDARG00000038687 ENSDARG00000038687.9 ENSDART00000134122 ENSDART00000134122.3 nfkb2 nuclear factor of kappa light polypeptide gene enhancer in B-cells 2 (p49/p100) [Source:ZFIN;Acc:ZDB-GENE-030131-6701] intersegmental vessel immature abnormal ZDB-PUB-170809-8
OG0001676 ENSDARG00000112821 ENSDARG00000112821.1 ENSDART00000184272 ENSDART00000184272.1 nfkb2 nuclear factor of kappa light polypeptide gene enhancer in B-cells 2 (p49/p100) [Source:ZFIN;Acc:ZDB-GENE-030131-6701] intersegmental vessel immature abnormal ZDB-PUB-170809-8
OG0001676 ENSDARG00000038687 ENSDARG00000038687.9 ENSDART00000134122 ENSDART00000134122.3 nfkb2 nuclear factor of kappa light polypeptide gene enhancer in B-cells 2 (p49/p100) [Source:ZFIN;Acc:ZDB-GENE-030131-6701] trunk branchiness abnormal ZDB-PUB-170809-8
OG0001676 ENSDARG00000112821 ENSDARG00000112821.1 ENSDART00000184272 ENSDART00000184272.1 nfkb2 nuclear factor of kappa light polypeptide gene enhancer in B-cells 2 (p49/p100) [Source:ZFIN;Acc:ZDB-GENE-030131-6701] trunk branchiness abnormal ZDB-PUB-170809-8
OG0001676 ENSDARG00000038687 ENSDARG00000038687.9 ENSDART00000134122 ENSDART00000134122.3 nfkb2 nuclear factor of kappa light polypeptide gene enhancer in B-cells 2 (p49/p100) [Source:ZFIN;Acc:ZDB-GENE-030131-6701] whole organism increased amount abnormal ZDB-PUB-180810-8
OG0001676 ENSDARG00000112821 ENSDARG00000112821.1 ENSDART00000184272 ENSDART00000184272.1 nfkb2 nuclear factor of kappa light polypeptide gene enhancer in B-cells 2 (p49/p100) [Source:ZFIN;Acc:ZDB-GENE-030131-6701] whole organism increased amount abnormal ZDB-PUB-180810-8
OG0002084 ENSDARG00000098272 ENSDARG00000098272.2 ENSDART00000158447 ENSDART00000158447.2 nipbla NIPBL cohesin loading factor a [Source:NCBI gene;Acc:570900] blood circulation disrupted abnormal ZDB-PUB-111114-19
OG0002084 ENSDARG00000098272 ENSDARG00000098272.2 ENSDART00000158447 ENSDART00000158447.2 nipbla NIPBL cohesin loading factor a [Source:NCBI gene;Acc:570900] pericardium edematous abnormal ZDB-PUB-111114-19
OG0002084 ENSDARG00000098272 ENSDARG00000098272.2 ENSDART00000158447 ENSDART00000158447.2 nipbla NIPBL cohesin loading factor a [Source:NCBI gene;Acc:570900] pericardium edematous abnormal ZDB-PUB-111114-19
OG0002084 ENSDARG00000098272 ENSDARG00000098272.2 ENSDART00000158447 ENSDART00000158447.2 nipbla NIPBL cohesin loading factor a [Source:NCBI gene;Acc:570900] post-vent region decreased length abnormal ZDB-PUB-111114-19
OG0002084 ENSDARG00000098272 ENSDARG00000098272.2 ENSDART00000158447 ENSDART00000158447.2 nipbla NIPBL cohesin loading factor a [Source:NCBI gene;Acc:570900] post-vent region branched abnormal ZDB-PUB-111114-19
OG0002084 ENSDARG00000098272 ENSDARG00000098272.2 ENSDART00000158447 ENSDART00000158447.2 nipbla NIPBL cohesin loading factor a [Source:NCBI gene;Acc:570900] post-vent region decreased length abnormal ZDB-PUB-111114-19
OG0002084 ENSDARG00000061052 ENSDARG00000061052.7 ENSDART00000086861 ENSDART00000086861.6 nipblb NIPBL cohesin loading factor b [Source:NCBI gene;Acc:794108] apoptotic process increased occurrence abnormal ZDB-PUB-131119-22
OG0002084 ENSDARG00000061052 ENSDARG00000061052.7 ENSDART00000086861 ENSDART00000086861.6 nipblb NIPBL cohesin loading factor b [Source:NCBI gene;Acc:794108] brain decreased size abnormal ZDB-PUB-131119-22
OG0002084 ENSDARG00000061052 ENSDARG00000061052.7 ENSDART00000086861 ENSDART00000086861.6 nipblb NIPBL cohesin loading factor b [Source:NCBI gene;Acc:794108] caudal hematopoietic tissue increased amount abnormal ZDB-PUB-190113-12
OG0002084 ENSDARG00000061052 ENSDARG00000061052.7 ENSDART00000086861 ENSDART00000086861.6 nipblb NIPBL cohesin loading factor b [Source:NCBI gene;Acc:794108] caudal hematopoietic tissue increased amount abnormal ZDB-PUB-190113-12
OG0002084 ENSDARG00000061052 ENSDARG00000061052.7 ENSDART00000086861 ENSDART00000086861.6 nipblb NIPBL cohesin loading factor b [Source:NCBI gene;Acc:794108] caudal hematopoietic tissue increased amount abnormal ZDB-PUB-190113-12
OG0002084 ENSDARG00000061052 ENSDARG00000061052.7 ENSDART00000086861 ENSDART00000086861.6 nipblb NIPBL cohesin loading factor b [Source:NCBI gene;Acc:794108] caudal hematopoietic tissue increased amount abnormal ZDB-PUB-190113-12
OG0002084 ENSDARG00000061052 ENSDARG00000061052.7 ENSDART00000086861 ENSDART00000086861.6 nipblb NIPBL cohesin loading factor b [Source:NCBI gene;Acc:794108] caudal hematopoietic tissue increased occurrence abnormal ZDB-PUB-190113-12
OG0002084 ENSDARG00000061052 ENSDARG00000061052.7 ENSDART00000086861 ENSDART00000086861.6 nipblb NIPBL cohesin loading factor b [Source:NCBI gene;Acc:794108] caudal hematopoietic tissue increased amount abnormal ZDB-PUB-190113-12
OG0002084 ENSDARG00000061052 ENSDARG00000061052.7 ENSDART00000086861 ENSDART00000086861.6 nipblb NIPBL cohesin loading factor b [Source:NCBI gene;Acc:794108] caudal hematopoietic tissue decreased amount abnormal ZDB-PUB-190113-12
OG0002084 ENSDARG00000061052 ENSDARG00000061052.7 ENSDART00000086861 ENSDART00000086861.6 nipblb NIPBL cohesin loading factor b [Source:NCBI gene;Acc:794108] cell population proliferation disrupted abnormal ZDB-PUB-150725-3
OG0002084 ENSDARG00000061052 ENSDARG00000061052.7 ENSDART00000086861 ENSDART00000086861.6 nipblb NIPBL cohesin loading factor b [Source:NCBI gene;Acc:794108] central nervous system development disrupted abnormal ZDB-PUB-131119-22
OG0002084 ENSDARG00000061052 ENSDARG00000061052.7 ENSDART00000086861 ENSDART00000086861.6 nipblb NIPBL cohesin loading factor b [Source:NCBI gene;Acc:794108] eye decreased size abnormal ZDB-PUB-131119-22
OG0002084 ENSDARG00000061052 ENSDARG00000061052.7 ENSDART00000086861 ENSDART00000086861.6 nipblb NIPBL cohesin loading factor b [Source:NCBI gene;Acc:794108] hematopoietic stem cell increased occurrence abnormal ZDB-PUB-190113-12
OG0002084 ENSDARG00000061052 ENSDARG00000061052.7 ENSDART00000086861 ENSDART00000086861.6 nipblb NIPBL cohesin loading factor b [Source:NCBI gene;Acc:794108] neural tube increased occurrence abnormal ZDB-PUB-150725-3
OG0002084 ENSDARG00000061052 ENSDARG00000061052.7 ENSDART00000086861 ENSDART00000086861.6 nipblb NIPBL cohesin loading factor b [Source:NCBI gene;Acc:794108] neural tube apoptotic abnormal ZDB-PUB-131119-22
OG0002084 ENSDARG00000061052 ENSDARG00000061052.7 ENSDART00000086861 ENSDART00000086861.6 nipblb NIPBL cohesin loading factor b [Source:NCBI gene;Acc:794108] nucleate erythrocyte decreased amount abnormal ZDB-PUB-200424-6
OG0002084 ENSDARG00000061052 ENSDARG00000061052.7 ENSDART00000086861 ENSDART00000086861.6 nipblb NIPBL cohesin loading factor b [Source:NCBI gene;Acc:794108] post-vent region curved abnormal ZDB-PUB-131119-22
OG0002084 ENSDARG00000061052 ENSDARG00000061052.7 ENSDART00000086861 ENSDART00000086861.6 nipblb NIPBL cohesin loading factor b [Source:NCBI gene;Acc:794108] post-vent region decreased length abnormal ZDB-PUB-131119-22
OG0002084 ENSDARG00000061052 ENSDARG00000061052.7 ENSDART00000086861 ENSDART00000086861.6 nipblb NIPBL cohesin loading factor b [Source:NCBI gene;Acc:794108] regulation of canonical Wnt signaling pathway disrupted abnormal ZDB-PUB-131119-22
