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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...

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Autores principales: Evans, Luke M., Arehart, Christopher H., Grotzinger, Andrew D., Mize, Travis J., Brasher, Maizy S., Stitzel, Jerry A., Ehringer, Marissa A., Hoeffer, Charles A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
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.
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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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