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A coherent approach for analysis of the Illumina HumanMethylation450 BeadChip improves data quality and performance in epigenome-wide association studies
DNA methylation plays a fundamental role in the regulation of the genome, but the optimal strategy for analysis of genome-wide DNA methylation data remains to be determined. We developed a comprehensive analysis pipeline for epigenome-wide association studies (EWAS) using the Illumina Infinium Human...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4365767/ https://www.ncbi.nlm.nih.gov/pubmed/25853392 http://dx.doi.org/10.1186/s13059-015-0600-x |
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author | Lehne, Benjamin Drong, Alexander W Loh, Marie Zhang, Weihua Scott, William R Tan, Sian-Tsung Afzal, Uzma Scott, James Jarvelin, Marjo-Riitta Elliott, Paul McCarthy, Mark I Kooner, Jaspal S Chambers, John C |
author_facet | Lehne, Benjamin Drong, Alexander W Loh, Marie Zhang, Weihua Scott, William R Tan, Sian-Tsung Afzal, Uzma Scott, James Jarvelin, Marjo-Riitta Elliott, Paul McCarthy, Mark I Kooner, Jaspal S Chambers, John C |
author_sort | Lehne, Benjamin |
collection | PubMed |
description | DNA methylation plays a fundamental role in the regulation of the genome, but the optimal strategy for analysis of genome-wide DNA methylation data remains to be determined. We developed a comprehensive analysis pipeline for epigenome-wide association studies (EWAS) using the Illumina Infinium HumanMethylation450 BeadChip, based on 2,687 individuals, with 36 samples measured in duplicate. We propose new approaches to quality control, data normalisation and batch correction through control-probe adjustment and establish a null hypothesis for EWAS using permutation testing. Our analysis pipeline outperforms existing approaches, enabling accurate identification of methylation quantitative trait loci for hypothesis driven follow-up experiments. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13059-015-0600-x) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4365767 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-43657672015-03-20 A coherent approach for analysis of the Illumina HumanMethylation450 BeadChip improves data quality and performance in epigenome-wide association studies Lehne, Benjamin Drong, Alexander W Loh, Marie Zhang, Weihua Scott, William R Tan, Sian-Tsung Afzal, Uzma Scott, James Jarvelin, Marjo-Riitta Elliott, Paul McCarthy, Mark I Kooner, Jaspal S Chambers, John C Genome Biol Method DNA methylation plays a fundamental role in the regulation of the genome, but the optimal strategy for analysis of genome-wide DNA methylation data remains to be determined. We developed a comprehensive analysis pipeline for epigenome-wide association studies (EWAS) using the Illumina Infinium HumanMethylation450 BeadChip, based on 2,687 individuals, with 36 samples measured in duplicate. We propose new approaches to quality control, data normalisation and batch correction through control-probe adjustment and establish a null hypothesis for EWAS using permutation testing. Our analysis pipeline outperforms existing approaches, enabling accurate identification of methylation quantitative trait loci for hypothesis driven follow-up experiments. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13059-015-0600-x) contains supplementary material, which is available to authorized users. BioMed Central 2015-02-15 2015 /pmc/articles/PMC4365767/ /pubmed/25853392 http://dx.doi.org/10.1186/s13059-015-0600-x Text en © Lehne et al.; licensee BioMed Central. 2015 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. 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 | Method Lehne, Benjamin Drong, Alexander W Loh, Marie Zhang, Weihua Scott, William R Tan, Sian-Tsung Afzal, Uzma Scott, James Jarvelin, Marjo-Riitta Elliott, Paul McCarthy, Mark I Kooner, Jaspal S Chambers, John C A coherent approach for analysis of the Illumina HumanMethylation450 BeadChip improves data quality and performance in epigenome-wide association studies |
title | A coherent approach for analysis of the Illumina HumanMethylation450 BeadChip improves data quality and performance in epigenome-wide association studies |
title_full | A coherent approach for analysis of the Illumina HumanMethylation450 BeadChip improves data quality and performance in epigenome-wide association studies |
title_fullStr | A coherent approach for analysis of the Illumina HumanMethylation450 BeadChip improves data quality and performance in epigenome-wide association studies |
title_full_unstemmed | A coherent approach for analysis of the Illumina HumanMethylation450 BeadChip improves data quality and performance in epigenome-wide association studies |
title_short | A coherent approach for analysis of the Illumina HumanMethylation450 BeadChip improves data quality and performance in epigenome-wide association studies |
title_sort | coherent approach for analysis of the illumina humanmethylation450 beadchip improves data quality and performance in epigenome-wide association studies |
topic | Method |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4365767/ https://www.ncbi.nlm.nih.gov/pubmed/25853392 http://dx.doi.org/10.1186/s13059-015-0600-x |
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