OG0002084 ENSDARG00000061052 ENSDARG00000061052.7 ENSDART00000086861 ENSDART00000086861.6 nipblb NIPBL cohesin loading factor b [Source:NCBI gene;Acc:794108] ventral wall of dorsal aorta decreased amount abnormal ZDB-PUB-200424-6
OG0002084 ENSDARG00000061052 ENSDARG00000061052.7 ENSDART00000086861 ENSDART00000086861.6 nipblb NIPBL cohesin loading factor b [Source:NCBI gene;Acc:794108] whole organism increased amount abnormal ZDB-PUB-200424-6
OG0002084 ENSDARG00000061052 ENSDARG00000061052.7 ENSDART00000086861 ENSDART00000086861.6 nipblb NIPBL cohesin loading factor b [Source:NCBI gene;Acc:794108] whole organism increased amount abnormal ZDB-PUB-190113-12
OG0002084 ENSDARG00000061052 ENSDARG00000061052.7 ENSDART00000086861 ENSDART00000086861.6 nipblb NIPBL cohesin loading factor b [Source:NCBI gene;Acc:794108] whole organism decreased amount abnormal ZDB-PUB-150725-3
OG0002084 ENSDARG00000061052 ENSDARG00000061052.7 ENSDART00000086861 ENSDART00000086861.6 nipblb NIPBL cohesin loading factor b [Source:NCBI gene;Acc:794108] whole organism increased amount abnormal ZDB-PUB-200424-6
OG0002084 ENSDARG00000061052 ENSDARG00000061052.7 ENSDART00000086861 ENSDART00000086861.6 nipblb NIPBL cohesin loading factor b [Source:NCBI gene;Acc:794108] whole organism decreased amount abnormal ZDB-PUB-200424-6
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] cranial neural crest morphology abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] cranial neural crest cell decreased amount abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] dorsal root ganglion mislocalised dorsally abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] enteric nervous system absent abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] enteric nervous system development disrupted abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] head decreased amount abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] head decreased amount abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] head decreased amount abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] medial rectus aplastic abnormal ZDB-PUB-090505-16
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] melanoblast decreased amount abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] melanocyte differentiation delayed abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] melanocyte differentiation delayed abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] melanocyte differentiation delayed abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] melanocyte differentiation delayed abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] melanophore stripe increased amount abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] neural crest cell delaminated abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] neural crest cell migration disrupted abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] neural plate morphology abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] pharyngeal arch aplastic abnormal ZDB-PUB-090505-16
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] presumptive enteric nervous system decreased amount abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] sternohyoid aplastic abnormal ZDB-PUB-090505-16
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] trunk decreased size abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] trunk colorless abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] trunk absent abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] trunk increased amount abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] trunk mislocalised abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] trunk colorless abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] trunk absent abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] trunk absent abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] trunk neural crest cell decreased amount abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] trunk neural crest cell decreased amount abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] ventral rectus aplastic abnormal ZDB-PUB-090505-16
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] xanthophore decreased amount abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] xanthophore decreased amount abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] xanthophore differentiation disrupted abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] xanthophore differentiation disrupted abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] xanthophore differentiation disrupted abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000010192 ENSDARG00000010192.8 ENSDART00000014350 ENSDART00000014350.7 pax3a paired box 3a [Source:ZFIN;Acc:ZDB-GENE-980526-52] xanthophore differentiation disrupted abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000028348 ENSDARG00000028348.9 ENSDART00000015843 ENSDART00000015843.9 pax3b paired box 3b [Source:ZFIN;Acc:ZDB-GENE-080917-53] branchiomeric skeletal muscle development decreased process quality abnormal ZDB-PUB-130709-61
OG0000460 ENSDARG00000028348 ENSDARG00000028348.9 ENSDART00000015843 ENSDART00000015843.9 pax3b paired box 3b [Source:ZFIN;Acc:ZDB-GENE-080917-53] branchiomeric skeletal muscle development decreased process quality abnormal ZDB-PUB-130709-61
OG0000460 ENSDARG00000028348 ENSDARG00000028348.9 ENSDART00000015843 ENSDART00000015843.9 pax3b paired box 3b [Source:ZFIN;Acc:ZDB-GENE-080917-53] branchiomeric skeletal muscle development decreased process quality abnormal ZDB-PUB-130709-61
OG0000460 ENSDARG00000028348 ENSDARG00000028348.9 ENSDART00000015843 ENSDART00000015843.9 pax3b paired box 3b [Source:ZFIN;Acc:ZDB-GENE-080917-53] branchiomeric skeletal muscle development decreased process quality abnormal ZDB-PUB-130709-61
OG0000460 ENSDARG00000028348 ENSDARG00000028348.9 ENSDART00000015843 ENSDART00000015843.9 pax3b paired box 3b [Source:ZFIN;Acc:ZDB-GENE-080917-53] esophagus lacks parts or has fewer parts of type abnormal ZDB-PUB-130709-61
OG0000460 ENSDARG00000028348 ENSDARG00000028348.9 ENSDART00000015843 ENSDART00000015843.9 pax3b paired box 3b [Source:ZFIN;Acc:ZDB-GENE-080917-53] esophagus poorly differentiated abnormal ZDB-PUB-130709-61
OG0000460 ENSDARG00000028348 ENSDARG00000028348.9 ENSDART00000015843 ENSDART00000015843.9 pax3b paired box 3b [Source:ZFIN;Acc:ZDB-GENE-080917-53] esophagus poorly differentiated abnormal ZDB-PUB-130709-61
OG0000460 ENSDARG00000028348 ENSDARG00000028348.9 ENSDART00000015843 ENSDART00000015843.9 pax3b paired box 3b [Source:ZFIN;Acc:ZDB-GENE-080917-53] mastication decreased process quality abnormal ZDB-PUB-130709-61
OG0000460 ENSDARG00000028348 ENSDARG00000028348.9 ENSDART00000015843 ENSDART00000015843.9 pax3b paired box 3b [Source:ZFIN;Acc:ZDB-GENE-080917-53] pectoral fin musculature disorganized abnormal ZDB-PUB-130709-61
OG0000460 ENSDARG00000028348 ENSDARG00000028348.9 ENSDART00000015843 ENSDART00000015843.9 pax3b paired box 3b [Source:ZFIN;Acc:ZDB-GENE-080917-53] pectoral fin musculature decreased size abnormal ZDB-PUB-130709-61
OG0000460 ENSDARG00000028348 ENSDARG00000028348.9 ENSDART00000015843 ENSDART00000015843.9 pax3b paired box 3b [Source:ZFIN;Acc:ZDB-GENE-080917-53] sternohyoid decreased size abnormal ZDB-PUB-130709-61
