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Do changes in DNA methylation mediate or interact with SNP variation? A pharmacoepigenetic analysis
BACKGROUND: In studies with multi-omics data available, there is an opportunity to investigate interdependent mechanisms of biological causality. The GAW20 data set includes both DNA genotype and methylation measures before and after fenofibrate treatment. Using change in triglyceride (TG) levels pr...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6156904/ https://www.ncbi.nlm.nih.gov/pubmed/30255765 http://dx.doi.org/10.1186/s12863-018-0635-6 |
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author | Fisher, Virginia A. Wang, Lan Deng, Xuan Sarnowski, Chloé Cupples, L. Adrienne Liu, Ching-Ti |
author_facet | Fisher, Virginia A. Wang, Lan Deng, Xuan Sarnowski, Chloé Cupples, L. Adrienne Liu, Ching-Ti |
author_sort | Fisher, Virginia A. |
collection | PubMed |
description | BACKGROUND: In studies with multi-omics data available, there is an opportunity to investigate interdependent mechanisms of biological causality. The GAW20 data set includes both DNA genotype and methylation measures before and after fenofibrate treatment. Using change in triglyceride (TG) levels pre- to posttreatment as outcome, we present a mediation analysis that incorporates methylation. This approach allows us to simultaneously consider a mediation hypothesis that genotype affects change in TG level by means of its effect on methylation, and an interaction hypothesis that the effect of change in methylation on change in TG levels differs by genotype. We select 322 single-nucleotide polymorphism–cytosine-phosphate-guanine (SNP-CpG) site pairs for mediation analysis on the basis of proximity and marginal genome-wide association study (GWAS) and epigenome-wide association study (EWAS) significance, and present results from the real-data sample of 407 individuals with complete genotype, methylation, TG levels, and covariate data. RESULTS: We identified 3 SNP-CpG site pairs with significant interaction effects at a Bonferroni-corrected significance threshold of 1.55E-4. None of the analyzed sites showed significant evidence of mediation. Power analysis by simulation showed that a sample size of at least 19,500 is needed to detect nominally significant indirect effects with true effect sizes equal to the point estimates at the locus with strongest evidence of mediation. CONCLUSIONS: These results suggest that there is stronger evidence for interaction between genotype and methylation on change in triglycerides than for methylation mediating the effect of genotype. |
format | Online Article Text |
id | pubmed-6156904 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-61569042018-09-27 Do changes in DNA methylation mediate or interact with SNP variation? A pharmacoepigenetic analysis Fisher, Virginia A. Wang, Lan Deng, Xuan Sarnowski, Chloé Cupples, L. Adrienne Liu, Ching-Ti BMC Genet Research BACKGROUND: In studies with multi-omics data available, there is an opportunity to investigate interdependent mechanisms of biological causality. The GAW20 data set includes both DNA genotype and methylation measures before and after fenofibrate treatment. Using change in triglyceride (TG) levels pre- to posttreatment as outcome, we present a mediation analysis that incorporates methylation. This approach allows us to simultaneously consider a mediation hypothesis that genotype affects change in TG level by means of its effect on methylation, and an interaction hypothesis that the effect of change in methylation on change in TG levels differs by genotype. We select 322 single-nucleotide polymorphism–cytosine-phosphate-guanine (SNP-CpG) site pairs for mediation analysis on the basis of proximity and marginal genome-wide association study (GWAS) and epigenome-wide association study (EWAS) significance, and present results from the real-data sample of 407 individuals with complete genotype, methylation, TG levels, and covariate data. RESULTS: We identified 3 SNP-CpG site pairs with significant interaction effects at a Bonferroni-corrected significance threshold of 1.55E-4. None of the analyzed sites showed significant evidence of mediation. Power analysis by simulation showed that a sample size of at least 19,500 is needed to detect nominally significant indirect effects with true effect sizes equal to the point estimates at the locus with strongest evidence of mediation. CONCLUSIONS: These results suggest that there is stronger evidence for interaction between genotype and methylation on change in triglycerides than for methylation mediating the effect of genotype. BioMed Central 2018-09-17 /pmc/articles/PMC6156904/ /pubmed/30255765 http://dx.doi.org/10.1186/s12863-018-0635-6 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 | Research Fisher, Virginia A. Wang, Lan Deng, Xuan Sarnowski, Chloé Cupples, L. Adrienne Liu, Ching-Ti Do changes in DNA methylation mediate or interact with SNP variation? A pharmacoepigenetic analysis |
title | Do changes in DNA methylation mediate or interact with SNP variation? A pharmacoepigenetic analysis |
title_full | Do changes in DNA methylation mediate or interact with SNP variation? A pharmacoepigenetic analysis |
title_fullStr | Do changes in DNA methylation mediate or interact with SNP variation? A pharmacoepigenetic analysis |
title_full_unstemmed | Do changes in DNA methylation mediate or interact with SNP variation? A pharmacoepigenetic analysis |
title_short | Do changes in DNA methylation mediate or interact with SNP variation? A pharmacoepigenetic analysis |
title_sort | do changes in dna methylation mediate or interact with snp variation? a pharmacoepigenetic analysis |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6156904/ https://www.ncbi.nlm.nih.gov/pubmed/30255765 http://dx.doi.org/10.1186/s12863-018-0635-6 |
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