The University of Southampton
University of Southampton Institutional Repository

A compendium of human gene functions derived from evolutionary modelling

A compendium of human gene functions derived from evolutionary modelling
A compendium of human gene functions derived from evolutionary modelling
A comprehensive, computable representation of the functional repertoire of all macromolecules encoded within the human genome is a foundational resource for biology and biomedical research. The Gene Ontology Consortium has been working towards this goal by generating a structured body of information about gene functions, which now includes experimental findings reported in more than 175,000 publications for human genes and genes in experimentally tractable model organisms1,2. Here, we describe the results of a large, international effort to integrate all of these findings to create a representation of human gene functions that is as complete and accurate as possible. Specifically, we apply an expert-curated, explicit evolutionary modelling approach to all human protein-coding genes. This approach integrates available experimental information across families of related genes into models that reconstruct the gain and loss of functional characteristics over evolutionary time. The models and the resulting set of 68,667 integrated gene functions cover approximately 82% of human protein-coding genes. The functional repertoire reveals a marked preponderance of molecular regulatory functions, and the models provide insights into the evolutionary origins of human gene functions. We show that our set of descriptions of functions can improve the widely used genomic technique of Gene Ontology enrichment analysis. The experimental evidence for each functional characteristic is recorded, thereby enabling the scientific community to help review and improve the resource, which we have made publicly available.
0028-0836
146-154
Feuermann, Marc
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Mi, Huaiyu
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Gaudet, Pascale
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Muruganujan, Anushya
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Lewis, Suzanna e.
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Ebert, Dustin
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Mushayahama, Tremayne
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Aleksander, Suzanne a.
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Balhoff, James
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Carbon, Seth
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Cherry, J. michael
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Drabkin, Harold j.
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Harris, Nomi l.
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Hill, David p.
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Lee, Raymond
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Logie, Colin
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Moxon, Sierra
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Mungall, Christopher j.
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Sternberg, Paul w.
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Van auken, Kimberly
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Ramsey, Jolene
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Siegele, Deborah a.
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Chisholm, Rex l.
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Fey, Petra
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Giglio, Michelle
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Nadendla, Suvarna
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Antonazzo, Giulia
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Brown, Nicholas h.
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Garapati, Phani v.
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Marygold, Steven
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Ahmed, Saadullah h.
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Asanitthong, Praoparn
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Buitrago, Diana luna
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Erdol, Meltem n.
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Gage, Matthew c.
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Huang, Siyao
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Kadhum, Mohamed ali
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Li, Kan yan chloe
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Long, Miao
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Michalak, Aleksandra
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Su, Renzhi
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Xu, Qianhan
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Lovering, Ruth c.
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Blake, Judith
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Christie, Karen
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Corbani, Lori
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Dolan, Mary e.
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Ni, Li
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Sitnikov, Dmitry
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Smith, Cynthia
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Lera-Ramirez, Manuel
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Rutherford, Kim
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Wood, Valerie
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Hayman, G. thomas
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Kaldunski, Mary l.
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Kwitek, Anne e.
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Laulederkind, Stanley j. f.
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Smith, Jennifer r.
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Tutaj, Marek a.
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Vedi, Mahima
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Wang, Shur-Jen
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Engel, Stacia r.
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Karra, Kalpana
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Miyasato, Stuart r.
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Nash, Robert s.
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Skrzypek, Marek s.
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Weng, Shuai
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Wong, Edith d.
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Achsel, Tilmann
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Andres-Alonso, Maria
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Bagni, Claudia
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Bayés, Àlex
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Biederer, Thomas
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Brose, Nils
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Chua, John jia en
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Coba, Marcelo p.
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Cornelisse, L. niels
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De juan-Sanz, Jaime
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Goldschmidt, Hana l.
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Gundelfinger, Eckart d.
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Huganir, Richard l.
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Imig, Cordelia
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Jahn, Reinhard
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Jung, Hwajin
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Kim, Eunjoon
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Koopmans, Frank
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Kreutz, Michael r.
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Lipstein, Noa
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Macgillavry, Harold d.
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Mcpherson, Peter s.
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O’connor, Vincent
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Pielot, Rainer
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Ryan, Timothy a.
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Sala, Carlo
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Sheng, Morgan
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Smalla, Karl-Heinz
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Smit, A. b.
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Van weering, Jan r. t.
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Verhage, Matthijs
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Verpelli, Chiara
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Bakker, Erika
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Berardini, Tanya z.
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Reiser, Leonore
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Auchincloss, Andrea
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Axelsen, Kristian
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Argoud-Puy, Ghislaine
