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Removing unwanted variation in a differential methylation analysis of Illumina HumanMethylation450 array data.
Maksimovic, Jovana; Gagnon-Bartsch, Johann A; Speed, Terence P; Oshlack, Alicia.
Afiliación
  • Maksimovic J; Murdoch Childrens Research Institute, Royal Children's Hospital, Parkville, VIC 3052, Australia.
  • Gagnon-Bartsch JA; Department of Statistics, University of California, Berkeley, CA 94705, USA.
  • Speed TP; Bioinformatics Division, Walter and Eliza Hall Institute, Parkville, VIC 3052, Australia Department of Statistics, University of California, Berkeley, CA 94705, USA Department of Mathematics and Statistics, The University of Melbourne, VIC 3010, Australia terry@wehi.edu.au.
  • Oshlack A; Murdoch Childrens Research Institute, Royal Children's Hospital, Parkville, VIC 3052, Australia Department of Genetics, The University of Melbourne, VIC 3010, Australia alicia.oshlack@mcri.edu.au.
Nucleic Acids Res ; 43(16): e106, 2015 Sep 18.
Article en En | MEDLINE | ID: mdl-25990733
ABSTRACT
Due to their relatively low-cost per sample and broad, gene-centric coverage of CpGs across the human genome, Illumina's 450k arrays are widely used in large scale differential methylation studies. However, by their very nature, large studies are particularly susceptible to the effects of unwanted variation. The effects of unwanted variation have been extensively documented in gene expression array studies and numerous methods have been developed to mitigate these effects. However, there has been much less research focused on the appropriate methodology to use for accounting for unwanted variation in methylation array studies. Here we present a novel 2-stage approach using RUV-inverse in a differential methylation analysis of 450k data and show that it outperforms existing methods.
Asunto(s)

Texto completo: 1 Colección: 01-internacional Banco de datos: MEDLINE Asunto principal: Metilación de ADN / Análisis de Secuencia por Matrices de Oligonucleótidos Tipo de estudio: Evaluation_studies Límite: Adolescent / Aged80 / Female / Humans / Infant / Male / Newborn Idioma: En Revista: Nucleic Acids Res Año: 2015 Tipo del documento: Article País de afiliación: Australia

Texto completo: 1 Colección: 01-internacional Banco de datos: MEDLINE Asunto principal: Metilación de ADN / Análisis de Secuencia por Matrices de Oligonucleótidos Tipo de estudio: Evaluation_studies Límite: Adolescent / Aged80 / Female / Humans / Infant / Male / Newborn Idioma: En Revista: Nucleic Acids Res Año: 2015 Tipo del documento: Article País de afiliación: Australia