OG0000460 ENSDARG00000028348 ENSDARG00000028348.9 ENSDART00000015843 ENSDART00000015843.9 pax3b paired box 3b [Source:ZFIN;Acc:ZDB-GENE-080917-53] sternohyoid disorganized abnormal ZDB-PUB-130709-61
OG0000460 ENSDARG00000100398 ENSDARG00000100398.3 ENSDART00000172008 ENSDART00000172008.3 pax7a paired box 7a [Source:ZFIN;Acc:ZDB-GENE-990415-201] developmental pigmentation disrupted abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000111233 ENSDARG00000111233.1 ENSDART00000190654 ENSDART00000190654.1 pax7a paired box 7a [Source:ZFIN;Acc:ZDB-GENE-990415-201] developmental pigmentation disrupted abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000100398 ENSDARG00000100398.3 ENSDART00000172008 ENSDART00000172008.3 pax7a paired box 7a [Source:ZFIN;Acc:ZDB-GENE-990415-201] head colored abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000111233 ENSDARG00000111233.1 ENSDART00000190654 ENSDART00000190654.1 pax7a paired box 7a [Source:ZFIN;Acc:ZDB-GENE-990415-201] head colored abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000100398 ENSDARG00000100398.3 ENSDART00000172008 ENSDART00000172008.3 pax7a paired box 7a [Source:ZFIN;Acc:ZDB-GENE-990415-201] pectoral fin decreased amount abnormal ZDB-PUB-210827-6
OG0000460 ENSDARG00000100398 ENSDARG00000100398.3 ENSDART00000172008 ENSDART00000172008.3 pax7a paired box 7a [Source:ZFIN;Acc:ZDB-GENE-990415-201] pectoral fin decreased amount abnormal ZDB-PUB-210827-6
OG0000460 ENSDARG00000111233 ENSDARG00000111233.1 ENSDART00000190654 ENSDART00000190654.1 pax7a paired box 7a [Source:ZFIN;Acc:ZDB-GENE-990415-201] pectoral fin decreased amount abnormal ZDB-PUB-210827-6
OG0000460 ENSDARG00000111233 ENSDARG00000111233.1 ENSDART00000190654 ENSDART00000190654.1 pax7a paired box 7a [Source:ZFIN;Acc:ZDB-GENE-990415-201] pectoral fin decreased amount abnormal ZDB-PUB-210827-6
OG0000460 ENSDARG00000100398 ENSDARG00000100398.3 ENSDART00000172008 ENSDART00000172008.3 pax7a paired box 7a [Source:ZFIN;Acc:ZDB-GENE-990415-201] trunk colored abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000111233 ENSDARG00000111233.1 ENSDART00000190654 ENSDART00000190654.1 pax7a paired box 7a [Source:ZFIN;Acc:ZDB-GENE-990415-201] trunk colored abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000100398 ENSDARG00000100398.3 ENSDART00000172008 ENSDART00000172008.3 pax7a paired box 7a [Source:ZFIN;Acc:ZDB-GENE-990415-201] xanthophore morphology abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000111233 ENSDARG00000111233.1 ENSDART00000190654 ENSDART00000190654.1 pax7a paired box 7a [Source:ZFIN;Acc:ZDB-GENE-990415-201] xanthophore morphology abnormal ZDB-PUB-080422-3
OG0000460 ENSDARG00000070818 ENSDARG00000070818.5 ENSDART00000167014 ENSDART00000167014.2 pax7b paired box 7b [Source:ZFIN;Acc:ZDB-GENE-080917-54] pectoral fin decreased amount abnormal ZDB-PUB-210827-6
OG0000460 ENSDARG00000070818 ENSDARG00000070818.5 ENSDART00000167014 ENSDART00000167014.2 pax7b paired box 7b [Source:ZFIN;Acc:ZDB-GENE-080917-54] pectoral fin decreased amount abnormal ZDB-PUB-210827-6
OG0002108 ENSDARG00000079756 ENSDARG00000079756.5 ENSDART00000111151 ENSDART00000111151.4 peak1 pseudopodium-enriched atypical kinase 1 [Source:ZFIN;Acc:ZDB-GENE-100422-1] angiogenic sprout disorganized abnormal ZDB-PUB-180607-5
OG0002108 ENSDARG00000079756 ENSDARG00000079756.5 ENSDART00000111151 ENSDART00000111151.4 peak1 pseudopodium-enriched atypical kinase 1 [Source:ZFIN;Acc:ZDB-GENE-100422-1] angiogenic sprout disorganized abnormal ZDB-PUB-180607-5
OG0002108 ENSDARG00000079756 ENSDARG00000079756.5 ENSDART00000111151 ENSDART00000111151.4 peak1 pseudopodium-enriched atypical kinase 1 [Source:ZFIN;Acc:ZDB-GENE-100422-1] angiogenic sprout disorganized abnormal ZDB-PUB-180607-5
OG0002108 ENSDARG00000079756 ENSDARG00000079756.5 ENSDART00000111151 ENSDART00000111151.4 peak1 pseudopodium-enriched atypical kinase 1 [Source:ZFIN;Acc:ZDB-GENE-100422-1] blood accumulation abnormal ZDB-PUB-180607-5
OG0002108 ENSDARG00000079756 ENSDARG00000079756.5 ENSDART00000111151 ENSDART00000111151.4 peak1 pseudopodium-enriched atypical kinase 1 [Source:ZFIN;Acc:ZDB-GENE-100422-1] blood circulation disrupted abnormal ZDB-PUB-180607-5
OG0002108 ENSDARG00000079756 ENSDARG00000079756.5 ENSDART00000111151 ENSDART00000111151.4 peak1 pseudopodium-enriched atypical kinase 1 [Source:ZFIN;Acc:ZDB-GENE-100422-1] blood circulation disrupted abnormal ZDB-PUB-180607-5
OG0002108 ENSDARG00000079756 ENSDARG00000079756.5 ENSDART00000111151 ENSDART00000111151.4 peak1 pseudopodium-enriched atypical kinase 1 [Source:ZFIN;Acc:ZDB-GENE-100422-1] blood vessel endothelial cell disrupted abnormal ZDB-PUB-180607-5
OG0002108 ENSDARG00000079756 ENSDARG00000079756.5 ENSDART00000111151 ENSDART00000111151.4 peak1 pseudopodium-enriched atypical kinase 1 [Source:ZFIN;Acc:ZDB-GENE-100422-1] dorsal longitudinal anastomotic vessel agenesis abnormal ZDB-PUB-180607-5
OG0002108 ENSDARG00000079756 ENSDARG00000079756.5 ENSDART00000111151 ENSDART00000111151.4 peak1 pseudopodium-enriched atypical kinase 1 [Source:ZFIN;Acc:ZDB-GENE-100422-1] intersegmental vessel has fewer parts of type abnormal ZDB-PUB-180607-5
OG0002108 ENSDARG00000079756 ENSDARG00000079756.5 ENSDART00000111151 ENSDART00000111151.4 peak1 pseudopodium-enriched atypical kinase 1 [Source:ZFIN;Acc:ZDB-GENE-100422-1] intersegmental vessel decreased length abnormal ZDB-PUB-180607-5
OG0002108 ENSDARG00000079756 ENSDARG00000079756.5 ENSDART00000111151 ENSDART00000111151.4 peak1 pseudopodium-enriched atypical kinase 1 [Source:ZFIN;Acc:ZDB-GENE-100422-1] intersegmental vessel decreased length abnormal ZDB-PUB-180607-5
OG0002108 ENSDARG00000079756 ENSDARG00000079756.5 ENSDART00000111151 ENSDART00000111151.4 peak1 pseudopodium-enriched atypical kinase 1 [Source:ZFIN;Acc:ZDB-GENE-100422-1] intersegmental vessel decreased length abnormal ZDB-PUB-180607-5
OG0002108 ENSDARG00000079756 ENSDARG00000079756.5 ENSDART00000111151 ENSDART00000111151.4 peak1 pseudopodium-enriched atypical kinase 1 [Source:ZFIN;Acc:ZDB-GENE-100422-1] intersegmental vessel decreased length abnormal ZDB-PUB-180607-5
OG0002108 ENSDARG00000079756 ENSDARG00000079756.5 ENSDART00000111151 ENSDART00000111151.4 peak1 pseudopodium-enriched atypical kinase 1 [Source:ZFIN;Acc:ZDB-GENE-100422-1] intersegmental vessel morphology abnormal ZDB-PUB-180607-5
OG0002108 ENSDARG00000079756 ENSDARG00000079756.5 ENSDART00000111151 ENSDART00000111151.4 peak1 pseudopodium-enriched atypical kinase 1 [Source:ZFIN;Acc:ZDB-GENE-100422-1] pericardium edematous abnormal ZDB-PUB-180607-5
OG0002108 ENSDARG00000079756 ENSDARG00000079756.5 ENSDART00000111151 ENSDART00000111151.4 peak1 pseudopodium-enriched atypical kinase 1 [Source:ZFIN;Acc:ZDB-GENE-100422-1] subintestinal vein decreased length abnormal ZDB-PUB-180607-5
OG0002108 ENSDARG00000079756 ENSDARG00000079756.5 ENSDART00000111151 ENSDART00000111151.4 peak1 pseudopodium-enriched atypical kinase 1 [Source:ZFIN;Acc:ZDB-GENE-100422-1] subintestinal vein morphology abnormal ZDB-PUB-180607-5
OG0002108 ENSDARG00000079756 ENSDARG00000079756.5 ENSDART00000111151 ENSDART00000111151.4 peak1 pseudopodium-enriched atypical kinase 1 [Source:ZFIN;Acc:ZDB-GENE-100422-1] subintestinal vein morphology abnormal ZDB-PUB-180607-5