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Bridge, Alan
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Casals-Casas, Cristina
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Estreicher, Anne
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Famiglietti, Maria livia
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Gos, Arnaud
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Le mercier, Philippe
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Lieberherr, Damien
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Bye-A-Jee, Hema
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Denny, Paul
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Ignatchenko, Alexandr
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Lock, Antonia
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Lussi, Yvonne
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Magrane, Michele
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Raposo, Pedro
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Tyagi, Nidhi
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Warner, Kate
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Zaru, Rossana
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Chan, Juancarlos
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Diamantakis, Stavros
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Raciti, Daniela
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Fisher, Malcolm
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James-Zorn, Christina
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Ruzicka, Leyla
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Westerfield, Monte
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Thomas, Paul d.
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Feuermann, Marc
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Mi, Huaiyu
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Gaudet, Pascale
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Muruganujan, Anushya
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Lewis, Suzanna e.
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Ebert, Dustin
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Mushayahama, Tremayne
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Aleksander, Suzanne a.
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Balhoff, James
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Carbon, Seth
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Cherry, J. michael
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Drabkin, Harold j.
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Harris, Nomi l.
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Hill, David p.
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Lee, Raymond
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Logie, Colin
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Moxon, Sierra
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Mungall, Christopher j.
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Sternberg, Paul w.
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Van auken, Kimberly
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Ramsey, Jolene
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Siegele, Deborah a.
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Chisholm, Rex l.
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Fey, Petra
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Giglio, Michelle
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Nadendla, Suvarna
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Antonazzo, Giulia
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Attrill, Helen
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Brown, Nicholas h.
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Garapati, Phani v.
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Marygold, Steven
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Ahmed, Saadullah h.
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Asanitthong, Praoparn
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Buitrago, Diana luna
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Erdol, Meltem n.
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Gage, Matthew c.
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Huang, Siyao
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Kadhum, Mohamed ali
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Li, Kan yan chloe
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Long, Miao
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Michalak, Aleksandra
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Pesala, Angeline
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Pritazahra, Armalya
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Saverimuttu, Shirin c. c.
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Su, Renzhi
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Xu, Qianhan
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Lovering, Ruth c.
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Blake, Judith
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Christie, Karen
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Corbani, Lori
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Dolan, Mary e.
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Ni, Li
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Sitnikov, Dmitry
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Smith, Cynthia
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Lera-Ramirez, Manuel
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Rutherford, Kim
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Wood, Valerie
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D’eustachio, Peter
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Demos, Wendy m.
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De pons, Jeffrey l.
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Dwinell, Melinda r.
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Hayman, G. thomas
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Feuermann, Marc, Mi, Huaiyu, Gaudet, Pascale, Muruganujan, Anushya, Lewis, Suzanna e., Ebert, Dustin, Mushayahama, Tremayne, Aleksander, Suzanne a., Balhoff, James, Carbon, Seth, Cherry, J. michael, Drabkin, Harold j., Harris, Nomi l., Hill, David p., Lee, Raymond, Logie, Colin, Moxon, Sierra, Mungall, Christopher j., Sternberg, Paul w., Van auken, Kimberly, Ramsey, Jolene, Siegele, Deborah a., Chisholm, Rex l., Fey, Petra, Giglio, Michelle, Nadendla, Suvarna, Antonazzo, Giulia, Attrill, Helen, Brown, Nicholas h., Garapati, Phani v., Marygold, Steven, Ahmed, Saadullah h., Asanitthong, Praoparn, Buitrago, Diana luna, Erdol, Meltem n., Gage, Matthew c., Huang, Siyao, Kadhum, Mohamed ali, Li, Kan yan chloe, Long, Miao, Michalak, Aleksandra, Pesala, Angeline, Pritazahra, Armalya, Saverimuttu, Shirin c. c., Su, Renzhi, Xu, Qianhan, Lovering, Ruth c., Blake, Judith, Christie, Karen, Corbani, Lori, Dolan, Mary e., Ni, Li, Sitnikov, Dmitry, Smith, Cynthia, Lera-Ramirez, Manuel, Rutherford, Kim, Wood, Valerie, D’eustachio, Peter, Demos, Wendy m., De pons, Jeffrey l., Dwinell, Melinda r., Hayman, G. thomas, Kaldunski, Mary l., Kwitek, Anne e., Laulederkind, Stanley j. f., Smith, Jennifer r., Tutaj, Marek a., Vedi, Mahima, Wang, Shur-Jen, Engel, Stacia r., Karra, Kalpana, Miyasato, Stuart r., Nash, Robert s., Skrzypek, Marek s., Weng, Shuai, Wong, Edith d., Achsel, Tilmann, Andres-Alonso, Maria, Bagni, Claudia, Bayés, Àlex, Biederer, Thomas, Brose, Nils, Chua, John jia en, Coba, Marcelo p., Cornelisse, L. niels, De juan-Sanz, Jaime, Goldschmidt, Hana l., Gundelfinger, Eckart d., Huganir, Richard l., Imig, Cordelia, Jahn, Reinhard, Jung, Hwajin, Kaeser, Pascal s., Kim, Eunjoon, Koopmans, Frank, Kreutz, Michael r., Lipstein, Noa, Macgillavry, Harold d., Mcpherson, Peter s., O’connor, Vincent, Pielot, Rainer, Ryan, Timothy a., Sala, Carlo, Sheng, Morgan, Smalla, Karl-Heinz, Smit, A. b., Toonen, Ruud f., Van weering, Jan r. t., Verhage, Matthijs, Verpelli, Chiara, Bakker, Erika, Berardini, Tanya z., Reiser, Leonore, Auchincloss, Andrea, Axelsen, Kristian, Argoud-Puy, Ghislaine, Blatter, Marie-Claude, Boutet, Emmanuel, Breuza, Lionel, Bridge, Alan, Casals-Casas, Cristina, Coudert, Elisabeth, Estreicher, Anne, Famiglietti, Maria livia, Gos, Arnaud, Gruaz-Gumowski, Nadine, Hulo, Chantal, Hyka-Nouspikel, Nevila, Jungo, Florence, Le mercier, Philippe, Lieberherr, Damien, Masson, Patrick, Morgat, Anne, Pedruzzi, Ivo, Pourcel, Lucille, Poux, Sylvain, Rivoire, Catherine, Sundaram, Shyamala, Bowler-Barnett, Emily, Bye-A-Jee, Hema, Denny, Paul, Ignatchenko, Alexandr, Ishtiaq, Rizwan, Lock, Antonia, Lussi, Yvonne, Magrane, Michele, Martin, Maria j., Orchard, Sandra, Raposo, Pedro, Speretta, Elena, Tyagi, Nidhi, Warner, Kate, Zaru, Rossana, Chan, Juancarlos, Diamantakis, Stavros, Raciti, Daniela, Fisher, Malcolm, James-Zorn, Christina, Ponferrada, Virgilio, Zorn, Aaron, Ramachandran, Sridhar, Ruzicka, Leyla, Westerfield, Monte and Thomas, Paul d. (2025) A compendium of human gene functions derived from evolutionary modelling. Nature, 640 (8057), 146-154, [244]. (doi:10.1038/s41586-025-08592-0).

