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Genome-wide identification of DNA methylation QTLs in whole blood highlights pathways for cardiovascular disease
Identifying methylation quantitative trait loci (meQTLs) and integrating them with disease-associated variants from genome-wide association studies (GWAS) may illuminate functional mechanisms underlying genetic variant-disease associations. Here, we perform GWAS of >415 thousand CpG methylation s...
Autores principales: | , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6753136/ https://www.ncbi.nlm.nih.gov/pubmed/31537805 http://dx.doi.org/10.1038/s41467-019-12228-z |
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author | Huan, Tianxiao Joehanes, Roby Song, Ci Peng, Fen Guo, Yichen Mendelson, Michael Yao, Chen Liu, Chunyu Ma, Jiantao Richard, Melissa Agha, Golareh Guan, Weihua Almli, Lynn M. Conneely, Karen N. Keefe, Joshua Hwang, Shih-Jen Johnson, Andrew D. Fornage, Myriam Liang, Liming Levy, Daniel |
author_facet | Huan, Tianxiao Joehanes, Roby Song, Ci Peng, Fen Guo, Yichen Mendelson, Michael Yao, Chen Liu, Chunyu Ma, Jiantao Richard, Melissa Agha, Golareh Guan, Weihua Almli, Lynn M. Conneely, Karen N. Keefe, Joshua Hwang, Shih-Jen Johnson, Andrew D. Fornage, Myriam Liang, Liming Levy, Daniel |
author_sort | Huan, Tianxiao |
collection | PubMed |
description | Identifying methylation quantitative trait loci (meQTLs) and integrating them with disease-associated variants from genome-wide association studies (GWAS) may illuminate functional mechanisms underlying genetic variant-disease associations. Here, we perform GWAS of >415 thousand CpG methylation sites in whole blood from 4170 individuals and map 4.7 million cis- and 630 thousand trans-meQTL variants targeting >120 thousand CpGs. Independent replication is performed in 1347 participants from two studies. By linking cis-meQTL variants with GWAS results for cardiovascular disease (CVD) traits, we identify 92 putatively causal CpGs for CVD traits by Mendelian randomization analysis. Further integrating gene expression data reveals evidence of cis CpG-transcript pairs causally linked to CVD. In addition, we identify 22 trans-meQTL hotspots each targeting more than 30 CpGs and find that trans-meQTL hotspots appear to act in cis on expression of nearby transcriptional regulatory genes. Our findings provide a powerful meQTL resource and shed light on DNA methylation involvement in human diseases. |
format | Online Article Text |
id | pubmed-6753136 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-67531362019-09-23 Genome-wide identification of DNA methylation QTLs in whole blood highlights pathways for cardiovascular disease Huan, Tianxiao Joehanes, Roby Song, Ci Peng, Fen Guo, Yichen Mendelson, Michael Yao, Chen Liu, Chunyu Ma, Jiantao Richard, Melissa Agha, Golareh Guan, Weihua Almli, Lynn M. Conneely, Karen N. Keefe, Joshua Hwang, Shih-Jen Johnson, Andrew D. Fornage, Myriam Liang, Liming Levy, Daniel Nat Commun Article Identifying methylation quantitative trait loci (meQTLs) and integrating them with disease-associated variants from genome-wide association studies (GWAS) may illuminate functional mechanisms underlying genetic variant-disease associations. Here, we perform GWAS of >415 thousand CpG methylation sites in whole blood from 4170 individuals and map 4.7 million cis- and 630 thousand trans-meQTL variants targeting >120 thousand CpGs. Independent replication is performed in 1347 participants from two studies. By linking cis-meQTL variants with GWAS results for cardiovascular disease (CVD) traits, we identify 92 putatively causal CpGs for CVD traits by Mendelian randomization analysis. Further integrating gene expression data reveals evidence of cis CpG-transcript pairs causally linked to CVD. In addition, we identify 22 trans-meQTL hotspots each targeting more than 30 CpGs and find that trans-meQTL hotspots appear to act in cis on expression of nearby transcriptional regulatory genes. Our findings provide a powerful meQTL resource and shed light on DNA methylation involvement in human diseases. Nature Publishing Group UK 2019-09-19 /pmc/articles/PMC6753136/ /pubmed/31537805 http://dx.doi.org/10.1038/s41467-019-12228-z Text en © This is a U.S. government work and not under copyright protection in the U.S.; foreign copyright protection may apply 2019 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 Huan, Tianxiao Joehanes, Roby Song, Ci Peng, Fen Guo, Yichen Mendelson, Michael Yao, Chen Liu, Chunyu Ma, Jiantao Richard, Melissa Agha, Golareh Guan, Weihua Almli, Lynn M. Conneely, Karen N. Keefe, Joshua Hwang, Shih-Jen Johnson, Andrew D. Fornage, Myriam Liang, Liming Levy, Daniel Genome-wide identification of DNA methylation QTLs in whole blood highlights pathways for cardiovascular disease |
title | Genome-wide identification of DNA methylation QTLs in whole blood highlights pathways for cardiovascular disease |
title_full | Genome-wide identification of DNA methylation QTLs in whole blood highlights pathways for cardiovascular disease |
title_fullStr | Genome-wide identification of DNA methylation QTLs in whole blood highlights pathways for cardiovascular disease |
title_full_unstemmed | Genome-wide identification of DNA methylation QTLs in whole blood highlights pathways for cardiovascular disease |
title_short | Genome-wide identification of DNA methylation QTLs in whole blood highlights pathways for cardiovascular disease |
title_sort | genome-wide identification of dna methylation qtls in whole blood highlights pathways for cardiovascular disease |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6753136/ https://www.ncbi.nlm.nih.gov/pubmed/31537805 http://dx.doi.org/10.1038/s41467-019-12228-z |
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