Low-level processing of Illumina Infinium DNA Methylation BeadArrays

We propose a novel approach to background correction for Infinium HumanMethylation data to account for technical variation in background fluorescence signal. Our approach capitalizes on a new use for the Infinium I design bead types to measure non-specific fluorescence in the colour channel opposite...

Full description

Saved in:
Bibliographic Details
Published in:Nucleic acids research Vol. 41; no. 7; p. e90
Main Authors: Triche, Timothy J., Weisenberger, Daniel J., Van Den Berg, David, Laird, Peter W., Siegmund, Kimberly D.
Format: Journal Article
Language:English
Published: England Oxford University Press 01.04.2013
Subjects:
ISSN:0305-1048, 1362-4962, 1362-4962
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Description
Summary:We propose a novel approach to background correction for Infinium HumanMethylation data to account for technical variation in background fluorescence signal. Our approach capitalizes on a new use for the Infinium I design bead types to measure non-specific fluorescence in the colour channel opposite of their design (Cy3/Cy5). This provides tens of thousands of features for measuring background instead of the much smaller number of negative control probes on the platforms (n = 32 for HumanMethylation27 and n = 614 for HumanMethylation450, respectively). We compare the performance of our methods with existing approaches, using technical replicates of both mixture samples and biological samples, and demonstrate that within- and between-platform artefacts can be substantially reduced, with concomitant improvement in sensitivity, by the proposed methods.
Bibliography:ObjectType-Article-2
SourceType-Scholarly Journals-1
ObjectType-Undefined-1
ObjectType-Feature-3
content type line 23
ISSN:0305-1048
1362-4962
1362-4962
DOI:10.1093/nar/gkt090