Record type: Article

Abstract

A comprehensive, computable representation of the functional repertoire of all macromolecules encoded within the human genome is a foundational resource for biology and biomedical research. The Gene Ontology Consortium has been working towards this goal by generating a structured body of information about gene functions, which now includes experimental findings reported in more than 175,000 publications for human genes and genes in experimentally tractable model organisms1,2. Here, we describe the results of a large, international effort to integrate all of these findings to create a representation of human gene functions that is as complete and accurate as possible. Specifically, we apply an expert-curated, explicit evolutionary modelling approach to all human protein-coding genes. This approach integrates available experimental information across families of related genes into models that reconstruct the gain and loss of functional characteristics over evolutionary time. The models and the resulting set of 68,667 integrated gene functions cover approximately 82% of human protein-coding genes. The functional repertoire reveals a marked preponderance of molecular regulatory functions, and the models provide insights into the evolutionary origins of human gene functions. We show that our set of descriptions of functions can improve the widely used genomic technique of Gene Ontology enrichment analysis. The experimental evidence for each functional characteristic is recorded, thereby enabling the scientific community to help review and improve the resource, which we have made publicly available.

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s41586-025-08592-0 - Version of Record
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Accepted/In Press date: 3 January 2025
e-pub ahead of print date: 26 February 2025
Published date: 3 April 2025

Identifiers

Local EPrints ID: 502295
URI: http://eprints.soton.ac.uk/id/eprint/502295
ISSN: 0028-0836
PURE UUID: 332cb908-7935-4980-a0dc-b5bdf97f78b5
ORCID for Vincent O’connor: ORCID iD orcid.org/0000-0003-3185-5709

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Date deposited: 20 Jun 2025 16:33
Last modified: 04 Sep 2025 02:05

