Cited by 26Genomics and Phylogenetic StudiesBioinformatics and Genomic NetworksChromosomal and Genetic Variations

Quest for Orthologs in the Era of Biodiversity Genomics

Open access
Langschied, Felix, Bordin, Nicola, Cosentino, Salvatore, Fuentes-Palacios, Diego, Glover, Natasha, Hiller, Michael, Hu, Yanhui, Huerta-Cepas, Jaime +11 more·2024·Genome Biology and Evolution

Abstract

The era of biodiversity genomics is characterized by large-scale genome sequencing efforts that aim to represent each living taxon with an assembled genome. Generating knowledge from this wealth of data has not kept up with this pace. We here discuss major challenges to integrating these novel genomes into a comprehensive functional and evolutionary network spanning the tree of life. In summary, the expanding datasets create a need for scalable gene annotation methods. To trace gene function across species, new methods must seek to increase the resolution of ortholog analyses, e.g. by extending analyses to the protein domain level and by accounting for alternative splicing. Additionally, the scope of orthology prediction should be pushed beyond well-investigated proteomes. This demands the development of specialized methods for the identification of orthologs to short proteins and noncoding RNAs and for the functional characterization of novel gene families. Furthermore, protein structures predicted by machine learning are now readily available, but this new information is yet to be integrated with orthology-based analyses. Finally, an increasing focus should be placed on making orthology assignments adhere to the findable, accessible, interoperable, and reusable (FAIR) principles. This fosters green bioinformatics by avoiding redundant computations and helps integrating diverse scientific communities sharing the need for comparative genetics and genomics information. It should also help with communicating orthology-related concepts in a format that is accessible to the public, to counteract existing misinformation about evolution.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1093/gbe/evae224

Cites

11 of 11 references verified0 citation errors · 0 not checkable

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Widespread genome sequencing efforts are creating an unprecedented scalability challenge for automated orthology inference methods.

    “These pioneering efforts, combined with widespread sequencing efforts that are distributed across many biological communities, are creating an unprecedented scalability challenge for automated orthology inference methods4,11.”

