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Epigenome wide association study of SNP–CpG interactions on changes in triglyceride levels after pharmaceutical intervention: a GAW20 analysis

In the search for an understanding of how genetic variation contributes to the heritability of common human disease, the potential role of epigenetic factors, such as methylation, is being explored with increasing frequency. Although standard analyses test for associations between methylation levels...

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Autores principales: Veenstra, Jenna, Kalsbeek, Anya, Koster, Karissa, Ryder, Nathan, Bos, Abbey, Huisman, Jordan, VanderBerg, Lucas, VanderWoude, Jason, Tintle, Nathan L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6157099/
https://www.ncbi.nlm.nih.gov/pubmed/30275900
http://dx.doi.org/10.1186/s12919-018-0144-7
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author Veenstra, Jenna
Kalsbeek, Anya
Koster, Karissa
Ryder, Nathan
Bos, Abbey
Huisman, Jordan
VanderBerg, Lucas
VanderWoude, Jason
Tintle, Nathan L.
author_facet Veenstra, Jenna
Kalsbeek, Anya
Koster, Karissa
Ryder, Nathan
Bos, Abbey
Huisman, Jordan
VanderBerg, Lucas
VanderWoude, Jason
Tintle, Nathan L.
author_sort Veenstra, Jenna
collection PubMed
description In the search for an understanding of how genetic variation contributes to the heritability of common human disease, the potential role of epigenetic factors, such as methylation, is being explored with increasing frequency. Although standard analyses test for associations between methylation levels at individual cytosine-phosphate-guanine (CpG) sites and phenotypes of interest, some investigators have begun testing for methylation and how methylation may modulate the effects of genetic polymorphisms on phenotypes. In our analysis, we used both a genome-wide and candidate gene approach to investigate potential single-nucleotide polymorphism (SNP)–CpG interactions on changes in triglyceride levels. Although we were able to identify numerous loci of interest when using an exploratory significance threshold, we did not identify any significant interactions using a strict genome-wide significance threshold. We were also able to identify numerous loci using the candidate gene approach, in which we focused on 18 genes with prior evidence of association of triglyceride levels. In particular, we identified GALNT2 loci as containing potential CpG sites that moderate the impact of genetic polymorphisms on triglyceride levels. Further work is needed to provide clear guidance on analytic strategies for testing SNP–CpG interactions, although leveraging prior biological understanding may be needed to improve statistical power in data sets with smaller sample sizes.
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spelling pubmed-61570992018-10-01 Epigenome wide association study of SNP–CpG interactions on changes in triglyceride levels after pharmaceutical intervention: a GAW20 analysis Veenstra, Jenna Kalsbeek, Anya Koster, Karissa Ryder, Nathan Bos, Abbey Huisman, Jordan VanderBerg, Lucas VanderWoude, Jason Tintle, Nathan L. BMC Proc Proceedings In the search for an understanding of how genetic variation contributes to the heritability of common human disease, the potential role of epigenetic factors, such as methylation, is being explored with increasing frequency. Although standard analyses test for associations between methylation levels at individual cytosine-phosphate-guanine (CpG) sites and phenotypes of interest, some investigators have begun testing for methylation and how methylation may modulate the effects of genetic polymorphisms on phenotypes. In our analysis, we used both a genome-wide and candidate gene approach to investigate potential single-nucleotide polymorphism (SNP)–CpG interactions on changes in triglyceride levels. Although we were able to identify numerous loci of interest when using an exploratory significance threshold, we did not identify any significant interactions using a strict genome-wide significance threshold. We were also able to identify numerous loci using the candidate gene approach, in which we focused on 18 genes with prior evidence of association of triglyceride levels. In particular, we identified GALNT2 loci as containing potential CpG sites that moderate the impact of genetic polymorphisms on triglyceride levels. Further work is needed to provide clear guidance on analytic strategies for testing SNP–CpG interactions, although leveraging prior biological understanding may be needed to improve statistical power in data sets with smaller sample sizes. BioMed Central 2018-09-17 /pmc/articles/PMC6157099/ /pubmed/30275900 http://dx.doi.org/10.1186/s12919-018-0144-7 Text en © The Author(s). 2018 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided 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 Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Proceedings
Veenstra, Jenna
Kalsbeek, Anya
Koster, Karissa
Ryder, Nathan
Bos, Abbey
Huisman, Jordan
VanderBerg, Lucas
VanderWoude, Jason
Tintle, Nathan L.
Epigenome wide association study of SNP–CpG interactions on changes in triglyceride levels after pharmaceutical intervention: a GAW20 analysis
title Epigenome wide association study of SNP–CpG interactions on changes in triglyceride levels after pharmaceutical intervention: a GAW20 analysis
title_full Epigenome wide association study of SNP–CpG interactions on changes in triglyceride levels after pharmaceutical intervention: a GAW20 analysis
title_fullStr Epigenome wide association study of SNP–CpG interactions on changes in triglyceride levels after pharmaceutical intervention: a GAW20 analysis
title_full_unstemmed Epigenome wide association study of SNP–CpG interactions on changes in triglyceride levels after pharmaceutical intervention: a GAW20 analysis
title_short Epigenome wide association study of SNP–CpG interactions on changes in triglyceride levels after pharmaceutical intervention: a GAW20 analysis
title_sort epigenome wide association study of snp–cpg interactions on changes in triglyceride levels after pharmaceutical intervention: a gaw20 analysis
topic Proceedings
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6157099/
https://www.ncbi.nlm.nih.gov/pubmed/30275900
http://dx.doi.org/10.1186/s12919-018-0144-7
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