OG0002108 ENSDARG00000079756 ENSDARG00000079756.5 ENSDART00000111151 ENSDART00000111151.4 peak1 pseudopodium-enriched atypical kinase 1 [Source:ZFIN;Acc:ZDB-GENE-100422-1] subintestinal vein decreased length abnormal ZDB-PUB-180607-5
OG0002108 ENSDARG00000079756 ENSDARG00000079756.5 ENSDART00000111151 ENSDART00000111151.4 peak1 pseudopodium-enriched atypical kinase 1 [Source:ZFIN;Acc:ZDB-GENE-100422-1] whole organism absent abnormal ZDB-PUB-180607-5
OG0007365 ENSDARG00000102249 ENSDARG00000102249.2 ENSDART00000171881 ENSDART00000171881.2 pepd peptidase D [Source:ZFIN;Acc:ZDB-GENE-030131-9444] endocrine pancreas decreased distribution abnormal ZDB-PUB-160311-1
OG0007365 ENSDARG00000102249 ENSDARG00000102249.2 ENSDART00000171881 ENSDART00000171881.2 pepd peptidase D [Source:ZFIN;Acc:ZDB-GENE-030131-9444] endocrine pancreas decreased size abnormal ZDB-PUB-160311-1
OG0007365 ENSDARG00000102249 ENSDARG00000102249.2 ENSDART00000171881 ENSDART00000171881.2 pepd peptidase D [Source:ZFIN;Acc:ZDB-GENE-030131-9444] endocrine pancreas development disrupted abnormal ZDB-PUB-160311-1
OG0007365 ENSDARG00000102249 ENSDARG00000102249.2 ENSDART00000171881 ENSDART00000171881.2 pepd peptidase D [Source:ZFIN;Acc:ZDB-GENE-030131-9444] enteroendocrine cell differentiation disrupted abnormal ZDB-PUB-160311-1
OG0007365 ENSDARG00000102249 ENSDARG00000102249.2 ENSDART00000171881 ENSDART00000171881.2 pepd peptidase D [Source:ZFIN;Acc:ZDB-GENE-030131-9444] pancreatic B cell decreased amount abnormal ZDB-PUB-160311-1
OG0007365 ENSDARG00000102249 ENSDARG00000102249.2 ENSDART00000171881 ENSDART00000171881.2 pepd peptidase D [Source:ZFIN;Acc:ZDB-GENE-030131-9444] pancreatic B cell decreased distribution abnormal ZDB-PUB-160311-1
OG0007365 ENSDARG00000102249 ENSDARG00000102249.2 ENSDART00000171881 ENSDART00000171881.2 pepd peptidase D [Source:ZFIN;Acc:ZDB-GENE-030131-9444] pancreatic B cell decreased area abnormal ZDB-PUB-160311-1
OG0007365 ENSDARG00000102249 ENSDARG00000102249.2 ENSDART00000171881 ENSDART00000171881.2 pepd peptidase D [Source:ZFIN;Acc:ZDB-GENE-030131-9444] pancreatic B cell decreased amount abnormal ZDB-PUB-160311-1
OG0008574 ENSDARG00000059982 ENSDARG00000059982.7 ENSDART00000135072 ENSDART00000135072.3 poc5 POC5 centriolar protein homolog (Chlamydomonas) [Source:ZFIN;Acc:ZDB-GENE-060526-135] anterior/posterior axis specification disrupted abnormal ZDB-PUB-150203-2
OG0008574 ENSDARG00000059982 ENSDARG00000059982.7 ENSDART00000135072 ENSDART00000135072.3 poc5 POC5 centriolar protein homolog (Chlamydomonas) [Source:ZFIN;Acc:ZDB-GENE-060526-135] anterior/posterior axis specification disrupted abnormal ZDB-PUB-150203-2
OG0008574 ENSDARG00000059982 ENSDARG00000059982.7 ENSDART00000135072 ENSDART00000135072.3 poc5 POC5 centriolar protein homolog (Chlamydomonas) [Source:ZFIN;Acc:ZDB-GENE-060526-135] eye development disrupted abnormal ZDB-PUB-171223-8
OG0008574 ENSDARG00000059982 ENSDARG00000059982.7 ENSDART00000135072 ENSDART00000135072.3 poc5 POC5 centriolar protein homolog (Chlamydomonas) [Source:ZFIN;Acc:ZDB-GENE-060526-135] eye photoreceptor cell decreased length abnormal ZDB-PUB-171223-8
OG0008574 ENSDARG00000059982 ENSDARG00000059982.7 ENSDART00000135072 ENSDART00000135072.3 poc5 POC5 centriolar protein homolog (Chlamydomonas) [Source:ZFIN;Acc:ZDB-GENE-060526-135] eye photoreceptor cell decreased length abnormal ZDB-PUB-171223-8
OG0008574 ENSDARG00000059982 ENSDARG00000059982.7 ENSDART00000135072 ENSDART00000135072.3 poc5 POC5 centriolar protein homolog (Chlamydomonas) [Source:ZFIN;Acc:ZDB-GENE-060526-135] eye photoreceptor cell decreased length abnormal ZDB-PUB-171223-8
OG0008574 ENSDARG00000059982 ENSDARG00000059982.7 ENSDART00000135072 ENSDART00000135072.3 poc5 POC5 centriolar protein homolog (Chlamydomonas) [Source:ZFIN;Acc:ZDB-GENE-060526-135] pericardium edematous abnormal ZDB-PUB-171223-8
OG0008574 ENSDARG00000059982 ENSDARG00000059982.7 ENSDART00000135072 ENSDART00000135072.3 poc5 POC5 centriolar protein homolog (Chlamydomonas) [Source:ZFIN;Acc:ZDB-GENE-060526-135] post-vent region curved abnormal ZDB-PUB-150203-2
OG0008574 ENSDARG00000059982 ENSDARG00000059982.7 ENSDART00000135072 ENSDART00000135072.3 poc5 POC5 centriolar protein homolog (Chlamydomonas) [Source:ZFIN;Acc:ZDB-GENE-060526-135] post-vent region curved abnormal ZDB-PUB-150203-2
OG0008574 ENSDARG00000059982 ENSDARG00000059982.7 ENSDART00000135072 ENSDART00000135072.3 poc5 POC5 centriolar protein homolog (Chlamydomonas) [Source:ZFIN;Acc:ZDB-GENE-060526-135] post-vent region curved abnormal ZDB-PUB-171223-8
OG0008574 ENSDARG00000059982 ENSDARG00000059982.7 ENSDART00000135072 ENSDART00000135072.3 poc5 POC5 centriolar protein homolog (Chlamydomonas) [Source:ZFIN;Acc:ZDB-GENE-060526-135] visual behavior process quality abnormal ZDB-PUB-171223-8
OG0008574 ENSDARG00000059982 ENSDARG00000059982.7 ENSDART00000135072 ENSDART00000135072.3 poc5 POC5 centriolar protein homolog (Chlamydomonas) [Source:ZFIN;Acc:ZDB-GENE-060526-135] visual behavior process quality abnormal ZDB-PUB-171223-8
OG0008574 ENSDARG00000059982 ENSDARG00000059982.7 ENSDART00000135072 ENSDART00000135072.3 poc5 POC5 centriolar protein homolog (Chlamydomonas) [Source:ZFIN;Acc:ZDB-GENE-060526-135] whole organism dead abnormal ZDB-PUB-150203-2
OG0002545 ENSDARG00000030530 ENSDARG00000030530.7 ENSDART00000048890 ENSDART00000048890.7 slc22a2 solute carrier family 22 member 2 [Source:ZFIN;Acc:ZDB-GENE-040426-2167] atrium inverted abnormal ZDB-PUB-190511-6
OG0002545 ENSDARG00000030530 ENSDARG00000030530.7 ENSDART00000048890 ENSDART00000048890.7 slc22a2 solute carrier family 22 member 2 [Source:ZFIN;Acc:ZDB-GENE-040426-2167] cardiac ventricle inverted abnormal ZDB-PUB-190511-6
OG0002545 ENSDARG00000030530 ENSDARG00000030530.7 ENSDART00000048890 ENSDART00000048890.7 slc22a2 solute carrier family 22 member 2 [Source:ZFIN;Acc:ZDB-GENE-040426-2167] determination of heart left/right asymmetry disrupted abnormal ZDB-PUB-190511-6
OG0002545 ENSDARG00000030530 ENSDARG00000030530.7 ENSDART00000048890 ENSDART00000048890.7 slc22a2 solute carrier family 22 member 2 [Source:ZFIN;Acc:ZDB-GENE-040426-2167] determination of heart left/right asymmetry disrupted abnormal ZDB-PUB-190511-6
OG0002545 ENSDARG00000030530 ENSDARG00000030530.7 ENSDART00000048890 ENSDART00000048890.7 slc22a2 solute carrier family 22 member 2 [Source:ZFIN;Acc:ZDB-GENE-040426-2167] heart morphology abnormal ZDB-PUB-190511-6
OG0002545 ENSDARG00000030530 ENSDARG00000030530.7 ENSDART00000048890 ENSDART00000048890.7 slc22a2 solute carrier family 22 member 2 [Source:ZFIN;Acc:ZDB-GENE-040426-2167] heart morphology abnormal ZDB-PUB-190511-6
OG0002545 ENSDARG00000030530 ENSDARG00000030530.7 ENSDART00000048890 ENSDART00000048890.7 slc22a2 solute carrier family 22 member 2 [Source:ZFIN;Acc:ZDB-GENE-040426-2167] heart edematous abnormal ZDB-PUB-190511-6
OG0002545 ENSDARG00000030530 ENSDARG00000030530.7 ENSDART00000048890 ENSDART00000048890.7 slc22a2 solute carrier family 22 member 2 [Source:ZFIN;Acc:ZDB-GENE-040426-2167] trunk vasculature malformed abnormal ZDB-PUB-190511-6
OG0000233 ENSDARG00000101021 ENSDARG00000101021.2 ENSDART00000160391 ENSDART00000160391.2 slc22a5 solute carrier family 22 member 5 [Source:ZFIN;Acc:ZDB-GENE-091012-1] heme biosynthetic process disrupted abnormal ZDB-PUB-090807-19