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Cites

Flagged first, then by citations

Research works printed but not linked: 106

  1. Aleksander SA, Balhoff J, Carbon S, Cherry JM, Drabkin HJ, Ebert D, Feuermann M, Gaudet P, Harris NL, Hill DP, et al The gene ontology knowledgebase in 2023. Genetics. 2023: 224(1): iyad031. 10.1093/genetics/iyad031. 36866529 PMC10158837 · DOI
  2. Alessio E, Bonadio RS, Buson L, Chemello F, Cagnin S. A single cell but many different transcripts: a journey into the world of long non-coding RNAs. Int J Mol Sci. 2020: 21(1): 302. 10.3390/ijms21010302. 31906285 PMC6982300 · DOI
  3. Altenhoff AM, Glover NM, Dessimoz C. Inferring orthology and paralogy. In: Anisimova M, editors. Evolutionary genomics: statistical and computational methods. New York (NY): Springer New York; 2019. p. 149– 175. 31278664
  4. Altenhoff AM, Train C-M, Gilbert KJ, Mediratta I, Mendes de Farias T, Moi D, Nevers Y, Radoykova H-S, Rossier V, Warwick Vesztrocy A, et al OMA orthology in 2021: website overhaul, conserved isoforms, ancestral gene order and more. Nucleic Acids Res. 2021: 49(D1): D373– D379. 10.1093/nar/gkaa1007. 33174605 PMC7779010 · DOI
  5. Amaral P, Carbonell-Sala S, De La Vega FM, Faial T, Frankish A, Gingeras T, Guigo R, Harrow JL, Hatzigeorgiou AG, Johnson R, et al The status of the human gene catalogue. Nature. 2023: 622(7981): 41– 47. 10.1038/s41586-023-06490-x. 37794265 PMC10575709 · DOI
  6. Arita M, Karsch-Mizrachi I, Cochrane G. The international nucleotide sequence database collaboration. Nucleic Acids Res. 2021: 49(D1): D121– D124. 10.1093/nar/gkaa967. 33166387 PMC7778961 · DOI
  7. Bálint B, Merényi Z, Hegedüs B, Grigoriev IV, Hou Z, Földi C, Nagy LG. ContScout: sensitive detection and removal of contamination from annotated genomes. Nat Commun. 2024: 15(1): 936. 10.1038/s41467-024-45024-5. 38296951 PMC10831095 · DOI
  8. Birikmen M, Bohnsack KE, Tran V, Somayaji S, Bohnsack MT, Ebersberger I. Tracing eukaryotic ribosome biogenesis factors into the archaeal domain sheds light on the evolution of functional complexity. Front Microbiol. 2021: 12: 739000. 10.3389/fmicb.2021.739000. 34603269 PMC8481954 · DOI
  9. Blatter M-C, Zahn-Zabal M, Moix S, Pichon B, Dessimoz C, Glover N. Bringing science to the public in the light of evolution. Biol Methods Protoc. 2023: 8(1): bpad040. 10.1093/biomethods/bpad040. 38152108 PMC10752581 · DOI
  10. Bonnie JK, Ahmed OY, Langmead B. Dandd: efficient measurement of sequence growth and similarity. iScience. 2024: 27(3): 109054. 10.1016/j.isci.2024.109054. 38361606 PMC10867639 · DOI
  11. Bordin N, Sillitoe I, Lees JG, Orengo C. Tracing evolution through protein structures: nature captured in a few thousand folds. Front Mol Biosci. 2021: 8: 668184. 10.3389/fmolb.2021.668184. 34041266 PMC8141709 · DOI
  12. Bruna T, Lomsadze A, Borodovsky M. GeneMark-ETP: Automatic Gene Finding in Eukaryotic Genomes in Consistency with Extrinsic Data. bioRxiv 524024. 10.1101/2023.01.13.524024, 03 January 2024, preprint: not peer reviewed. · DOI
  13. Bryzghalov O, Szcześniak MW, Makałowska I. SyntDB: defining orthologues of human long noncoding RNAs across primates. Nucleic Acids Res. 2020: 48: D238– D245. 10.1093/nar/gkz941. 31728519 PMC7145678 · DOI
  14. Cannell N, Emms DM, Hetherington AJ, MacKay J, Kelly S, Dolan L, Sweetlove LJ. Multiple metabolic innovations and losses are associated with major transitions in land plant evolution. Curr Biol. 2020: 30(10): 1783– 1800.e11. 10.1016/j.cub.2020.02.086. 32220326 · DOI
  15. Cantalapiedra CP, Hernández-Plaza A, Letunic I, Bork P, Huerta-Cepas J. eggNOG-mapper v2: functional annotation, orthology assignments, and domain prediction at the metagenomic scale. Mol Biol Evol. 2021: 38(12): 5825– 5829. 10.1093/molbev/msab293. 34597405 PMC8662613 · DOI
  16. Challis R, Kumar S, Sotero-Caio C, Brown M, Blaxter M. Genomes on a tree (GoaT): a versatile, scalable search engine for genomic and sequencing project metadata across the eukaryotic tree of life. Wellcome Open Res. 2023: 8: 24. 10.12688/wellcomeopenres.18658.1. 36864925 PMC9971660 · DOI
  17. Chen J, Shishkin AA, Zhu X, Kadri S, Maza I, Guttman M, Hanna JH, Regev A, Garber M. Evolutionary analysis across mammals reveals distinct classes of long non-coding RNAs. Genome Biol. 2016: 17(1): 19. 10.1186/s13059-016-0880-9. 26838501 PMC4739325 · DOI