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Contributors

Author: Marc Feuermann
Author: Huaiyu Mi
Author: Pascale Gaudet
Author: Anushya Muruganujan
Author: Suzanna e. Lewis
Author: Dustin Ebert
Author: Tremayne Mushayahama
Author: Suzanne a. Aleksander
Author: James Balhoff
Author: Seth Carbon
Author: J. michael Cherry
Author: Harold j. Drabkin
Author: Nomi l. Harris
Author: David p. Hill
Author: Raymond Lee
Author: Colin Logie
Author: Sierra Moxon
Author: Christopher j. Mungall
Author: Paul w. Sternberg
Author: Kimberly Van auken
Author: Jolene Ramsey
Author: Deborah a. Siegele
Author: Rex l. Chisholm
Author: Petra Fey
Author: Michelle Giglio
Author: Suvarna Nadendla
Author: Giulia Antonazzo
Author: Helen Attrill
Author: Nicholas h. Brown
Author: Phani v. Garapati
Author: Steven Marygold
Author: Saadullah h. Ahmed
Author: Praoparn Asanitthong
Author: Diana luna Buitrago
Author: Meltem n. Erdol
Author: Matthew c. Gage
Author: Siyao Huang
Author: Mohamed ali Kadhum
Author: Kan yan chloe Li
Author: Miao Long
Author: Aleksandra Michalak
Author: Angeline Pesala
Author: Armalya Pritazahra
Author: Shirin c. c. Saverimuttu
Author: Renzhi Su
Author: Qianhan Xu
Author: Ruth c. Lovering
Author: Judith Blake
Author: Karen Christie
Author: Lori Corbani
Author: Mary e. Dolan
Author: Li Ni
Author: Dmitry Sitnikov
Author: Cynthia Smith
Author: Manuel Lera-Ramirez
Author: Kim Rutherford
Author: Valerie Wood
Author: Peter D’eustachio
Author: Wendy m. Demos
Author: Jeffrey l. De pons
Author: Melinda r. Dwinell
Author: G. thomas Hayman
Author: Mary l. Kaldunski
Author: Anne e. Kwitek
Author: Stanley j. f. Laulederkind
Author: Jennifer r. Smith
Author: Marek a. Tutaj
Author: Mahima Vedi
Author: Shur-Jen Wang
Author: Stacia r. Engel
Author: Kalpana Karra
Author: Stuart r. Miyasato
Author: Robert s. Nash
Author: Marek s. Skrzypek
Author: Shuai Weng
Author: Edith d. Wong
Author: Tilmann Achsel
Author: Maria Andres-Alonso
Author: Claudia Bagni
Author: Àlex Bayés
Author: Thomas Biederer
Author: Nils Brose
Author: John jia en Chua
Author: Marcelo p. Coba
Author: L. niels Cornelisse
Author: Jaime De juan-Sanz
Author: Hana l. Goldschmidt
Author: Eckart d. Gundelfinger
Author: Richard l. Huganir
Author: Cordelia Imig
Author: Reinhard Jahn
Author: Hwajin Jung
Author: Pascal s. Kaeser
Author: Eunjoon Kim
Author: Frank Koopmans
Author: Michael r. Kreutz
Author: Noa Lipstein
Author: Harold d. Macgillavry
Author: Peter s. Mcpherson
Author: Rainer Pielot
Author: Timothy a. Ryan
Author: Carlo Sala
Author: Morgan Sheng
Author: Karl-Heinz Smalla
Author: A. b. Smit
Author: Ruud f. Toonen
Author: Jan r. t. Van weering
Author: Matthijs Verhage
Author: Chiara Verpelli
Author: Erika Bakker
Author: Tanya z. Berardini
Author: Leonore Reiser
Author: Andrea Auchincloss
Author: Kristian Axelsen
Author: Ghislaine Argoud-Puy
Author: Marie-Claude Blatter
Author: Emmanuel Boutet
Author: Lionel Breuza
Author: Alan Bridge
Author: Cristina Casals-Casas
Author: Elisabeth Coudert
Author: Anne Estreicher
Author: Maria livia Famiglietti
Author: Arnaud Gos
Author: Nadine Gruaz-Gumowski
Author: Chantal Hulo
Author: Nevila Hyka-Nouspikel
Author: Florence Jungo
Author: Philippe Le mercier
Author: Damien Lieberherr
Author: Patrick Masson
Author: Anne Morgat
Author: Ivo Pedruzzi
Author: Lucille Pourcel
Author: Sylvain Poux
Author: Catherine Rivoire
Author: Shyamala Sundaram
Author: Emily Bowler-Barnett
Author: Hema Bye-A-Jee
Author: Paul Denny
Author: Alexandr Ignatchenko
Author: Rizwan Ishtiaq
Author: Antonia Lock
Author: Yvonne Lussi
Author: Michele Magrane
Author: Maria j. Martin
Author: Sandra Orchard
Author: Pedro Raposo
Author: Elena Speretta
Author: Nidhi Tyagi
Author: Kate Warner
Author: Rossana Zaru
Author: Juancarlos Chan
Author: Stavros Diamantakis
Author: Daniela Raciti
Author: Malcolm Fisher
Author: Christina James-Zorn
Author: Virgilio Ponferrada
Author: Aaron Zorn
Author: Sridhar Ramachandran
Author: Leyla Ruzicka
Author: Monte Westerfield
Author: Paul d. Thomas

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