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Detection of cell-type-specific risk-CpG sites in epigenome-wide association studies

In epigenome-wide association studies, the measured signals for each sample are a mixture of methylation profiles from different cell types. Current approaches to the association detection claim whether a cytosine-phosphate-guanine (CpG) site is associated with the phenotype or not at aggregate leve...

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Autores principales: Luo, Xiangyu, Yang, Can, Wei, Yingying
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6629651/
https://www.ncbi.nlm.nih.gov/pubmed/31308366
http://dx.doi.org/10.1038/s41467-019-10864-z
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author Luo, Xiangyu
Yang, Can
Wei, Yingying
author_facet Luo, Xiangyu
Yang, Can
Wei, Yingying
author_sort Luo, Xiangyu
collection PubMed
description In epigenome-wide association studies, the measured signals for each sample are a mixture of methylation profiles from different cell types. Current approaches to the association detection claim whether a cytosine-phosphate-guanine (CpG) site is associated with the phenotype or not at aggregate level and can suffer from low statistical power. Here, we propose a statistical method, HIgh REsolution (HIRE), which not only improves the power of association detection at aggregate level as compared to the existing methods but also enables the detection of risk-CpG sites for individual cell types.
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spelling pubmed-66296512019-07-17 Detection of cell-type-specific risk-CpG sites in epigenome-wide association studies Luo, Xiangyu Yang, Can Wei, Yingying Nat Commun Article In epigenome-wide association studies, the measured signals for each sample are a mixture of methylation profiles from different cell types. Current approaches to the association detection claim whether a cytosine-phosphate-guanine (CpG) site is associated with the phenotype or not at aggregate level and can suffer from low statistical power. Here, we propose a statistical method, HIgh REsolution (HIRE), which not only improves the power of association detection at aggregate level as compared to the existing methods but also enables the detection of risk-CpG sites for individual cell types. Nature Publishing Group UK 2019-07-15 /pmc/articles/PMC6629651/ /pubmed/31308366 http://dx.doi.org/10.1038/s41467-019-10864-z Text en © The Author(s) 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
Luo, Xiangyu
Yang, Can
Wei, Yingying
Detection of cell-type-specific risk-CpG sites in epigenome-wide association studies
title Detection of cell-type-specific risk-CpG sites in epigenome-wide association studies
title_full Detection of cell-type-specific risk-CpG sites in epigenome-wide association studies
title_fullStr Detection of cell-type-specific risk-CpG sites in epigenome-wide association studies
title_full_unstemmed Detection of cell-type-specific risk-CpG sites in epigenome-wide association studies
title_short Detection of cell-type-specific risk-CpG sites in epigenome-wide association studies
title_sort detection of cell-type-specific risk-cpg sites in epigenome-wide association studies
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6629651/
https://www.ncbi.nlm.nih.gov/pubmed/31308366
http://dx.doi.org/10.1038/s41467-019-10864-z
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