  18. Chorostecki U, Molina M, Pryszcz LP, Gabaldón T. Metaphors 2.0: integrative, phylogeny-based inference of orthology and paralogy across the tree of life. Nucleic Acids Res. 2020: 48(W1): W553– W557. 10.1093/nar/gkaa282. 32343307 PMC7319458 · DOI
  19. Chrisman B, He C, Jung J-Y, Stockham N, Paskov K, Washington P, Wall DP. The human “contaminome”: bacterial, viral, and computational contamination in whole genome sequences from 1000 families. Sci Rep. 2022: 12(1): 9863. 10.1038/s41598-022-13269-z. 35701436 PMC9198055 · DOI
  20. Coelho LP, Alves R, del Río ÁR, Myers PN, Cantalapiedra CP, Giner-Lamia J, Schmidt TS, Mende DR, Orakov A, Letunic I, et al Towards the biogeography of prokaryotic genes. Nature. 2022: 601(7892): 252– 256. 10.1038/s41586-021-04233-4. 34912116 PMC7613196 · DOI
  21. Collins G, Schneider C, Boštjančić LL, Burkhardt U, Christian A, Decker P, Ebersberger I, Hohberg K, Lecompte O, Merges D, et al The MetaInvert soil invertebrate genome resource provides insights into below-ground biodiversity and evolution. Commun Biol. 2023: 6(1): 1241. 10.1038/s42003-023-05621-4. 38066075 PMC10709333 · DOI
  22. Cosentino S, Sriswasdi S, Iwasaki W. SonicParanoid2: fast, accurate, and comprehensive orthology inference with machine learning and language models. Genome Biol. 2024: 25(1): 195. 10.1186/s13059-024-03298-4. 39054525 PMC11270883 · DOI · Paper page
  23. Cui X, Xue Y, McCormack C, Garces A, Rachman TW, Yi Y, Stolzer M, Durand D. Simulating domain architecture evolution. Bioinformatics. 2022: 38(Suppl. 1): i134– i142. 10.1093/bioinformatics/btac242. 35758772 PMC9236583 · DOI
  24. del Río ÁR, Giner-Lamia J, Cantalapiedra CP, Botas J, Deng Z, Hernández-Plaza A, Munar-Palmer M, Santamaría-Hernando S, Rodríguez-Herva JJ, Ruscheweyh H-J, et al Functional and evolutionary significance of unknown genes from uncultivated taxa. Nature. 2024: 626(7998): 377– 384. 10.1038/s41586-023-06955-z. 38109938 PMC10849945 · DOI
  25. Dembech E, Malatesta M, De Rito C, Mori G, Cavazzini D, Secchi A, Morandin F, Percudani R. Identification of hidden associations among eukaryotic genes through statistical analysis of coevolutionary transitions. Proc Natl Acad Sci U S A. 2023: 120(16): e2218329120. 10.1073/pnas.2218329120. 37043529 PMC10120013 · DOI
  26. Derelle R, Philippe H, Colbourne JK. Broccoli: combining phylogenetic and network analyses for orthology assignment. Mol Biol Evol. 2020: 37(11): 3389– 3396. 10.1093/molbev/msaa159. 32602888 · DOI
  27. Djahanschiri B, Di Venanzio G, Distel JS, Breisch J, Dieckmann MA, Goesmann A, Averhoff B, Göttig S, Wilharm G, Feldman MF, et al Evolutionarily stable gene clusters shed light on the common grounds of pathogenicity in the Acinetobacter calcoaceticus-baumannii complex. PLoS Genet. 2022: 18(6): e1010020. 10.1371/journal.pgen.1010020. 35653398 PMC9162365 · DOI
  28. Dosch J, Bergmann H, Tran V, Ebersberger I. FAS: assessing the similarity between proteins using multi-layered feature architectures. Bioinformatics. 2023: 39(5): btad226. 10.1093/bioinformatics/btad226. 37084276 PMC10185405 · DOI
  29. Emms DM, Kelly S. SHOOT: phylogenetic gene search and ortholog inference. Genome Biol. 2022: 23(1): 85. 10.1186/s13059-022-02652-8. 35346327 PMC8962542 · DOI · Paper page
  30. Fitch WM. Distinguishing homologous from analogous proteins. Syst Zool. 1970: 19(2): 99– 113. 10.2307/2412448. 5449325 · DOI · Paper page
  31. Foo A, Cerdeira L, Hughes GL, Heinz E. Recovery of metagenomic data from the Aedes aegypti microbiome using a reproducible snakemake pipeline: MINUUR. Wellcome Open Res. 2023: 8: 131. 10.12688/wellcomeopenres.19155.2. 37577055 PMC10412942 · DOI
  32. Fromm B, Høye E, Domanska D, Zhong X, Aparicio-Puerta E, Ovchinnikov V, Umu SU, Chabot PJ, Kang W, Aslanzadeh M, et al MirGeneDB 2.1: toward a complete sampling of all major animal phyla. Nucleic Acids Res. 2022: 50(D1): D204– D210. 10.1093/nar/gkab1101. 34850127 PMC8728216 · DOI · Paper page
  33. Fuentes D, Molina M, Chorostecki U, Capella-Gutiérrez S, Marcet-Houben M, Gabaldón T. PhylomeDB V5: an expanding repository for genome-wide catalogues of annotated gene phylogenies. Nucleic Acids Res. 2022: 50(D1): D1062– D1068. 10.1093/nar/gkab966. 34718760 PMC8728271 · DOI
  34. Gabaldón T, Koonin EV. Functional and evolutionary implications of gene orthology. Nat Rev Genet. 2013: 14(5): 360– 366. 10.1038/nrg3456. 23552219 PMC5877793 · DOI · Paper page