OG0000233 ENSDARG00000101021 ENSDARG00000101021.2 ENSDART00000160391 ENSDART00000160391.2 slc22a5 solute carrier family 22 member 5 [Source:ZFIN;Acc:ZDB-GENE-091012-1] nucleate erythrocyte composition abnormal ZDB-PUB-090807-19
OG0000233 ENSDARG00000101021 ENSDARG00000101021.2 ENSDART00000160391 ENSDART00000160391.2 slc22a5 solute carrier family 22 member 5 [Source:ZFIN;Acc:ZDB-GENE-091012-1] nucleate erythrocyte decreased amount abnormal ZDB-PUB-090807-19
OG0001120 ENSDARG00000030743 ENSDARG00000030743.9 ENSDART00000134573 ENSDART00000134573.2 sptlc3 serine palmitoyltransferase, long chain base subunit 3 [Source:ZFIN;Acc:ZDB-GENE-041210-281] motor neuron morphology abnormal ZDB-PUB-150811-4
OG0001120 ENSDARG00000030743 ENSDARG00000030743.9 ENSDART00000134573 ENSDART00000134573.2 sptlc3 serine palmitoyltransferase, long chain base subunit 3 [Source:ZFIN;Acc:ZDB-GENE-041210-281] motor neuron process quality abnormal ZDB-PUB-150811-4
OG0013979 ENSDARG00000035633 ENSDARG00000035633.9 ENSDART00000051669 ENSDART00000051669.8 tctn2 tectonic family member 2 [Source:ZFIN;Acc:ZDB-GENE-030131-751] determination of heart left/right asymmetry disrupted abnormal ZDB-PUB-180531-6
OG0013979 ENSDARG00000035633 ENSDARG00000035633.9 ENSDART00000051669 ENSDART00000051669.8 tctn2 tectonic family member 2 [Source:ZFIN;Acc:ZDB-GENE-030131-751] heart looping disrupted abnormal ZDB-PUB-180531-6
OG0013979 ENSDARG00000035633 ENSDARG00000035633.9 ENSDART00000051669 ENSDART00000051669.8 tctn2 tectonic family member 2 [Source:ZFIN;Acc:ZDB-GENE-030131-751] heart primordium mislocalised abnormal ZDB-PUB-180531-6
OG0013979 ENSDARG00000035633 ENSDARG00000035633.9 ENSDART00000051669 ENSDART00000051669.8 tctn2 tectonic family member 2 [Source:ZFIN;Acc:ZDB-GENE-030131-751] lateral plate mesoderm mislocalised abnormal ZDB-PUB-180531-6
OG0001257 ENSDARG00000037559 ENSDARG00000037559.7 ENSDART00000133131 ENSDART00000133131.2 uba1 ubiquitin-like modifier activating enzyme 1 [Source:ZFIN;Acc:ZDB-GENE-040426-2009] motor neuron process quality abnormal ZDB-PUB-140513-428
OG0001257 ENSDARG00000037559 ENSDARG00000037559.7 ENSDART00000133131 ENSDART00000133131.2 uba1 ubiquitin-like modifier activating enzyme 1 [Source:ZFIN;Acc:ZDB-GENE-040426-2009] motor neuron branchiness abnormal ZDB-PUB-140513-428
OG0001257 ENSDARG00000037559 ENSDARG00000037559.7 ENSDART00000133131 ENSDART00000133131.2 uba1 ubiquitin-like modifier activating enzyme 1 [Source:ZFIN;Acc:ZDB-GENE-040426-2009] neutrophil decreased amount abnormal ZDB-PUB-201028-8
OG0001257 ENSDARG00000037559 ENSDARG00000037559.7 ENSDART00000133131 ENSDART00000133131.2 uba1 ubiquitin-like modifier activating enzyme 1 [Source:ZFIN;Acc:ZDB-GENE-040426-2009] neutrophil decreased amount abnormal ZDB-PUB-201028-8
OG0001257 ENSDARG00000037559 ENSDARG00000037559.7 ENSDART00000133131 ENSDART00000133131.2 uba1 ubiquitin-like modifier activating enzyme 1 [Source:ZFIN;Acc:ZDB-GENE-040426-2009] neutrophil decreased amount abnormal ZDB-PUB-201028-8
OG0001257 ENSDARG00000037559 ENSDARG00000037559.7 ENSDART00000133131 ENSDART00000133131.2 uba1 ubiquitin-like modifier activating enzyme 1 [Source:ZFIN;Acc:ZDB-GENE-040426-2009] neutrophil decreased amount abnormal ZDB-PUB-201028-8
OG0001257 ENSDARG00000037559 ENSDARG00000037559.7 ENSDART00000133131 ENSDART00000133131.2 uba1 ubiquitin-like modifier activating enzyme 1 [Source:ZFIN;Acc:ZDB-GENE-040426-2009] neutrophil decreased amount abnormal ZDB-PUB-201028-8
OG0001257 ENSDARG00000037559 ENSDARG00000037559.7 ENSDART00000133131 ENSDART00000133131.2 uba1 ubiquitin-like modifier activating enzyme 1 [Source:ZFIN;Acc:ZDB-GENE-040426-2009] whole organism increased amount abnormal ZDB-PUB-201028-8
OG0001257 ENSDARG00000037559 ENSDARG00000037559.7 ENSDART00000133131 ENSDART00000133131.2 uba1 ubiquitin-like modifier activating enzyme 1 [Source:ZFIN;Acc:ZDB-GENE-040426-2009] whole organism increased amount abnormal ZDB-PUB-201028-8
OG0001257 ENSDARG00000037559 ENSDARG00000037559.7 ENSDART00000133131 ENSDART00000133131.2 uba1 ubiquitin-like modifier activating enzyme 1 [Source:ZFIN;Acc:ZDB-GENE-040426-2009] whole organism increased amount abnormal ZDB-PUB-201028-8
OG0001257 ENSDARG00000037559 ENSDARG00000037559.7 ENSDART00000133131 ENSDART00000133131.2 uba1 ubiquitin-like modifier activating enzyme 1 [Source:ZFIN;Acc:ZDB-GENE-040426-2009] whole organism increased amount abnormal ZDB-PUB-201028-8
OG0001257 ENSDARG00000037559 ENSDARG00000037559.7 ENSDART00000133131 ENSDART00000133131.2 uba1 ubiquitin-like modifier activating enzyme 1 [Source:ZFIN;Acc:ZDB-GENE-040426-2009] whole organism increased amount abnormal ZDB-PUB-201028-8
OG0001257 ENSDARG00000037559 ENSDARG00000037559.7 ENSDART00000133131 ENSDART00000133131.2 uba1 ubiquitin-like modifier activating enzyme 1 [Source:ZFIN;Acc:ZDB-GENE-040426-2009] whole organism increased amount abnormal ZDB-PUB-201028-8
OG0001257 ENSDARG00000037559 ENSDARG00000037559.7 ENSDART00000133131 ENSDART00000133131.2 uba1 ubiquitin-like modifier activating enzyme 1 [Source:ZFIN;Acc:ZDB-GENE-040426-2009] whole organism decreased life span abnormal ZDB-PUB-201028-8
OG0001257 ENSDARG00000037559 ENSDARG00000037559.7 ENSDART00000133131 ENSDART00000133131.2 uba1 ubiquitin-like modifier activating enzyme 1 [Source:ZFIN;Acc:ZDB-GENE-040426-2009] whole organism dead abnormal ZDB-PUB-201028-8
OG0001257 ENSDARG00000037559 ENSDARG00000037559.7 ENSDART00000133131 ENSDART00000133131.2 uba1 ubiquitin-like modifier activating enzyme 1 [Source:ZFIN;Acc:ZDB-GENE-040426-2009] whole organism decreased life span abnormal ZDB-PUB-201028-8
OG0001257 ENSDARG00000037559 ENSDARG00000037559.7 ENSDART00000133131 ENSDART00000133131.2 uba1 ubiquitin-like modifier activating enzyme 1 [Source:ZFIN;Acc:ZDB-GENE-040426-2009] whole organism decreased life span abnormal ZDB-PUB-201028-8
OG0001257 ENSDARG00000037559 ENSDARG00000037559.7 ENSDART00000133131 ENSDART00000133131.2 uba1 ubiquitin-like modifier activating enzyme 1 [Source:ZFIN;Acc:ZDB-GENE-040426-2009] whole organism dead abnormal ZDB-PUB-201028-8
OG0001257 ENSDARG00000037559 ENSDARG00000037559.7 ENSDART00000133131 ENSDART00000133131.2 uba1 ubiquitin-like modifier activating enzyme 1 [Source:ZFIN;Acc:ZDB-GENE-040426-2009] whole organism increased amount abnormal ZDB-PUB-201028-8
OG0001257 ENSDARG00000037559 ENSDARG00000037559.7 ENSDART00000133131 ENSDART00000133131.2 uba1 ubiquitin-like modifier activating enzyme 1 [Source:ZFIN;Acc:ZDB-GENE-040426-2009] whole organism increased amount abnormal ZDB-PUB-201028-8
OG0001257 ENSDARG00000037559 ENSDARG00000037559.7 ENSDART00000133131 ENSDART00000133131.2 uba1 ubiquitin-like modifier activating enzyme 1 [Source:ZFIN;Acc:ZDB-GENE-040426-2009] whole organism increased amount abnormal ZDB-PUB-201028-8
OG0001257 ENSDARG00000037559 ENSDARG00000037559.7 ENSDART00000133131 ENSDART00000133131.2 uba1 ubiquitin-like modifier activating enzyme 1 [Source:ZFIN;Acc:ZDB-GENE-040426-2009] whole organism increased amount abnormal ZDB-PUB-201028-8
OG0001257 ENSDARG00000037559 ENSDARG00000037559.7 ENSDART00000133131 ENSDART00000133131.2 uba1 ubiquitin-like modifier activating enzyme 1 [Source:ZFIN;Acc:ZDB-GENE-040426-2009] whole organism increased amount abnormal ZDB-PUB-201028-8
