MAnorm: a robust model for quantitative comparison of ChIP-Seq data sets

被引:284
作者
Shao, Zhen [1 ,2 ,3 ]
Zhang, Yijing [4 ]
Yuan, Guo-Cheng [1 ,2 ]
Orkin, Stuart H. [1 ,2 ,3 ,5 ,6 ]
Waxman, David J. [4 ]
机构
[1] Dana Farber Canc Inst, Dept Pediat Oncol, Boston, MA 02115 USA
[2] Dana Farber Canc Inst, Dept Computat Biol, Boston, MA 02115 USA
[3] Childrens Hosp, Div Pediat Hematol Oncol, Karp Family Res Labs, Boston, MA 02115 USA
[4] Boston Univ, Div Cell & Mol Biol, Dept Biol, Boston, MA 02215 USA
[5] Childrens Hosp, Harvard Stem Cell Inst, Boston, MA 02115 USA
[6] Childrens Hosp, Howard Hughes Med Inst, Boston, MA 02115 USA
来源
GENOME BIOLOGY | 2012年 / 13卷 / 03期
关键词
GENOME-WIDE ANALYSIS; EMBRYONIC STEM; TRANSCRIPTION; REVEALS; BINDING; NORMALIZATION; METHYLATION; DYNAMICS; GENES; SITES;
D O I
10.1186/gb-2012-13-3-r16
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
ChIP-Seq is widely used to characterize genome-wide binding patterns of transcription factors and other chromatin-associated proteins. Although comparison of ChIP-Seq data sets is critical for understanding cell type-dependent and cell state-specific binding, and thus the study of cell-specific gene regulation, few quantitative approaches have been developed. Here, we present a simple and effective method, MAnorm, for quantitative comparison of ChIP-Seq data sets describing transcription factor binding sites and epigenetic modifications. The quantitative binding differences inferred by MAnorm showed strong correlation with both the changes in expression of target genes and the binding of cell type-specific regulators.
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页数:16
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