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Preprocessing, normalization and integration of the Illumina HumanMethylationEPIC array with minfi.
Fortin, Jean-Philippe; Triche, Timothy J; Hansen, Kasper D.
Afiliação
  • Fortin JP; Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21205, USA.
  • Triche TJ; Jane Anne Nohl Division of Hematology, Keck School of Medicine of USC, Los Angeles, CA 90033, USA.
  • Hansen KD; Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21205, USA.
Bioinformatics ; 33(4): 558-560, 2017 02 15.
Article em En | MEDLINE | ID: mdl-28035024
ABSTRACT

Summary:

The minfi package is widely used for analyzing Illumina DNA methylation array data. Here we describe modifications to the minfi package required to support the HumanMethylationEPIC ('EPIC') array from Illumina. We discuss methods for the joint analysis and normalization of data from the HumanMethylation450 ('450k') and EPIC platforms. We introduce the single-sample Noob ( ssNoob ) method, a normalization procedure suitable for incremental preprocessing of individual methylation arrays and conclude that this method should be used when integrating data from multiple generations of Infinium methylation arrays. We show how to use reference 450k datasets to estimate cell type composition of samples on EPIC arrays. The cumulative effect of these updates is to ensure that minfi provides the tools to best integrate existing and forthcoming Illumina methylation array data. Availability and Implementation The minfi package version 1.19.12 or higher is available for all platforms from the Bioconductor project. Contact khansen@jhsph.edu. Supplementary information Supplementary data are available at Bioinformatics online.
Assuntos

Texto completo: 1 Base de dados: MEDLINE Assunto principal: Software / Metilação de DNA / Análise de Sequência com Séries de Oligonucleotídeos / Epigenômica Limite: Humans Idioma: En Ano de publicação: 2017 Tipo de documento: Article

Texto completo: 1 Base de dados: MEDLINE Assunto principal: Software / Metilação de DNA / Análise de Sequência com Séries de Oligonucleotídeos / Epigenômica Limite: Humans Idioma: En Ano de publicação: 2017 Tipo de documento: Article