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Detection of significantly differentially methylated regions in targeted bisulfite sequencing data. | LitMetric

Detection of significantly differentially methylated regions in targeted bisulfite sequencing data.

Bioinformatics

Institute of Medical Informatics, University of Münster, Albert-Schweitzer-Campus 1, 48149 Münster, Germany.

Published: July 2013

AI Article Synopsis

Article Abstract

Motivation: Bisulfite sequencing is currently the gold standard to obtain genome-wide DNA methylation profiles in eukaryotes. In contrast to the rapid development of appropriate pre-processing and alignment software, methods for analyzing the resulting methylation profiles are relatively limited so far. For instance, an appropriate pipeline to detect DNA methylation differences between cancer and control samples is still required.

Results: We propose an algorithm that detects significantly differentially methylated regions in data obtained by targeted bisulfite sequencing approaches, such as reduced representation bisulfite sequencing. In a first step, this approach tests all target regions for methylation differences by taking spatial dependence into account. A false discovery rate procedure controls the expected proportion of incorrectly rejected regions. In a second step, the significant target regions are trimmed to the actually differentially methylated regions. This hierarchical procedure detects differentially methylated regions with increased power compared with existing methods.

Availability: R/Bioconductor package BiSeq.

Supplementary Information: Supplementary Data are available at Bioinformatics online.

Download full-text PDF

Source
http://dx.doi.org/10.1093/bioinformatics/btt263DOI Listing

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