OG0001257 ENSDARG00000037559 ENSDARG00000037559.7 ENSDART00000133131 ENSDART00000133131.2 uba1 ubiquitin-like modifier activating enzyme 1 [Source:ZFIN;Acc:ZDB-GENE-040426-2009] whole organism dead abnormal ZDB-PUB-201028-8
OG0001257 ENSDARG00000037559 ENSDARG00000037559.7 ENSDART00000133131 ENSDART00000133131.2 uba1 ubiquitin-like modifier activating enzyme 1 [Source:ZFIN;Acc:ZDB-GENE-040426-2009] whole organism increased amount abnormal ZDB-PUB-201028-8
OG0010204 ENSDARG00000071197 ENSDARG00000071197.5 ENSDART00000105098 ENSDART00000105098.5 usp40 ubiquitin specific peptidase 40 [Source:ZFIN;Acc:ZDB-GENE-060518-5] pericardium edematous abnormal ZDB-PUB-170204-11
OG0010204 ENSDARG00000071197 ENSDARG00000071197.5 ENSDART00000105098 ENSDART00000105098.5 usp40 ubiquitin specific peptidase 40 [Source:ZFIN;Acc:ZDB-GENE-060518-5] post-vent region curved dorsal abnormal ZDB-PUB-170204-11
OG0010204 ENSDARG00000071197 ENSDARG00000071197.5 ENSDART00000105098 ENSDART00000105098.5 usp40 ubiquitin specific peptidase 40 [Source:ZFIN;Acc:ZDB-GENE-060518-5] pronephric capsular space dilated abnormal ZDB-PUB-170204-11
OG0010204 ENSDARG00000071197 ENSDARG00000071197.5 ENSDART00000105098 ENSDART00000105098.5 usp40 ubiquitin specific peptidase 40 [Source:ZFIN;Acc:ZDB-GENE-060518-5] pronephric glomerular basement membrane decreased functionality abnormal ZDB-PUB-170204-11
OG0010204 ENSDARG00000071197 ENSDARG00000071197.5 ENSDART00000105098 ENSDART00000105098.5 usp40 ubiquitin specific peptidase 40 [Source:ZFIN;Acc:ZDB-GENE-060518-5] pronephric glomerulus decreased amount abnormal ZDB-PUB-170204-11
OG0010204 ENSDARG00000071197 ENSDARG00000071197.5 ENSDART00000105098 ENSDART00000105098.5 usp40 ubiquitin specific peptidase 40 [Source:ZFIN;Acc:ZDB-GENE-060518-5] pronephric glomerulus disorganized abnormal ZDB-PUB-170204-11
OG0010204 ENSDARG00000071197 ENSDARG00000071197.5 ENSDART00000105098 ENSDART00000105098.5 usp40 ubiquitin specific peptidase 40 [Source:ZFIN;Acc:ZDB-GENE-060518-5] pronephric podocyte decreased thickness abnormal ZDB-PUB-170204-11
OG0010204 ENSDARG00000071197 ENSDARG00000071197.5 ENSDART00000105098 ENSDART00000105098.5 usp40 ubiquitin specific peptidase 40 [Source:ZFIN;Acc:ZDB-GENE-060518-5] whole organism decreased length abnormal ZDB-PUB-170204-11
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism absent abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism absent abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism increased amount abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism decreased amount abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism increased amount abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism increased amount abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism increased amount abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism absent abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism increased amount abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism decreased amount abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism absent abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism absent abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism absent abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism absent abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism absent abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism absent abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism absent abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism absent abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism increased amount abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism decreased amount abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism increased amount abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism increased amount abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism increased amount abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism absent abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism increased amount abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism decreased amount abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism absent abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism absent abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism absent abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism absent abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism absent abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] female organism absent abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] fertilized egg decreased rate of occurrence abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] fertilized egg decreased rate of occurrence abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] fertilized egg decreased rate of occurrence abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] fertilized egg decreased rate of occurrence abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] fertilized egg decreased rate of occurrence abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] fertilized egg decreased rate of occurrence abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] fertilized egg decreased rate of occurrence abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] fertilized egg decreased rate of occurrence abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] pericardium edematous abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] pericardium edematous abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] pericardium edematous abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] pericardium edematous abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] post-vent region curved abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] post-vent region bent abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] post-vent region curved abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] post-vent region bent abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] post-vent region curved abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] post-vent region bent abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] post-vent region curved abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] post-vent region bent abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] whole organism dead abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] whole organism decreased life span abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] whole organism dead abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] whole organism decreased life span abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] yolk edematous abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000092233 ENSDARG00000092233.3 ENSDART00000144969 ENSDART00000144969.3 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] yolk edematous abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] yolk edematous abnormal ZDB-PUB-190807-7
OG0001196 ENSDARG00000113631 ENSDARG00000113631.1 ENSDART00000190185 ENSDART00000190185.1 vtg1 vitellogenin 1 [Source:ZFIN;Acc:ZDB-GENE-001201-1] yolk edematous abnormal ZDB-PUB-190807-7

