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Co-occurring expression and methylation QTLs allow detection of common causal variants and shared biological mechanisms

Inherited genetic variation affects local gene expression and DNA methylation in humans. Most expression quantitative trait loci (cis-eQTLs) occur at the same genomic location as a methylation QTL (cis-meQTL), suggesting a common causal variant and shared mechanism. Using DNA and RNA from peripheral...

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Autores principales: Pierce, Brandon L., Tong, Lin, Argos, Maria, Demanelis, Kathryn, Jasmine, Farzana, Rakibuz-Zaman, Muhammad, Sarwar, Golam, Islam, Md. Tariqul, Shahriar, Hasan, Islam, Tariqul, Rahman, Mahfuzar, Yunus, Md., Kibriya, Muhammad G., Chen, Lin S., Ahsan, Habibul
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5824840/
https://www.ncbi.nlm.nih.gov/pubmed/29476079
http://dx.doi.org/10.1038/s41467-018-03209-9
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author Pierce, Brandon L.
Tong, Lin
Argos, Maria
Demanelis, Kathryn
Jasmine, Farzana
Rakibuz-Zaman, Muhammad
Sarwar, Golam
Islam, Md. Tariqul
Shahriar, Hasan
Islam, Tariqul
Rahman, Mahfuzar
Yunus, Md.
Kibriya, Muhammad G.
Chen, Lin S.
Ahsan, Habibul
author_facet Pierce, Brandon L.
Tong, Lin
Argos, Maria
Demanelis, Kathryn
Jasmine, Farzana
Rakibuz-Zaman, Muhammad
Sarwar, Golam
Islam, Md. Tariqul
Shahriar, Hasan
Islam, Tariqul
Rahman, Mahfuzar
Yunus, Md.
Kibriya, Muhammad G.
Chen, Lin S.
Ahsan, Habibul
author_sort Pierce, Brandon L.
collection PubMed
description Inherited genetic variation affects local gene expression and DNA methylation in humans. Most expression quantitative trait loci (cis-eQTLs) occur at the same genomic location as a methylation QTL (cis-meQTL), suggesting a common causal variant and shared mechanism. Using DNA and RNA from peripheral blood of Bangladeshi individuals, here we use co-localization methods to identify eQTL-meQTL pairs likely to share a causal variant. We use partial correlation and mediation analyses to identify >400 of these pairs showing evidence of a causal relationship between expression and methylation (i.e., shared mechanism) with many additional pairs we are underpowered to detect. These co-localized pairs are enriched for SNPs showing opposite associations with expression and methylation, although many SNPs affect multiple CpGs in opposite directions. This work demonstrates the pervasiveness of co-regulated expression and methylation in the human genome. Applying this approach to other types of molecular QTLs can enhance our understanding of regulatory mechanisms.
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spelling pubmed-58248402018-02-26 Co-occurring expression and methylation QTLs allow detection of common causal variants and shared biological mechanisms Pierce, Brandon L. Tong, Lin Argos, Maria Demanelis, Kathryn Jasmine, Farzana Rakibuz-Zaman, Muhammad Sarwar, Golam Islam, Md. Tariqul Shahriar, Hasan Islam, Tariqul Rahman, Mahfuzar Yunus, Md. Kibriya, Muhammad G. Chen, Lin S. Ahsan, Habibul Nat Commun Article Inherited genetic variation affects local gene expression and DNA methylation in humans. Most expression quantitative trait loci (cis-eQTLs) occur at the same genomic location as a methylation QTL (cis-meQTL), suggesting a common causal variant and shared mechanism. Using DNA and RNA from peripheral blood of Bangladeshi individuals, here we use co-localization methods to identify eQTL-meQTL pairs likely to share a causal variant. We use partial correlation and mediation analyses to identify >400 of these pairs showing evidence of a causal relationship between expression and methylation (i.e., shared mechanism) with many additional pairs we are underpowered to detect. These co-localized pairs are enriched for SNPs showing opposite associations with expression and methylation, although many SNPs affect multiple CpGs in opposite directions. This work demonstrates the pervasiveness of co-regulated expression and methylation in the human genome. Applying this approach to other types of molecular QTLs can enhance our understanding of regulatory mechanisms. Nature Publishing Group UK 2018-02-23 /pmc/articles/PMC5824840/ /pubmed/29476079 http://dx.doi.org/10.1038/s41467-018-03209-9 Text en © The Author(s) 2018 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/.
spellingShingle Article
Pierce, Brandon L.
Tong, Lin
Argos, Maria
Demanelis, Kathryn
Jasmine, Farzana
Rakibuz-Zaman, Muhammad
Sarwar, Golam
Islam, Md. Tariqul
Shahriar, Hasan
Islam, Tariqul
Rahman, Mahfuzar
Yunus, Md.
Kibriya, Muhammad G.
Chen, Lin S.
Ahsan, Habibul
Co-occurring expression and methylation QTLs allow detection of common causal variants and shared biological mechanisms
title Co-occurring expression and methylation QTLs allow detection of common causal variants and shared biological mechanisms
title_full Co-occurring expression and methylation QTLs allow detection of common causal variants and shared biological mechanisms
title_fullStr Co-occurring expression and methylation QTLs allow detection of common causal variants and shared biological mechanisms
title_full_unstemmed Co-occurring expression and methylation QTLs allow detection of common causal variants and shared biological mechanisms
title_short Co-occurring expression and methylation QTLs allow detection of common causal variants and shared biological mechanisms
title_sort co-occurring expression and methylation qtls allow detection of common causal variants and shared biological mechanisms
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5824840/
https://www.ncbi.nlm.nih.gov/pubmed/29476079
http://dx.doi.org/10.1038/s41467-018-03209-9
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