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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...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2018
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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. |
format | Online Article Text |
id | pubmed-5824840 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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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