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Transcriptome-wide gene-gene interaction associations elucidate pathways and functional enrichment of complex traits
It remains unknown to what extent gene-gene interactions contribute to complex traits. Here, we introduce a new approach using predicted gene expression to perform exhaustive transcriptome-wide interaction studies (TWISs) for multiple traits across all pairs of genes expressed in several tissue type...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10237671/ https://www.ncbi.nlm.nih.gov/pubmed/37216417 http://dx.doi.org/10.1371/journal.pgen.1010693 |
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author | Evans, Luke M. Arehart, Christopher H. Grotzinger, Andrew D. Mize, Travis J. Brasher, Maizy S. Stitzel, Jerry A. Ehringer, Marissa A. Hoeffer, Charles A. |
author_facet | Evans, Luke M. Arehart, Christopher H. Grotzinger, Andrew D. Mize, Travis J. Brasher, Maizy S. Stitzel, Jerry A. Ehringer, Marissa A. Hoeffer, Charles A. |
author_sort | Evans, Luke M. |
collection | PubMed |
description | It remains unknown to what extent gene-gene interactions contribute to complex traits. Here, we introduce a new approach using predicted gene expression to perform exhaustive transcriptome-wide interaction studies (TWISs) for multiple traits across all pairs of genes expressed in several tissue types. Using imputed transcriptomes, we simultaneously reduce the computational challenge and improve interpretability and statistical power. We discover (in the UK Biobank) and replicate (in independent cohorts) several interaction associations, and find several hub genes with numerous interactions. We also demonstrate that TWIS can identify novel associated genes because genes with many or strong interactions have smaller single-locus model effect sizes. Finally, we develop a method to test gene set enrichment of TWIS associations (E-TWIS), finding numerous pathways and networks enriched in interaction associations. Epistasis is may be widespread, and our procedure represents a tractable framework for beginning to explore gene interactions and identify novel genomic targets. |
format | Online Article Text |
id | pubmed-10237671 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-102376712023-06-03 Transcriptome-wide gene-gene interaction associations elucidate pathways and functional enrichment of complex traits Evans, Luke M. Arehart, Christopher H. Grotzinger, Andrew D. Mize, Travis J. Brasher, Maizy S. Stitzel, Jerry A. Ehringer, Marissa A. Hoeffer, Charles A. PLoS Genet Research Article It remains unknown to what extent gene-gene interactions contribute to complex traits. Here, we introduce a new approach using predicted gene expression to perform exhaustive transcriptome-wide interaction studies (TWISs) for multiple traits across all pairs of genes expressed in several tissue types. Using imputed transcriptomes, we simultaneously reduce the computational challenge and improve interpretability and statistical power. We discover (in the UK Biobank) and replicate (in independent cohorts) several interaction associations, and find several hub genes with numerous interactions. We also demonstrate that TWIS can identify novel associated genes because genes with many or strong interactions have smaller single-locus model effect sizes. Finally, we develop a method to test gene set enrichment of TWIS associations (E-TWIS), finding numerous pathways and networks enriched in interaction associations. Epistasis is may be widespread, and our procedure represents a tractable framework for beginning to explore gene interactions and identify novel genomic targets. Public Library of Science 2023-05-22 /pmc/articles/PMC10237671/ /pubmed/37216417 http://dx.doi.org/10.1371/journal.pgen.1010693 Text en © 2023 Evans et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Evans, Luke M. Arehart, Christopher H. Grotzinger, Andrew D. Mize, Travis J. Brasher, Maizy S. Stitzel, Jerry A. Ehringer, Marissa A. Hoeffer, Charles A. Transcriptome-wide gene-gene interaction associations elucidate pathways and functional enrichment of complex traits |
title | Transcriptome-wide gene-gene interaction associations elucidate pathways and functional enrichment of complex traits |
title_full | Transcriptome-wide gene-gene interaction associations elucidate pathways and functional enrichment of complex traits |
title_fullStr | Transcriptome-wide gene-gene interaction associations elucidate pathways and functional enrichment of complex traits |
title_full_unstemmed | Transcriptome-wide gene-gene interaction associations elucidate pathways and functional enrichment of complex traits |
title_short | Transcriptome-wide gene-gene interaction associations elucidate pathways and functional enrichment of complex traits |
title_sort | transcriptome-wide gene-gene interaction associations elucidate pathways and functional enrichment of complex traits |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10237671/ https://www.ncbi.nlm.nih.gov/pubmed/37216417 http://dx.doi.org/10.1371/journal.pgen.1010693 |
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