  35. Gabriel L, Brůna T, Hoff KJ, Ebel M, Lomsadze A, Borodovsky M, Stanke M. BRAKER3: Fully automated genome annotation using RNA-Seq and protein evidence with GeneMark-ETP, AUGUSTUS and TSEBRA. bioRxiv 544449. 10.1101/2023.06.10.544449, 29 February 2024, preprint: not peer reviewed. PMC11216308 38866550 · DOI
  36. Galperin MY, Wolf YI, Makarova KS, Vera Alvarez R, Landsman D, Koonin EV. COG database update: focus on microbial diversity, model organisms, and widespread pathogens. Nucleic Acids Res. 2021: 49(D1): D274– D281. 10.1093/nar/gkaa1018. 33167031 PMC7778934 · DOI
  37. Gaudet P, Livstone MS, Lewis SE, Thomas PD. Phylogenetic-based propagation of functional annotations within the gene ontology consortium. Brief Bioinform. 2011: 12(5): 449– 462. 10.1093/bib/bbr042. 21873635 PMC3178059 · DOI
  38. Gautreau G, Bazin A, Gachet M, Planel R, Burlot L, Dubois M, Perrin A, Médigue C, Calteau A, Cruveiller S, et al PPanGGOLiN: Depicting microbial diversity via a partitioned pangenome graph. PLoS Comput Biol. 2020: 16: e1007732. 10.1371/journal.pcbi.1007732. 32191703 PMC7108747 · DOI
  39. Grealey J, Lannelongue L, Saw W-Y, Marten J, Méric G, Ruiz-Carmona S, Inouye M. The carbon footprint of bioinformatics. Mol Biol Evol. 2022: 39(3): msac034. 10.1093/molbev/msac034. 35143670 PMC8892942 · DOI
  40. Grossart H-P, Massana R, McMahon KD, Walsh DA. Linking metagenomics to aquatic microbial ecology and biogeochemical cycles. Limnol Oceanogr. 2020: 65(S1): S2– S20. 10.1002/lno.11382. · DOI
  41. Guigó R. Genome annotation: from human genetics to biodiversity genomics. Cell Genom. 2023: 3(8): 100375. 10.1016/j.xgen.2023.100375. 37601977 PMC10435374 · DOI
  42. Heinzinger M, Littmann M, Sillitoe I, Bordin N, Orengo C, Rost B. Contrastive learning on protein embeddings enlightens midnight zone. NAR Genom Bioinform. 2022: 4(2): lqac043. 10.1093/nargab/lqac043. 35702380 PMC9188115 · DOI
  43. Hoff KJ, Lange S, Lomsadze A, Borodovsky M, Stanke M. BRAKER1: unsupervised RNA-Seq-based genome annotation with GeneMark-ET and AUGUSTUS. Bioinformatics. 2016: 32(5): 767– 769. 10.1093/bioinformatics/btv661. 26559507 PMC6078167 · DOI
  44. Hu Y, Comjean A, Mohr SE; The FlyBase Consortium; Perrimon N. Gene2Function: an integrated online resource for gene function discovery. G3 (Bethesda). 2017: 7(8): 2855– 2858. 10.1534/g3.117.043885. 28663344 PMC5555488 · DOI
  45. Hu Y, Flockhart I, Vinayagam A, Bergwitz C, Berger B, Perrimon N, Mohr SE. An integrative approach to ortholog prediction for disease-focused and other functional studies. BMC Bioinformatics. 2011: 12(1): 357. 10.1186/1471-2105-12-357. 21880147 PMC3179972 · DOI
  46. Hu Y, Tattikota SG, Liu Y, Comjean A, Gao Y, Forman C, Kim G, Rodiger J, Papatheodorou I, Dos Santos G, et al DRscDB: a single-cell RNA-seq resource for data mining and data comparison across species. Comput Struct Biotechnol J. 2021: 19: 2018– 2026. 10.1016/j.csbj.2021.04.021. 33995899 PMC8085783 · DOI
  47. Hu Y, Vinayagam A, Nand A, Comjean A, Chung V, Hao T, Mohr SE, Perrimon N. Molecular interaction search tool (MIST): an integrated resource for mining gene and protein interaction data. Nucleic Acids Res. 2018: 46(D1): D567– D574. 10.1093/nar/gkx1116. 29155944 PMC5753374 · DOI
  48. Illergård K, Ardell DH, Elofsson A. Structure is three to ten times more conserved than sequence–a study of structural response in protein cores. Proteins. 2009: 77(3): 499– 508. 10.1002/prot.22458. 19507241 · DOI
  49. Insana G, Martin MJ, Pearson WR. Improved selection of canonical proteins for reference proteomes. NAR Genom Bioinform. 2024: 6: lqae066. 10.1093/nargab/lqae066. 38863529 PMC11165316 · DOI
  50. Iruegas R, Pfefferle K, Göttig S, Averhoff B, Ebersberger I. Feature architecture aware phylogenetic profiling indicates a functional diversification of type IVa pili in the nosocomial pathogen Acinetobacter baumannii. PLoS Genet. 2023: 19(7): e1010646. 10.1371/journal.pgen.1010646. 37498819 PMC10374093 · DOI
  51. Irwin NAT, Pittis AA, Richards TA, Keeling PJ. Systematic evaluation of horizontal gene transfer between eukaryotes and viruses. Nat Microbiol. 2022: 7(2): 327– 336. 10.1038/s41564-021-01026-3. 34972821 · DOI
  52. Jain A, Perisa D, Fliedner F, von Haeseler A, Ebersberger I. The evolutionary traceability of a protein. Genome Biol Evol. 2019: 11(2): 531– 545. 10.1093/gbe/evz008. 30649284 PMC6394115 · DOI
