Evidence-ranked motif identification

被引:71
作者
Georgiev, Stoyan [1 ,2 ]
Boyle, Alan P. [1 ,2 ]
Jayasurya, Karthik [1 ,2 ]
Ding, Xuan [1 ]
Mukherjee, Sayan [1 ,3 ,4 ,5 ]
Ohler, Uwe [1 ,3 ,6 ]
机构
[1] Duke Univ, Inst Genome Sci & Policy, Durham, NC 27708 USA
[2] Duke Univ, Program Computat Biol & Bioinformat, Durham, NC 27708 USA
[3] Duke Univ, Dept Comp Sci, Durham, NC 27708 USA
[4] Duke Univ, Dept Stat Sci, Durham, NC 27708 USA
[5] Duke Univ, Dept Math, Durham, NC 27708 USA
[6] Duke Univ, Dept Biostat & Bioinformat, Sch Med, Durham, NC 27708 USA
来源
GENOME BIOLOGY | 2010年 / 11卷 / 02期
关键词
FACTOR-BINDING SITES; TRANSCRIPTION-FACTOR; REGULATORY ELEMENTS; CHROMATIN-IMMUNOPRECIPITATION; HUMAN GENOME; NONCODING SEQUENCES; DNA MICROARRAYS; DISCOVERY; GENES; SEQ;
D O I
10.1186/gb-2010-11-2-r19
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
cERMIT is a computationally efficient motif discovery tool based on analyzing genome-wide quantitative regulatory evidence. Instead of pre-selecting promising candidate sequences, it utilizes information across all sequence regions to search for high-scoring motifs. We apply cERMIT on a range of direct binding and overexpression datasets; it substantially outperforms state-of-the-art approaches on curated ChIP-chip datasets, and easily scales to current mammalian ChIP-seq experiments with data on thousands of non-coding regions.
引用
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页数:17
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