Phenotype plots

The plot shows the distribution of phenotype keyword terms and the frequency of affected phenotype terms from ZFIN. Panel on the left shows the effect of genetic perturbation on the convergent genes. Panel on the right shows the number of unique affected structures that show a phenotype after genetic perturbation. The data shows that mutations in the convergent genes can affect several phenotypes and structures, with a majority of the effects showing a decrease or reduction in affected structures or processes, while a few shows an increase.

ph_dat<-pheno_conv %>% summarise(n = n(),.by = c(`Phenotype Keyword Name`)) %>% mutate(`Phenotype Keyword Name`=reorder(`Phenotype Keyword Name`,n))
g1<-ggpubr::ggbarplot(ph_dat, y = "Phenotype Keyword Name", x = "n", 
                  x.text.angle = 90,
                  fill = "#708090",
                  color = "white",
                  xlab = "Frequency of keyword")+
    geom_text(aes(label = n), hjust = -0.2)


read_tsv("./Datasets/DatasetS0_csv_files/phenoGeneCleanData_fish_2023.05.07.tsv")->pheno #Download from ZFIN
#ph_c<-pheno %>% filter(`Gene Symbol` %in% pheno_conv$`Gene name`)
ph_c<-pheno %>% filter(`Gene Symbol` %in% pheno_conv$`Gene name`) %>% dplyr::select(`Gene Symbol`,`Affected Structure or Process 1 superterm ID`) %>% 
  na.omit() %>% distinct(`Affected Structure or Process 1 superterm ID`,.keep_all = T) %>% 
  summarise(n = n(),.by = c(`Gene Symbol`)) %>% 
  mutate(type = "convergent") %>% arrange(desc(n))


make_pheno_terms_dist<-function(d){
  pheno %>% filter(`Gene Symbol` == d) %>% distinct(`Affected Structure or Process 1 superterm ID`,.keep_all = T) %>% 
  summarise(n = n(),.by = c(`Affected Structure or Process 1 superterm Name`,`Publication ID`)) %>% mutate(Gene_symbol = d)
}

purrr::map(ph_c$`Gene Symbol`,make_pheno_terms_dist) %>% bind_rows() %>% 
  dplyr::select(Gene_symbol,`Affected Structure or Process 1 superterm Name`) %>% 
  summarise(n = n(),.by = c(Gene_symbol))->ph_c

ph_c$Gene_symbol<-factor(ph_c$Gene_symbol,levels = c(ph_c %>% arrange((n)) %>% pull(Gene_symbol)))
g2<-ggpubr::ggbarplot(ph_c,y = "Gene_symbol", 
                      x = "n",
                      fill = "#708090",
                      color = "white",
                      x.text.angle = 0,
                      xlab = "Frequency of Affected structure superterm",
                      ylab = "Genes")+
  geom_text(aes(label = n), hjust = -0.1)

ggpubr::ggarrange(g1,g2)