  53. Jammali S, Aguilar J-D, Kuitche E, Ouangraoua A. SplicedFamAlign: CDS-to-gene spliced alignment and identification of transcript orthology groups. BMC Bioinformatics. 2019: 20(S3): 133. 10.1186/s12859-019-2647-2. 30925859 PMC6439985 · DOI
  54. Kalvari I, Nawrocki EP, Ontiveros-Palacios N, Argasinska J, Lamkiewicz K, Marz M, Griffiths-Jones S, Toffano-Nioche C, Gautheret D, Weinberg Z, et al Rfam 14: expanded coverage of metagenomic, viral and microRNA families. Nucleic Acids Res. 2021: 49(D1): D192– D200. 10.1093/nar/gkaa1047. 33211869 PMC7779021 · DOI
  55. Kulmanov M, Khan MA, Hoehndorf R. DeepGO: predicting protein functions from sequence and interactions using a deep ontology-aware classifier. Bioinformatics. 2018: 34: 660– 668. 10.1093/bioinformatics/btx624. 29028931 PMC5860606 · DOI · Paper page
  56. Kute PM, Soukarieh O, Tjeldnes H, Trégouët D-A, Valen E. Small open reading frames, how to find them and determine their function. Front Genet. 2021: 12: 796060. 10.3389/fgene.2021.796060. 35154250 PMC8831751 · DOI
  57. Kuzmin E, Taylor JS, Boone C. Retention of duplicated genes in evolution. Trends Genet. 2022: 38(1): 59– 72. 10.1016/j.tig.2021.06.016. 34294428 PMC8678172 · DOI
  58. Kuznetsov D, Tegenfeldt F, Manni M, Seppey M, Berkeley M, Kriventseva EV, Zdobnov EM. OrthoDB v11: annotation of orthologs in the widest sampling of organismal diversity. Nucleic Acids Res. 2023: 51(D1): D445– D451. 10.1093/nar/gkac998. 36350662 PMC9825584 · DOI
  59. Laiolo E, Alam I, Uludag M, Jamil T, Agusti S, Gojobori T, Acinas SG, Gasol JM, Duarte CM. Metagenomic probing toward an atlas of the taxonomic and metabolic foundations of the global ocean genome. Front Sci. 2024: 1: 1038696. 10.3389/fsci.2023.1038696. · DOI
  60. Langschied F, Leisegang MS, Brandes RP, Ebersberger I. ncOrtho: efficient and reliable identification of miRNA orthologs. Nucleic Acids Res. 2023: 51(13): e71. 10.1093/nar/gkad467. 37260093 PMC10359484 · DOI
  61. Lannelongue L, Aronson H-EG, Bateman A, Birney E, Caplan T, Juckes M, McEntyre J, Morris AD, Reilly G, Inouye M. GREENER principles for environmentally sustainable computational science. Nat Comput Sci. 2023: 3(6): 514– 521. 10.1038/s43588-023-00461-y. 38177425 · DOI
  62. Laurent JM, Garge RK, Teufel AI, Wilke CO, Kachroo AH, Marcotte EM. Humanization of yeast genes with multiple human orthologs reveals functional divergence between paralogs. PLoS Biol. 2020: 18(5): e3000627. 10.1371/journal.pbio.3000627. 32421706 PMC7259792 · DOI
  63. Leigh DM, Hendry AP, Vázquez-Domínguez E, Friesen VL. Estimated six per cent loss of genetic variation in wild populations since the industrial revolution. Evol Appl. 2019: 12(8): 1505– 1512. 10.1111/eva.12810. 31462910 PMC6708419 · DOI
  64. Lewin HA, Richards S, Lieberman Aiden E, Allende ML, Archibald JM, Bálint M, Barker KB, Baumgartner B, Belov K, Bertorelle G, et al The Earth BioGenome Project 2020: starting the clock. Proc Natl Acad Sci U S A. 2022: 119(4): e2115635118. 10.1073/pnas.2115635118. 35042800 PMC8795548 · DOI
  65. Linard B, Ebersberger I, McGlynn SE, Glover N, Mochizuki T, Patricio M, Lecompte O, Nevers Y, Thomas PD, Gabaldón T, et al Ten years of collaborative progress in the quest for orthologs. Mol Biol Evol. 2021: 38(8): 3033– 3045. 10.1093/molbev/msab098. 33822172 PMC8321534 · DOI · Paper page
  66. Louca S, Polz MF, Mazel F, Albright MBN, Huber JA, Connor O, Ackermann MI, Hahn M, Srivastava AS, Crowe DS, et al Function and functional redundancy in microbial systems. Nat Ecol Evol. 2018: 2(6): 936– 943. 10.1038/s41559-018-0519-1. 29662222 · DOI
  67. Manni M, Berkeley MR, Seppey M, Zdobnov EM. BUSCO: assessing genomic data quality and beyond. Curr Protoc. 2021: 1(12): e323. 10.1002/cpz1.323. 34936221 · DOI
  68. Manuel JM, Guilloy N, Khatir I, Roucou X, Laurent B. Re-evaluating the impact of alternative RNA splicing on proteomic diversity. Front Genet. 2023: 14: 1089053. 10.3389/fgene.2023.1089053. 36845399 PMC9947481 · DOI
  69. Marcet-Houben M, Collado-Cala I, Fuentes-Palacios D, Gómez AD, Molina M, Garisoain-Zafra A, Chorostecki U, Gabaldón T. EvolClustDB: exploring eukaryotic gene clusters with evolutionarily conserved genomic neighbourhoods. J Mol Biol. 2023: 435(14): 168013. 10.1016/j.jmb.2023.168013. 36806474 · DOI
