Quest for Orthologs in the Era of Biodiversity Genomics
Open accessAbstract
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.
Integrity signals
Registry
Cites
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.
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.”
From OrthoFinder: improved phylogenetic orthology inference with enhanced accuracy and scalability (2026) · cites this paper as [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
The FAIR Guiding Principles for scientific data management and stewardship
Wilkinson, M. D., Dumontier, M., Aalbersberg, I. J., Appleton, G., Axton, M., Baak, A., Blomberg, N., Boiten, J.-W., da Silva Santos, L. B., Bourne, P. E., et al. (2016) · Scientific Data · doi:10.1038/sdata.2016.18 · Cited by 18,423 · cited 2× · see citing works
“Finally, orthology assignments should be FAIR (C5) (Wilkinson et al. 2016).”
BackgroundMethodKEGG for taxonomy-based analysis of pathways and genomes
Kanehisa, M., Furumichi, M., Sato, Y., Kawashima, M., & Ishiguro-Watanabe, M. (2023) · Nucleic Acids Research · doi:10.1093/nar/gkac963 · Cited by 5,833 · see citing works
Fast and accurate protein structure search with Foldseek
van Kempen, M., Kim, S. S., Tumescheit, C., Mirdita, M., Lee, J., Gilchrist, C. L. M., Söding, J., & Steinegger, M. (2022) · doi:10.1101/2022.02.07.479398 · Cited by 2,598 · see citing works
Fast and accurate protein structure search with Foldseek
van Kempen, M., Kim, S. S., Tumescheit, C., Mirdita, M., Lee, J., Gilchrist, C. L. M., Söding, J., & Steinegger, M. (2024) · Nature Biotechnology · doi:10.1038/s41587-023-01773-0 · Cited by 2,596 · see citing works
Varadi, M., Bertoni, D., Magana, P., Paramval, U., Pidruchna, I., Radhakrishnan, M., Tsenkov, M., Nair, S., Mirdita, M., Yeo, J., et al. (2024) · Nucleic Acids Research · doi:10.1093/nar/gkad1011 · Cited by 2,052 · see citing works
Sea Anemone Genome Reveals Ancestral Eumetazoan Gene Repertoire and Genomic Organization
Putnam, N. H., Srivastava, M., Hellsten, U., Dirks, B., Chapman, J., Salamov, A., Terry, A., Shapiro, H., Lindquist, E., Kapitonov, V. V., et al. (2007) · Science · doi:10.1126/science.1139158 · Cited by 1,555 · see citing works
A draft human pangenome reference.
Liao, W.-W., Asri, M., Ebler, J., Doerr, D., Haukness, M., Hickey, G., Lu, S., Lucas, J. K., Monlong, J., Abel, H. J., et al. (2023) · Nature · doi:10.1038/s41586-023-05896-x · Cited by 1,129 · see citing works
A joint NCBI and EMBL-EBI transcript set for clinical genomics and research
Morales, J., Pujar, S., Loveland, J. E., Astashyn, A., Bennett, R., Berry, A., Cox, E., Davidson, C., Ermolaeva, O., Farrell, C. M., et al. (2022) · Nature · doi:10.1038/s41586-022-04558-8 · Cited by 571 · see citing works
Small Proteins Can No Longer Be Ignored
Storz, G., Wolf, Y. I., & Ramamurthi, K. S. (2014) · Annual Review of Biochemistry · doi:10.1146/annurev-biochem-070611-102400 · Cited by 359 · see citing works
Eizenga, J. M., Novak, A. M., Sibbesen, J. A., Heumos, S., Ghaffaari, A., Hickey, G., Chang, X., Seaman, J. D., Rounthwaite, R., Ebler, J., et al. (2020) · Annual Review of Genomics and Human Genetics · doi:10.1146/annurev-genom-120219-080406 · Cited by 320 · see citing works
Integrating gene annotation with orthology inference at scale
Kirilenko, B. M., Munegowda, C., Osipova, E., Jebb, D., Sharma, V., Blumer, M., Morales, A. E., Ahmed, A.-W., Kontopoulos, D.-G., Hilgers, L., et al. (2023) · Science · doi:10.1126/science.abn3107 · Cited by 209 · see citing works
Self-citation
Flagged first, then by citations
Research works printed but not linked: 106
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- Fitch WM. Distinguishing homologous from analogous proteins. Syst Zool. 1970: 19(2): 99– 113. 10.2307/2412448. 5449325 · DOI · Paper page
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- McInerney JO, McNally A, O’Connell MJ. Why prokaryotes have pangenomes. Nat Microbiol. 2017: 2(4): 17040. 10.1038/nmicrobiol.2017.40. 28350002 · DOI
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
OrthoFinder: improved phylogenetic orthology inference with enhanced accuracy and scalability
Emms, D. M., Liu, Y., Belcher, L., Holmes, J., & Kelly, S. (2026) · Nature Methods · doi:10.1038/s41592-026-03126-6 · Cited by 25 · see citing works
- 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
- ORCID
- Langschied, Felix
- Bordin, Nicola
- Cosentino, Salvatore
- Fuentes-Palacios, Diego
- Glover, Natasha
- Hiller, Michael
- Hu, Yanhui
- Huerta-Cepas, Jaime
- Coelho, Luis Pedro
- Iwasaki, Wataru
- Majidian, Sina
- Manzano-Morales, Saioa
- Persson, Emma
- Richards, Thomas A
- Gabaldón, Toni
- Sonnhammer, Erik
- Thomas, Paul D
- Dessimoz, Christophe
- Ebersberger, Ingo
- Venue
- Genome Biology and Evolution
- Publisher
- Oxford University Press (OUP)
- Published
- 2024-10
- Volume
- 16
- Issue
- 10
- ISSN
- 1759-6653 (ISSN-L)
- PMC
- PMC11523110
- OpenAlex
- W4403432206
- Cited by
- 26
- References
- 11
- Citations by year
- 2026: 15 · 2025: 11
- FWCI
- 1.02
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- 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