The chord diagram shows that for some genes the perturbation phenotypes occur across multiple tissue systems (e.g. alcama, pax3a). The length of the grey bars correspond to the frequency values in the bar plot.

library(circlize)
pheno_terms<-read_csv("./Datasets/DatasetS0_csv_files/Pheno_terms_table_revised.csv")
pheno_terms %>% summarise(n = n(),.by = c(`Gene Symbol`,tissue_system))
pheno_terms_wide<-pheno_terms %>% summarise(n = n(),.by = c(`Gene Symbol`,tissue_system)) %>% 
  pivot_wider(names_from = `Gene Symbol`, values_from = n) 
pheno_terms_wide[is.na(pheno_terms_wide)]=0

df_matrix <- pheno_terms_wide %>%
  select(-tissue_system) %>%  # Remove the Gene_symbol column
  as.matrix()

rownames(df_matrix)<-pheno_terms_wide$tissue_system

tissue_colors_vibrant <- c(
  "Nervous" = "#FF4500",      # Orange Red
  "Skeletal" = "#1E90FF",     # Dodger Blue
  "Circulatory" = "#9400D3",  # Dark Violet
  "Whole organism" = "#32CD32", # Lime Green
  "Digestive" = "#FF7F50",    # Coral
  "Embryo"= "#2611EE",        # Dark Navy
  "Skin" = "#FFD700",         # Gold
  "Excretory" = "#8B0000",    # Dark Red
  "Reproductive" = "#FF1493", # Deep Pink
  "Cell process" = "#00FFFF", # Cyan
  "Immune" = "#EE82EE"     # Violet
)


chordDiagram(df_matrix, 
             annotationTrack = "grid", 
             preAllocateTracks = 1,grid.col = tissue_colors_vibrant)

# Add labels for each tissue
circos.trackPlotRegion(track.index = 1, panel.fun = function(x, y) {
  tissue = CELL_META$sector.index
  circos.text(CELL_META$xcenter, CELL_META$ylim[1] + .1, tissue, 
              facing = "clockwise", niceFacing = TRUE, adj = c(0, 0.5))
}, bg.border = NA)

Comparing the distributions

#Load all the data
tau_dat_all<-readRDS("./RDS/tau_dat_all.rds")
read_csv("./Datasets/DatasetS0_csv_files/Danio_biomart.csv")->Danio_biomart 
danio_conv<-read.csv("./Datasets/DatasetS0_csv_files/Danio_rerio_convergent_genes.csv")
read_tsv("./Datasets/DatasetS0_csv_files/phenoGeneCleanData_fish_2023.05.07.tsv")->pheno 
#Takes a long time
#pheno2 %>% mutate(Gene_symbol=str_extract(rem_str, paste(Danio_biomart$`Gene name`, collapse = "|")))->pheno2
#pheno2 %>% dplyr::rename("Gene Symbol"="Gene_symbol")->pheno2
#pheno2 %>% saveRDS("./RDS/pheno_with_clean_gene_symbol.rds")
readRDS("./RDS/pheno_with_clean_gene_symbol.rds")->pheno2

rbind(pheno %>% dplyr::select(c(`Gene Symbol`, `Affected Structure or Process 1 superterm ID`, `Publication ID`,`Affected Structure or Process 1 superterm Name`)),
      pheno2 %>%  dplyr::select(c(`Gene Symbol`, `Affected Structure or Process 1 superterm ID`, `Publication ID`,`Affected Structure or Process 1 superterm Name`))) %>% 
    group_by(`Gene Symbol`) %>% na.omit() %>% 
    mutate(uniq_affected_terms=length(unique(`Affected Structure or Process 1 superterm ID`)),
           uniq_pubs=length(unique(`Publication ID`))) %>% distinct(`Gene Symbol`, .keep_all = T)->pheno_summary

inner_join(
Danio_biomart %>% dplyr::select(`Gene stable ID`,`Gene name`,`Gene description`) %>% dplyr::rename("Gene.ID"=`Gene stable ID`,"Gene Symbol"=`Gene name`),
pheno_summary,by = "Gene Symbol") %>% na.omit() %>% distinct(Gene.ID,.keep_all = T)->pheno_summary

#inner_join(pheno_summary,
#estimated_ts_conv_Danio_tau_conv_all %>% dplyr::select(Gene.ID, conv), by = "Gene.ID")->pheno_summary

inner_join(pheno_summary,
           orth_list %>% dplyr::select(Orthogroup,orths) %>% dplyr::rename("Gene.ID"=orths),
           by="Gene.ID") %>% 
  dplyr::select(Gene.ID,Orthogroup,everything())->pheno_summary

#Summarise the average number of affected phenotypic terms by Orthogroup
#because each orthogroup has different genes with reporting of phenotypes
#Look at the above pheno_summary data and compare with the Danio_biomart df.

rbind(
  pheno_summary %>% summarise(n=mean(uniq_affected_terms),.by = c("Orthogroup")) %>% filter(Orthogroup %in% non_spuroius_conv$Orthogroup) %>% mutate(state="Convergent"),
  pheno_summary %>% summarise(n=mean(uniq_affected_terms),.by = c("Orthogroup")) %>% filter(!Orthogroup %in% non_spuroius_conv$Orthogroup) %>% mutate(state="Non-convergent"))->pheno_test_dat

ksboot(x=pheno_test_dat %>% filter(state=="Convergent") %>% pull(n),
       y=pheno_test_dat %>% filter(!state=="Convergent") %>% pull(n),alternative = "greater",nboots = 5000)->ks_test_res

ks_test_res
## $ksboot.pvalue
## [1] 0.0354
## 
## $nboots
## [1] 5000
q1<-quantile(log2(pheno_test_dat$n),.33)
q2<-quantile(log2(pheno_test_dat$n),.66)

pheno_test_dat %>% 
  ggplot(aes(x=log2(n), fill=state))+
  geom_density(alpha=0.6)+
  scale_fill_manual(values = c("#EA5B15","#1AAEC0"))+
  theme_bw()+
  geom_vline(xintercept = q1, linetype="dashed")+
  geom_vline(xintercept = q2, linetype="dashed")+
  xlab("Number of unique phenotypic terms (log2)")+
  labs(title = "Distribution of unique phenotypic terms\nduring genetic perpurbation.",
       subtitle = paste0("One-sided KS (greater) p-value: ",ks_test_res$ksboot.pvalue))->dist_mutant_phenotypes

pheno_test_dat %>% 
  ggplot(aes(x=log2(n), color = state))+
  stat_ecdf()+
  scale_color_manual(values = c("#EA5B15","#1AAEC0"))+
  theme_bw()+
  xlab("Number of unique phenotypic terms (log2)")+
  labs(title = "Cumulative probability distrubutions.")->ecdf_mutant_phenotypes

ggarrange(dist_mutant_phenotypes,ecdf_mutant_phenotypes, ncol = 1, common.legend = T)