  70. Martelossi J, Nicolini F, Subacchi S, Pasquale D, Ghiselli F, Luchetti A. Multiple and diversified transposon lineages contribute to early and recent bivalve genome evolution. BMC Biol. 2023: 21(1): 145. 10.1186/s12915-023-01632-z. 37365567 PMC10294476 · DOI
  71. Mattick JS, Amaral PP, Carninci P, Carpenter S, Chang HY, Chen L-L, Chen R, Dean C, Dinger ME, Fitzgerald KA, et al Long non-coding RNAs: definitions, functions, challenges and recommendations. Nat Rev Mol Cell Biol. 2023: 24(6): 430– 447. 10.1038/s41580-022-00566-8. 36596869 PMC10213152 · DOI
  72. McInerney JO, McNally A, O’Connell MJ. Why prokaryotes have pangenomes. Nat Microbiol. 2017: 2(4): 17040. 10.1038/nmicrobiol.2017.40. 28350002 · DOI
  73. Mendes de Farias T, Wollbrett J, Robinson-Rechavi M, Bastian F. Lessons learned to boost a bioinformatics knowledge base reusability, the Bgee experience. Gigascience. 2022: 12: giad058. 10.1093/gigascience/giad058. 37589308 PMC10433096 · DOI
  74. Miller D, Stern A, Burstein D. Deciphering microbial gene function using natural language processing. Nat Commun. 2022: 13(1): 5731. 10.1038/s41467-022-33397-4. 36175448 PMC9523054 · DOI
  75. Mirdita M, Steinegger M, Breitwieser F, Söding J, Levy Karin E. Fast and sensitive taxonomic assignment to metagenomic contigs. Bioinformatics. 2021: 37(18): 3029– 3031. 10.1093/bioinformatics/btab184. 33734313 PMC8479651 · DOI
  76. Moi D, Dessimoz C. Reconstructing protein interactions across time using phylogeny-aware graph neural networks. bioRxiv 501014. 10.1101/2022.07.21.501014, 22 July 2022, preprint: not peer reviewed. · DOI
  77. Moi D, Dessimoz C. Phylogenetic profiling in eukaryotes comes of age. Proc Natl Acad Sci U S A. 2023: 120(19): e2305013120. 10.1073/pnas.2305013120. 37126713 PMC10175774 · DOI
  78. Montañés JC, Huertas M, Messeguer X, Albà MM. Evolutionary trajectories of new duplicated and putative De Novo genes. Mol Biol Evol. 2023: 40(5): msad098. 10.1093/molbev/msad098. 37139943 PMC10182736 · DOI
  79. Nevers Y, Glover NM, Dessimoz C, Lecompte O. Protein length distribution is remarkably uniform across the tree of life. Genome Biol. 2023: 24(1): 135. 10.1186/s13059-023-02973-2. 37291671 PMC10251718 · DOI · Paper page
  80. Nevers Y, Jones TEM, Jyothi D, Yates B, Ferret M, Portell-Silva L, Codo L, Cosentino S, Marcet-Houben M, Vlasova A, et al The quest for orthologs orthology benchmark service in 2022. Nucleic Acids Res. 2022: 50(W1): W623– W632. 10.1093/nar/gkac330. 35552456 PMC9252809 · DOI · Paper page
  81. Nevers Y, Warwick Vesztrocy A, Rossier V, Train C-M, Altenhoff A, Dessimoz C, Glover NM. Quality assessment of gene repertoire annotations with OMArk. Nat Biotechnol. 2024. 10.1038/s41587-024-02147-w. PMC11738984 38383603 · DOI · Paper page
  82. Ocaña-Pallarès E, Williams TA, López-Escardó D, Arroyo AS, Pathmanathan JS, Bapteste E, Tikhonenkov DV, Keeling PJ, Szöllősi GJ, Ruiz-Trillo I. Divergent genomic trajectories predate the origin of animals and fungi. Nature. 2022: 609(7928): 747– 753. 10.1038/s41586-022-05110-4. 36002568 PMC9492541 · DOI
  83. Pasolli E, Asnicar F, Manara S, Zolfo M, Karcher N, Armanini F, Beghini F, Manghi P, Tett A, Ghensi P, et al Extensive unexplored human microbiome diversity revealed by over 150,000 genomes from metagenomes spanning age, geography, and lifestyle. Cell. 2019: 176(3): 649– 662.e20. 10.1016/j.cell.2019.01.001. 30661755 PMC6349461 · DOI · Paper page
  84. Persson E, Kaduk M, Forslund SK, Sonnhammer ELL. Domainoid: domain-oriented orthology inference. BMC Bioinformatics. 2019: 20(1): 523. 10.1186/s12859-019-3137-2. 31660857 PMC6816169 · DOI
  85. Persson E, Sonnhammer ELL. InParanoiDB 9: ortholog groups for protein domains and full-length proteins. J Mol Biol. 2023: 435(14): 168001. 10.1016/j.jmb.2023.168001. 36764355 · DOI
  86. Pilling D, Bélanger J, Hoffmann I. Declining biodiversity for food and agriculture needs urgent global action. Nat Food. 2020: 1(3): 144– 147. 10.1038/s43016-020-0040-y. · DOI
  87. Pueyo JI, Magny EG, Couso JP. New peptides under the s(ORF)ace of the genome. Trends Biochem Sci. 2016: 41(8): 665– 678. 10.1016/j.tibs.2016.05.003. 27261332 · DOI
  88. Rocha EPC. Inference and analysis of the relative stability of bacterial chromosomes. Mol Biol Evol. 2006: 23(3): 513– 522. 10.1093/molbev/msj052. 16280545 · DOI
  89. Rodriguez JM, Pozo F, Cerdán-Vélez D, Di Domenico T, Vázquez J, Tress ML. APPRIS: selecting functionally important isoforms. Nucleic Acids Res. 2022: 50(D1): D54– D59. 10.1093/nar/gkab1058. 34755885 PMC8728124 · DOI
