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Mendelian Randomization Analysis Identifies CpG Sites as Putative Mediators for Genetic Influences on Cardiovascular Disease Risk

The extent to which genetic influences on cardiovascular disease risk are mediated by changes in DNA methylation levels has not been systematically explored. We developed an analytical framework that integrates genetic fine mapping and Mendelian randomization with epigenome-wide association studies...

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Autores principales: Richardson, Tom G., Zheng, Jie, Davey Smith, George, Timpson, Nicholas J., Gaunt, Tom R., Relton, Caroline L., Hemani, Gibran
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5630190/
https://www.ncbi.nlm.nih.gov/pubmed/28985495
http://dx.doi.org/10.1016/j.ajhg.2017.09.003
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author Richardson, Tom G.
Zheng, Jie
Davey Smith, George
Timpson, Nicholas J.
Gaunt, Tom R.
Relton, Caroline L.
Hemani, Gibran
author_facet Richardson, Tom G.
Zheng, Jie
Davey Smith, George
Timpson, Nicholas J.
Gaunt, Tom R.
Relton, Caroline L.
Hemani, Gibran
author_sort Richardson, Tom G.
collection PubMed
description The extent to which genetic influences on cardiovascular disease risk are mediated by changes in DNA methylation levels has not been systematically explored. We developed an analytical framework that integrates genetic fine mapping and Mendelian randomization with epigenome-wide association studies to evaluate the causal relationships between methylation levels and 14 cardiovascular disease traits. We identified ten genetic loci known to influence proximal DNA methylation which were also associated with cardiovascular traits after multiple-testing correction. Bivariate fine mapping provided evidence that the individual variants responsible for the observed effects on cardiovascular traits at the ADCY3 and ADIPOQ loci were potentially mediated through changes in DNA methylation, although we highlight that we are unable to reliably separate causality from horizontal pleiotropy. Estimates of causal effects were replicated with results from large-scale consortia. Genetic variants and CpG sites identified in this study were enriched for histone mark peaks in relevant tissue types and gene promoter regions. Integrating our results with expression quantitative trait loci data, we provide evidence that variation at these regulatory regions is likely to also influence gene expression levels at these loci.
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spelling pubmed-56301902018-04-05 Mendelian Randomization Analysis Identifies CpG Sites as Putative Mediators for Genetic Influences on Cardiovascular Disease Risk Richardson, Tom G. Zheng, Jie Davey Smith, George Timpson, Nicholas J. Gaunt, Tom R. Relton, Caroline L. Hemani, Gibran Am J Hum Genet Article The extent to which genetic influences on cardiovascular disease risk are mediated by changes in DNA methylation levels has not been systematically explored. We developed an analytical framework that integrates genetic fine mapping and Mendelian randomization with epigenome-wide association studies to evaluate the causal relationships between methylation levels and 14 cardiovascular disease traits. We identified ten genetic loci known to influence proximal DNA methylation which were also associated with cardiovascular traits after multiple-testing correction. Bivariate fine mapping provided evidence that the individual variants responsible for the observed effects on cardiovascular traits at the ADCY3 and ADIPOQ loci were potentially mediated through changes in DNA methylation, although we highlight that we are unable to reliably separate causality from horizontal pleiotropy. Estimates of causal effects were replicated with results from large-scale consortia. Genetic variants and CpG sites identified in this study were enriched for histone mark peaks in relevant tissue types and gene promoter regions. Integrating our results with expression quantitative trait loci data, we provide evidence that variation at these regulatory regions is likely to also influence gene expression levels at these loci. Elsevier 2017-10-05 2017-10-05 /pmc/articles/PMC5630190/ /pubmed/28985495 http://dx.doi.org/10.1016/j.ajhg.2017.09.003 Text en © 2017 The Authors http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Richardson, Tom G.
Zheng, Jie
Davey Smith, George
Timpson, Nicholas J.
Gaunt, Tom R.
Relton, Caroline L.
Hemani, Gibran
Mendelian Randomization Analysis Identifies CpG Sites as Putative Mediators for Genetic Influences on Cardiovascular Disease Risk
title Mendelian Randomization Analysis Identifies CpG Sites as Putative Mediators for Genetic Influences on Cardiovascular Disease Risk
title_full Mendelian Randomization Analysis Identifies CpG Sites as Putative Mediators for Genetic Influences on Cardiovascular Disease Risk
title_fullStr Mendelian Randomization Analysis Identifies CpG Sites as Putative Mediators for Genetic Influences on Cardiovascular Disease Risk
title_full_unstemmed Mendelian Randomization Analysis Identifies CpG Sites as Putative Mediators for Genetic Influences on Cardiovascular Disease Risk
title_short Mendelian Randomization Analysis Identifies CpG Sites as Putative Mediators for Genetic Influences on Cardiovascular Disease Risk
title_sort mendelian randomization analysis identifies cpg sites as putative mediators for genetic influences on cardiovascular disease risk
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5630190/
https://www.ncbi.nlm.nih.gov/pubmed/28985495
http://dx.doi.org/10.1016/j.ajhg.2017.09.003
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