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

被引:317
作者
Juehling, Frank [1 ,2 ]
Kretzmer, Helene [1 ,2 ]
Bernhart, Stephan H. [1 ,2 ]
Otto, Christian [1 ,2 ]
Stadler, Peter F. [2 ,3 ,4 ,5 ,6 ]
Hoffmann, Steve [1 ,2 ]
机构
[1] Univ Leipzig, LIFE Leipzig Res Ctr Civilizat Dis, Transcriptome Bioinformat Grp, D-04107 Leipzig, Germany
[2] Univ Leipzig, Interdisciplinary Ctr Bioinformat & Bioinformat G, Fac Comp Sci, D-04107 Leipzig, Germany
[3] Fraunhofer Inst Cell Therapy & Immunol IZI, RNom Grp, D-04103 Leipzig, Germany
[4] Santa Fe Inst, Santa Fe, NM 87501 USA
[5] Univ Vienna, Dept Theoret Chem, A-1090 Vienna, Austria
[6] Max Planck Inst Math Sci, D-04103 Leipzig, Germany
关键词
DNA METHYLATION; PACKAGE; GENES; CELLS;
D O I
10.1101/gr.196394.115
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
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.
引用
收藏
页码:256 / 262
页数:7
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