  90. Ross CJ, Rom A, Spinrad A, Gelbard-Solodkin D, Degani N, Ulitsky I. Uncovering deeply conserved motif combinations in rapidly evolving noncoding sequences. Genome Biol. 2021: 22(1): 29. 10.1186/s13059-020-02247-1. 33430943 PMC7798263 · DOI
  91. Rossier V, Warwick Vesztrocy A, Robinson-Rechavi M, Dessimoz C. OMAmer: tree-driven and alignment-free protein assignment to subfamilies outperforms closest sequence approaches. Bioinformatics. 2021: 37(18): 2866– 2873. 10.1093/bioinformatics/btab219. 33787851 PMC8479680 · DOI
  92. Ruperti F, Papadopoulos N, Musser JM, Mirdita M, Steinegger M, Arendt D. Cross-phyla protein annotation by structural prediction and alignment. Genome Biol. 2023: 24(1): 113. 10.1186/s13059-023-02942-9. 37173746 PMC10176882 · DOI · Paper page
  93. Santarella-Mellwig R, Franke J, Jaedicke A, Gorjánácz M, Bauer U, Budd A, Mattaj IW, Devos DP. The compartmentalized bacteria of the planctomycetes-verrucomicrobia-chlamydiae superphylum have membrane coat-like proteins. PLoS Biol. 2010: 8(1): e1000281. 10.1371/journal.pbio.1000281. 20087413 PMC2799638 · DOI
  94. Schmitt T, Messina DN, Schreiber F, Sonnhammer ELL. Letter to the editor: SeqXML and OrthoXML: standards for sequence and orthology information. Brief Bioinform. 2011: 12(5): 485– 488. 10.1093/bib/bbr025. 21666252 · DOI
  95. Sheikhizadeh Anari S, de Ridder D, Schranz ME, Smit S. Efficient inference of homologs in large eukaryotic pan-proteomes. BMC Bioinformatics. 2018: 19(1): 340. 10.1186/s12859-018-2362-4. 30257640 PMC6158922 · DOI
  96. Sima AC, Mendes de Farias T, Zbinden E, Anisimova M, Gil M, Stockinger H, Stockinger K, Robinson-Rechavi M, Dessimoz C. Enabling semantic queries across federated bioinformatics databases. Database. 2019: 2019: baz106. 10.1093/database/baz106. 31697362 PMC6836710 · DOI
  97. Slavoff SA, Mitchell AJ, Schwaid AG, Cabili MN, Ma J, Levin JZ, Karger AD, Budnik BA, Rinn JL, Saghatelian A. Peptidomic discovery of short open reading frame–encoded peptides in human cells. Nat Chem Biol. 2013: 9(1): 59– 64. 10.1038/nchembio.1120. 23160002 PMC3625679 · DOI
  98. Stamboulian M, Guerrero RF, Hahn MW, Radivojac P. The ortholog conjecture revisited: the value of orthologs and paralogs in function prediction. Bioinformatics. 2020: 36(Suppl. 1): i219– i226. 10.1093/bioinformatics/btaa468. 32657391 PMC7355290 · DOI
  99. Supple MA, Shapiro B. Conservation of biodiversity in the genomics era. Genome Biol. 2018: 19(1): 131. 10.1186/s13059-018-1520-3. 30205843 PMC6131752 · DOI
  100. The Alliance of Genome Resources Consortium. Alliance of genome resources portal: unified model organism research platform. Nucleic Acids Res. 2020: 48(D1): D650– D658. 10.1093/nar/gkz813. 31552413 PMC6943066 · DOI
  101. Thomas PD, Ebert D, Muruganujan A, Mushayahama T, Albou L-P, Mi H. PANTHER: making genome-scale phylogenetics accessible to all. Protein Sci. 2022: 31(1): 8– 22. 10.1002/pro.4218. 34717010 PMC8740835 · DOI · Paper page
  102. Uchiyama I, Mihara M, Nishide H, Chiba H, Kato M. MBGD update 2018: microbial genome database based on hierarchical orthology relations covering closely related and distantly related comparisons. Nucleic Acids Res. 2019: 47(D1): D382– D389. 10.1093/nar/gky1054. 30462302 PMC6324027 · DOI
  103. Umu SU, Paynter VM, Trondsen H, Buschmann T, Rounge TB, Peterson KJ, Fromm B. Accurate microRNA annotation of animal genomes using trained covariance models of curated microRNA complements in MirMachine. Cell Genom. 2023: 3(8): 100348. 10.1016/j.xgen.2023.100348. 37601971 PMC10435380 · DOI
  104. Weisman CM, Murray AW, Eddy SR. Many, but not all, lineage-specific genes can be explained by homology detection failure. PLoS Biol. 2020: 18(11): e3000862. 10.1371/journal.pbio.3000862. 33137085 PMC7660931 · DOI
  105. Wright MW, Eyre TA, Lush MJ, Povey S, Bruford EA. HCOP: the HGNC comparison of orthology predictions search tool. Mamm Genome. 2005: 16(11): 827– 828. 10.1007/s00335-005-0103-2. 16284797 · DOI
  106. Zhou B, Ji B, Liu K, Hu G, Wang F, Chen Q, Yu R, Huang P, Ren J, Guo C, et al EVLncRNAs 2.0: an updated database of manually curated functional long non-coding RNAs validated by low-throughput experiments. Nucleic Acids Res. 2021: 49(D1): D86– D91. 10.1093/nar/gkaa1076. 33221906 PMC7778902 · DOI

