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metilene: fast and sensitive calling of differentially methylated regions from bisulfite sequencing data

Authors :
Steve Hoffmann
Stephan H. Bernhart
Christian Otto
Helene Kretzmer
Peter F. Stadler
Frank Jühling
Institut de Recherche sur les Maladies Virales et Hépatiques (IVH)
Université de Strasbourg (UNISTRA)-Institut National de la Santé et de la Recherche Médicale (INSERM)
Universität Leipzig [Leipzig]
University of Vienna [Vienna]
Carl-Maria-von-Weber-Gesamtausgabe
Universität Paderborn (UPB)
Fraunhofer Institute for Cell Therapy and Immunology (Fraunhofer IZI)
Fraunhofer (Fraunhofer-Gesellschaft)
univOAK, Archive ouverte
Publica
Source :
Europe PubMed Central, Genome Research, Genome Research, 2016, 26 (2), pp.256-262. ⟨10.1101/gr.196394.115⟩
Publication Year :
2016

Abstract

The detection of differentially methylated regions (DMRs) is a necessary prerequisite for characterizing different epigenetic states. We present a novel program, metilene, to identify DMRs within whole-genome and targeted data with unrivaled specificity and sensitivity. A binary segmentation algorithm combined with a two-dimensional statistical test allows the detection of DMRs in large methylation experiments with multiple groups of samples in minutes rather than days using off-the-shelf hardware. metilene outperforms other state-of-the-art tools for low coverage data and can estimate missing data. Hence, metilene is a versatile tool to study the effect of epigenetic modifications in differentiation/development, tumorigenesis, and systems biology on a global, genome-wide level. Whether in the framework of international consortia with dozens of samples per group, or even without biological replicates, it produces highly significant and reliable results. journal article research support, non-u.s. gov't 2016 Feb 2015 12 02 imported

Details

Language :
English
ISSN :
10889051 and 15495469
Database :
OpenAIRE
Journal :
Europe PubMed Central, Genome Research, Genome Research, 2016, 26 (2), pp.256-262. ⟨10.1101/gr.196394.115⟩
Accession number :
edsair.doi.dedup.....a0b1d93d086fefea8cd60d26cd4aa5f0