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Exhaustive search for epistatic effects on the human methylome
Studies assessing the existence and magnitude of epistatic effects on complex human traits provide inconclusive results. The study of such effects is complicated by considerable increase in computational burden, model complexity, and model uncertainty, which in concert decrease model stability. An a...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5651902/ https://www.ncbi.nlm.nih.gov/pubmed/29057891 http://dx.doi.org/10.1038/s41598-017-13256-9 |
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author | Egli, Tobias Vukojevic, Vanja Sengstag, Thierry Jacquot, Martin Cabezón, Rubén Coynel, David Freytag, Virginie Heck, Angela Vogler, Christian de Quervain, Dominique J.-F. Papassotiropoulos, Andreas Milnik, Annette |
author_facet | Egli, Tobias Vukojevic, Vanja Sengstag, Thierry Jacquot, Martin Cabezón, Rubén Coynel, David Freytag, Virginie Heck, Angela Vogler, Christian de Quervain, Dominique J.-F. Papassotiropoulos, Andreas Milnik, Annette |
author_sort | Egli, Tobias |
collection | PubMed |
description | Studies assessing the existence and magnitude of epistatic effects on complex human traits provide inconclusive results. The study of such effects is complicated by considerable increase in computational burden, model complexity, and model uncertainty, which in concert decrease model stability. An additional source introducing significant uncertainty with regard to the detection of robust epistasis is the biological distance between the genetic variation and the trait under study. Here we studied CpG methylation, a genetically complex molecular trait that is particularly close to genomic variation, and performed an exhaustive search for two-locus epistatic effects on the CpG-methylation signal in two cohorts of healthy young subjects. We detected robust epistatic effects for a small number of CpGs (N = 404). Our results indicate that epistatic effects explain only a minor part of variation in DNA-CpG methylation. Interestingly, these CpGs were more likely to be associated with gene-expression of nearby genes, as also shown by their overrepresentation in DNase I hypersensitivity sites and underrepresentation in CpG islands. Finally, gene ontology analysis showed a significant enrichment of these CpGs in pathways related to HPV-infection and cancer. |
format | Online Article Text |
id | pubmed-5651902 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-56519022017-10-26 Exhaustive search for epistatic effects on the human methylome Egli, Tobias Vukojevic, Vanja Sengstag, Thierry Jacquot, Martin Cabezón, Rubén Coynel, David Freytag, Virginie Heck, Angela Vogler, Christian de Quervain, Dominique J.-F. Papassotiropoulos, Andreas Milnik, Annette Sci Rep Article Studies assessing the existence and magnitude of epistatic effects on complex human traits provide inconclusive results. The study of such effects is complicated by considerable increase in computational burden, model complexity, and model uncertainty, which in concert decrease model stability. An additional source introducing significant uncertainty with regard to the detection of robust epistasis is the biological distance between the genetic variation and the trait under study. Here we studied CpG methylation, a genetically complex molecular trait that is particularly close to genomic variation, and performed an exhaustive search for two-locus epistatic effects on the CpG-methylation signal in two cohorts of healthy young subjects. We detected robust epistatic effects for a small number of CpGs (N = 404). Our results indicate that epistatic effects explain only a minor part of variation in DNA-CpG methylation. Interestingly, these CpGs were more likely to be associated with gene-expression of nearby genes, as also shown by their overrepresentation in DNase I hypersensitivity sites and underrepresentation in CpG islands. Finally, gene ontology analysis showed a significant enrichment of these CpGs in pathways related to HPV-infection and cancer. Nature Publishing Group UK 2017-10-20 /pmc/articles/PMC5651902/ /pubmed/29057891 http://dx.doi.org/10.1038/s41598-017-13256-9 Text en © The Author(s) 2017 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 Egli, Tobias Vukojevic, Vanja Sengstag, Thierry Jacquot, Martin Cabezón, Rubén Coynel, David Freytag, Virginie Heck, Angela Vogler, Christian de Quervain, Dominique J.-F. Papassotiropoulos, Andreas Milnik, Annette Exhaustive search for epistatic effects on the human methylome |
title | Exhaustive search for epistatic effects on the human methylome |
title_full | Exhaustive search for epistatic effects on the human methylome |
title_fullStr | Exhaustive search for epistatic effects on the human methylome |
title_full_unstemmed | Exhaustive search for epistatic effects on the human methylome |
title_short | Exhaustive search for epistatic effects on the human methylome |
title_sort | exhaustive search for epistatic effects on the human methylome |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5651902/ https://www.ncbi.nlm.nih.gov/pubmed/29057891 http://dx.doi.org/10.1038/s41598-017-13256-9 |
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