Cited by

Sorted by citations

Authors
Langschied, F., Bordin, N., Cosentino, S., Fuentes-Palacios, D., Glover, N., Hiller, M., Hu, Y., Huerta-Cepas, J., Coelho, L. P., Iwasaki, W., Majidian, S., Manzano-Morales, S., Persson, E., Richards, T. A., Gabaldón, T., Sonnhammer, E., Thomas, P. D., Dessimoz, C., & Ebersberger, I.
Affiliations
  • Goethe University Frankfurt (DE)
  • Institute of Structural and Molecular Biology (GB)
  • The University of Tokyo (JP)
  • Barcelona Supercomputing Center (BSC-CNS) , 08034 Barcelona ,
  • SIB Swiss Institute of Bioinformatics (CH)
  • Harvard University (US)
  • Centro de Biotecnología y Genómica de Plantas, Universidad Politécnica de Madrid (UPM) - Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA-CSIC), Campus de Montegancedo-UPM , Madrid ,
  • Translational Research Institute (AU)
  • Barcelona Supercomputing Center (ES)
  • Stockholm University (SE)
  • University of Oxford (GB)
  • Institució Catalana de Recerca i Estudis Avançats (ES)
  • University of Southern California (US)
Corresponding author
  • Langschied, Felix
  • Ebersberger, Ingo
Venue
Genome Biology and Evolution
Published
2024-10
Volume
16
Issue
10
ISSN
1759-6653 (ISSN-L)
OpenAlex
W4403432206
Cited by
26
References
11
Citations by year
2026: 15 · 2025: 11
FWCI
1.02
Type
journal article
Language
en
Open access
Locations
  • Genome Biology and Evolution (publishedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • Oxford University Research Archive (ORA) (University of Oxford) (publishedVersion)
  • DIGITAL.CSIC (Spanish National Research Council (CSIC)) (submittedVersion, cc-by)
  • SERVAL (Université de Lausanne) (submittedVersion, cc-by)
  • IRIS (submittedVersion, cc-by)
  • Padua Research Archive (University of Padova) (submittedVersion, cc-by)
Funders
  • Landes-Offensive zur Entwicklung Wissenschaftlich-ökonomischer Exzellenz
  • LOEWE
  • Translational Biodiversity Genomics
  • TBG
  • Swiss National Science Foundation (205085), 199775))
  • Swiss Institute of Bioinformatics
  • Royal Society University Research Fellowship (URF\R\191005)
  • Wellcome Trust (221327/Z/20/Z))
  • Swedish Research Council (2019-04095)
  • Ministry of Science and Innovation (PID2021-126067NB-I00, CPP2021-008552, PCI2022-135066-2, PDC2022-133266-I00)
  • Catalan Research Agency
  • AGAUR (SGR01551)
  • European Union's Horizon 2020 Research and Innovation Programme (ERC-2016-724173)
  • Gordon and Betty Moore Foundation (GBMF9742)
  • “La Caixa” foundation (LCF/PR/HR21/00737)
  • Instituto de Salud Carlos III (IMPACT Grant IMP/00019, CIBERINFEC CB21/13/00061-ISCIII-SGEFI/ERDF)
  • National Programme for Fostering Excellence in Scientific and Technical Research (MCIN/AEI/10.13039/501100011033/)
  • FEDER
  • Una manera de hacer Europa (PID2021-127210NB-I00)
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Phylogenetic Studies
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Bioinformatics and Genomic Networks
  • Life Sciences › Agricultural and Biological Sciences › Plant Science › Chromosomal and Genetic Variations
Keywords
ortholog identification, biodiversity genomics, genome annotation, protein domains, alternative splicing, novel gene families, protein structure prediction, FAIR principles, comparative genomics, evolution education
MeSH terms
Animals, Evolution, Molecular, Computational Biology, Genomics, Biodiversity, Molecular Sequence Annotation

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review