MethylAid: visual and interactive quality control of large Illumina 450k datasets

The Illumina 450k array is a frequently used platform for large-scale genome-wide DNA methylation studies, i.e. epigenome-wide association studies. Currently, quality control of 450k data can be performed with Illumina’s GenomeStudio and is part of a limited number 450k analysis pipelines. However,...

Full description

Saved in:
Bibliographic Details
Published inBioinformatics Vol. 30; no. 23; pp. 3435 - 3437
Main Authors van Iterson, Maarten, Tobi, Elmar W., Slieker, Roderick C., den Hollander, Wouter, Luijk, René, Slagboom, P. Eline, Heijmans, Bastiaan T.
Format Journal Article
LanguageEnglish
Published England 01.12.2014
Subjects
Online AccessGet full text
ISSN1367-4803
1367-4811
1367-4811
1460-2059
DOI10.1093/bioinformatics/btu566

Cover

More Information
Summary:The Illumina 450k array is a frequently used platform for large-scale genome-wide DNA methylation studies, i.e. epigenome-wide association studies. Currently, quality control of 450k data can be performed with Illumina’s GenomeStudio and is part of a limited number 450k analysis pipelines. However, GenomeStudio cannot handle large-scale studies, and existing pipelines provide limited options for quality control and neither support interactive exploration by the user. To aid the detection of bad-quality samples in large-scale genome-wide DNA methylation studies as flexible and transparent as possible, we have developed MethylAid; a visual and interactive Web application using RStudio’s shiny package. Bad-quality samples are detected using sample-dependent and sample-independent quality control probes present on the array and user-adjustable thresholds. In-depth exploration of bad-quality samples can be performed using several interactive diagnostic plots. Furthermore, plots can be annotated with user-provided metadata, for example, to identify outlying batches. Our new tool makes quality assessment of 450k array data interactive, flexible and efficient and is, therefore, expected to be useful for both data analysts and core facilities. Availability and implementation: MethylAid is implemented as an R/Bioconductor package (www.bioconductor.org/packages/3.0/bioc/html/MethylAid.html). A demo application is available from shiny.bioexp.nl/MethylAid. Contact:  m.van_iterson@lumc.nl
Bibliography:ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
ISSN:1367-4803
1367-4811
1367-4811
1460-2059
DOI:10.1093/bioinformatics/btu566