Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2015
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
_version_ 1782362280100364288
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
work_keys_str_mv AT lehnebenjamin acoherentapproachforanalysisoftheilluminahumanmethylation450beadchipimprovesdataqualityandperformanceinepigenomewideassociationstudies
AT drongalexanderw acoherentapproachforanalysisoftheilluminahumanmethylation450beadchipimprovesdataqualityandperformanceinepigenomewideassociationstudies
AT lohmarie acoherentapproachforanalysisoftheilluminahumanmethylation450beadchipimprovesdataqualityandperformanceinepigenomewideassociationstudies
AT zhangweihua acoherentapproachforanalysisoftheilluminahumanmethylation450beadchipimprovesdataqualityandperformanceinepigenomewideassociationstudies
AT scottwilliamr acoherentapproachforanalysisoftheilluminahumanmethylation450beadchipimprovesdataqualityandperformanceinepigenomewideassociationstudies
AT tansiantsung acoherentapproachforanalysisoftheilluminahumanmethylation450beadchipimprovesdataqualityandperformanceinepigenomewideassociationstudies
AT afzaluzma acoherentapproachforanalysisoftheilluminahumanmethylation450beadchipimprovesdataqualityandperformanceinepigenomewideassociationstudies
AT scottjames acoherentapproachforanalysisoftheilluminahumanmethylation450beadchipimprovesdataqualityandperformanceinepigenomewideassociationstudies
AT jarvelinmarjoriitta acoherentapproachforanalysisoftheilluminahumanmethylation450beadchipimprovesdataqualityandperformanceinepigenomewideassociationstudies
AT elliottpaul acoherentapproachforanalysisoftheilluminahumanmethylation450beadchipimprovesdataqualityandperformanceinepigenomewideassociationstudies
AT mccarthymarki acoherentapproachforanalysisoftheilluminahumanmethylation450beadchipimprovesdataqualityandperformanceinepigenomewideassociationstudies
AT koonerjaspals acoherentapproachforanalysisoftheilluminahumanmethylation450beadchipimprovesdataqualityandperformanceinepigenomewideassociationstudies
AT chambersjohnc acoherentapproachforanalysisoftheilluminahumanmethylation450beadchipimprovesdataqualityandperformanceinepigenomewideassociationstudies
AT lehnebenjamin coherentapproachforanalysisoftheilluminahumanmethylation450beadchipimprovesdataqualityandperformanceinepigenomewideassociationstudies
AT drongalexanderw coherentapproachforanalysisoftheilluminahumanmethylation450beadchipimprovesdataqualityandperformanceinepigenomewideassociationstudies
AT lohmarie coherentapproachforanalysisoftheilluminahumanmethylation450beadchipimprovesdataqualityandperformanceinepigenomewideassociationstudies
AT zhangweihua coherentapproachforanalysisoftheilluminahumanmethylation450beadchipimprovesdataqualityandperformanceinepigenomewideassociationstudies
AT scottwilliamr coherentapproachforanalysisoftheilluminahumanmethylation450beadchipimprovesdataqualityandperformanceinepigenomewideassociationstudies
AT tansiantsung coherentapproachforanalysisoftheilluminahumanmethylation450beadchipimprovesdataqualityandperformanceinepigenomewideassociationstudies
AT afzaluzma coherentapproachforanalysisoftheilluminahumanmethylation450beadchipimprovesdataqualityandperformanceinepigenomewideassociationstudies
AT scottjames coherentapproachforanalysisoftheilluminahumanmethylation450beadchipimprovesdataqualityandperformanceinepigenomewideassociationstudies
AT jarvelinmarjoriitta coherentapproachforanalysisoftheilluminahumanmethylation450beadchipimprovesdataqualityandperformanceinepigenomewideassociationstudies
AT elliottpaul coherentapproachforanalysisoftheilluminahumanmethylation450beadchipimprovesdataqualityandperformanceinepigenomewideassociationstudies
AT mccarthymarki coherentapproachforanalysisoftheilluminahumanmethylation450beadchipimprovesdataqualityandperformanceinepigenomewideassociationstudies
AT koonerjaspals coherentapproachforanalysisoftheilluminahumanmethylation450beadchipimprovesdataqualityandperformanceinepigenomewideassociationstudies
AT chambersjohnc coherentapproachforanalysisoftheilluminahumanmethylation450beadchipimprovesdataqualityandperformanceinepigenomewideassociationstudies