Cargando…
Network expansion of genetic associations defines a pleiotropy map of human cell biology
Interacting proteins tend to have similar functions, influencing the same organismal traits. Interaction networks can be used to expand the list of candidate trait-associated genes from genome-wide association studies. Here, we performed network-based expansion of trait-associated genes for 1,002 hu...
Autores principales: | , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group US
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10011132/ https://www.ncbi.nlm.nih.gov/pubmed/36823319 http://dx.doi.org/10.1038/s41588-023-01327-9 |
_version_ | 1784906320560783360 |
---|---|
author | Barrio-Hernandez, Inigo Schwartzentruber, Jeremy Shrivastava, Anjali del-Toro, Noemi Gonzalez, Asier Zhang, Qian Mountjoy, Edward Suveges, Daniel Ochoa, David Ghoussaini, Maya Bradley, Glyn Hermjakob, Henning Orchard, Sandra Dunham, Ian Anderson, Carl A. Porras, Pablo Beltrao, Pedro |
author_facet | Barrio-Hernandez, Inigo Schwartzentruber, Jeremy Shrivastava, Anjali del-Toro, Noemi Gonzalez, Asier Zhang, Qian Mountjoy, Edward Suveges, Daniel Ochoa, David Ghoussaini, Maya Bradley, Glyn Hermjakob, Henning Orchard, Sandra Dunham, Ian Anderson, Carl A. Porras, Pablo Beltrao, Pedro |
author_sort | Barrio-Hernandez, Inigo |
collection | PubMed |
description | Interacting proteins tend to have similar functions, influencing the same organismal traits. Interaction networks can be used to expand the list of candidate trait-associated genes from genome-wide association studies. Here, we performed network-based expansion of trait-associated genes for 1,002 human traits showing that this recovers known disease genes or drug targets. The similarity of network expansion scores identifies groups of traits likely to share an underlying genetic and biological process. We identified 73 pleiotropic gene modules linked to multiple traits, enriched in genes involved in processes such as protein ubiquitination and RNA processing. In contrast to gene deletion studies, pleiotropy as defined here captures specifically multicellular-related processes. We show examples of modules linked to human diseases enriched in genes with known pathogenic variants that can be used to map targets of approved drugs for repurposing. Finally, we illustrate the use of network expansion scores to study genes at inflammatory bowel disease genome-wide association study loci, and implicate inflammatory bowel disease-relevant genes with strong functional and genetic support. |
format | Online Article Text |
id | pubmed-10011132 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group US |
record_format | MEDLINE/PubMed |
spelling | pubmed-100111322023-03-15 Network expansion of genetic associations defines a pleiotropy map of human cell biology Barrio-Hernandez, Inigo Schwartzentruber, Jeremy Shrivastava, Anjali del-Toro, Noemi Gonzalez, Asier Zhang, Qian Mountjoy, Edward Suveges, Daniel Ochoa, David Ghoussaini, Maya Bradley, Glyn Hermjakob, Henning Orchard, Sandra Dunham, Ian Anderson, Carl A. Porras, Pablo Beltrao, Pedro Nat Genet Article Interacting proteins tend to have similar functions, influencing the same organismal traits. Interaction networks can be used to expand the list of candidate trait-associated genes from genome-wide association studies. Here, we performed network-based expansion of trait-associated genes for 1,002 human traits showing that this recovers known disease genes or drug targets. The similarity of network expansion scores identifies groups of traits likely to share an underlying genetic and biological process. We identified 73 pleiotropic gene modules linked to multiple traits, enriched in genes involved in processes such as protein ubiquitination and RNA processing. In contrast to gene deletion studies, pleiotropy as defined here captures specifically multicellular-related processes. We show examples of modules linked to human diseases enriched in genes with known pathogenic variants that can be used to map targets of approved drugs for repurposing. Finally, we illustrate the use of network expansion scores to study genes at inflammatory bowel disease genome-wide association study loci, and implicate inflammatory bowel disease-relevant genes with strong functional and genetic support. Nature Publishing Group US 2023-02-23 2023 /pmc/articles/PMC10011132/ /pubmed/36823319 http://dx.doi.org/10.1038/s41588-023-01327-9 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Barrio-Hernandez, Inigo Schwartzentruber, Jeremy Shrivastava, Anjali del-Toro, Noemi Gonzalez, Asier Zhang, Qian Mountjoy, Edward Suveges, Daniel Ochoa, David Ghoussaini, Maya Bradley, Glyn Hermjakob, Henning Orchard, Sandra Dunham, Ian Anderson, Carl A. Porras, Pablo Beltrao, Pedro Network expansion of genetic associations defines a pleiotropy map of human cell biology |
title | Network expansion of genetic associations defines a pleiotropy map of human cell biology |
title_full | Network expansion of genetic associations defines a pleiotropy map of human cell biology |
title_fullStr | Network expansion of genetic associations defines a pleiotropy map of human cell biology |
title_full_unstemmed | Network expansion of genetic associations defines a pleiotropy map of human cell biology |
title_short | Network expansion of genetic associations defines a pleiotropy map of human cell biology |
title_sort | network expansion of genetic associations defines a pleiotropy map of human cell biology |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10011132/ https://www.ncbi.nlm.nih.gov/pubmed/36823319 http://dx.doi.org/10.1038/s41588-023-01327-9 |
work_keys_str_mv | AT barriohernandezinigo networkexpansionofgeneticassociationsdefinesapleiotropymapofhumancellbiology AT schwartzentruberjeremy networkexpansionofgeneticassociationsdefinesapleiotropymapofhumancellbiology AT shrivastavaanjali networkexpansionofgeneticassociationsdefinesapleiotropymapofhumancellbiology AT deltoronoemi networkexpansionofgeneticassociationsdefinesapleiotropymapofhumancellbiology AT gonzalezasier networkexpansionofgeneticassociationsdefinesapleiotropymapofhumancellbiology AT zhangqian networkexpansionofgeneticassociationsdefinesapleiotropymapofhumancellbiology AT mountjoyedward networkexpansionofgeneticassociationsdefinesapleiotropymapofhumancellbiology AT suvegesdaniel networkexpansionofgeneticassociationsdefinesapleiotropymapofhumancellbiology AT ochoadavid networkexpansionofgeneticassociationsdefinesapleiotropymapofhumancellbiology AT ghoussainimaya networkexpansionofgeneticassociationsdefinesapleiotropymapofhumancellbiology AT bradleyglyn networkexpansionofgeneticassociationsdefinesapleiotropymapofhumancellbiology AT hermjakobhenning networkexpansionofgeneticassociationsdefinesapleiotropymapofhumancellbiology AT orchardsandra networkexpansionofgeneticassociationsdefinesapleiotropymapofhumancellbiology AT dunhamian networkexpansionofgeneticassociationsdefinesapleiotropymapofhumancellbiology AT andersoncarla networkexpansionofgeneticassociationsdefinesapleiotropymapofhumancellbiology AT porraspablo networkexpansionofgeneticassociationsdefinesapleiotropymapofhumancellbiology AT beltraopedro networkexpansionofgeneticassociationsdefinesapleiotropymapofhumancellbiology |