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Quantifying genetic effects on disease mediated by assayed gene expression levels

Disease variants identified by genome-wide association studies (GWAS) tend to overlap with expression quantitative trait loci (eQTLs), but it remains unclear whether this overlap is driven by gene expression levels mediating genetic effects on disease. Here we introduce a new method, mediated expres...

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Detalles Bibliográficos
Autores principales: Yao, Douglas W., O’Connor, Luke J., Price, Alkes L., Gusev, Alexander
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7276299/
https://www.ncbi.nlm.nih.gov/pubmed/32424349
http://dx.doi.org/10.1038/s41588-020-0625-2
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author Yao, Douglas W.
O’Connor, Luke J.
Price, Alkes L.
Gusev, Alexander
author_facet Yao, Douglas W.
O’Connor, Luke J.
Price, Alkes L.
Gusev, Alexander
author_sort Yao, Douglas W.
collection PubMed
description Disease variants identified by genome-wide association studies (GWAS) tend to overlap with expression quantitative trait loci (eQTLs), but it remains unclear whether this overlap is driven by gene expression levels mediating genetic effects on disease. Here we introduce a new method, mediated expression score regression (MESC), to estimate disease heritability mediated by the cis-genetic component of gene expression levels. We applied MESC to GWAS summary statistics for 42 traits (average N = 323K) and cis-eQTL summary statistics for 48 tissues from the Genotype-Tissue Expression (GTEx) consortium. Averaging across traits, only 11±2% of heritability was mediated by assayed gene expression levels. Expression-mediated heritability was enriched in genes with evidence of selective constraint and genes with disease-appropriate annotations. Our results demonstrate that assayed bulk-tissue eQTLs, though disease relevant, cannot explain the majority of disease heritability.
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spelling pubmed-72762992020-11-18 Quantifying genetic effects on disease mediated by assayed gene expression levels Yao, Douglas W. O’Connor, Luke J. Price, Alkes L. Gusev, Alexander Nat Genet Article Disease variants identified by genome-wide association studies (GWAS) tend to overlap with expression quantitative trait loci (eQTLs), but it remains unclear whether this overlap is driven by gene expression levels mediating genetic effects on disease. Here we introduce a new method, mediated expression score regression (MESC), to estimate disease heritability mediated by the cis-genetic component of gene expression levels. We applied MESC to GWAS summary statistics for 42 traits (average N = 323K) and cis-eQTL summary statistics for 48 tissues from the Genotype-Tissue Expression (GTEx) consortium. Averaging across traits, only 11±2% of heritability was mediated by assayed gene expression levels. Expression-mediated heritability was enriched in genes with evidence of selective constraint and genes with disease-appropriate annotations. Our results demonstrate that assayed bulk-tissue eQTLs, though disease relevant, cannot explain the majority of disease heritability. 2020-05-18 2020-06 /pmc/articles/PMC7276299/ /pubmed/32424349 http://dx.doi.org/10.1038/s41588-020-0625-2 Text en Users may view, print, copy, and download text and data-mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use:http://www.nature.com/authors/editorial_policies/license.html#terms
spellingShingle Article
Yao, Douglas W.
O’Connor, Luke J.
Price, Alkes L.
Gusev, Alexander
Quantifying genetic effects on disease mediated by assayed gene expression levels
title Quantifying genetic effects on disease mediated by assayed gene expression levels
title_full Quantifying genetic effects on disease mediated by assayed gene expression levels
title_fullStr Quantifying genetic effects on disease mediated by assayed gene expression levels
title_full_unstemmed Quantifying genetic effects on disease mediated by assayed gene expression levels
title_short Quantifying genetic effects on disease mediated by assayed gene expression levels
title_sort quantifying genetic effects on disease mediated by assayed gene expression levels
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7276299/
https://www.ncbi.nlm.nih.gov/pubmed/32424349
http://dx.doi.org/10.1038/s41588-020-0625-2
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