MotifMap: integrative genome-wide maps of regulatory motif sites for model species

被引:144
作者
Daily, Kenneth [1 ,2 ]
Patel, Vishal R. [1 ,2 ]
Rigor, Paul [1 ,2 ]
Xie, Xiaohui [1 ,2 ]
Baldi, Pierre [1 ,2 ,3 ]
机构
[1] Univ Calif Irvine, Dept Comp Sci, Irvine, CA 92697 USA
[2] Univ Calif Irvine, Inst Genom & Bioinformat, Irvine, CA 92697 USA
[3] Univ Calif Irvine, Dept Dev & Cell Biol, Irvine, CA 92697 USA
来源
BMC BIOINFORMATICS | 2011年 / 12卷
基金
美国国家科学基金会; 美国国家卫生研究院;
关键词
BINDING-SITES; SYSTEMATIC DISCOVERY; SONIC HEDGEHOG; DATABASE; ELEMENTS; GENES; VERTEBRATE; SEQUENCES; REVEALS; REGIONS;
D O I
10.1186/1471-2105-12-495
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Background: A central challenge of biology is to map and understand gene regulation on a genome-wide scale. For any given genome, only a small fraction of the regulatory elements embedded in the DNA sequence have been characterized, and there is great interest in developing computational methods to systematically map all these elements and understand their relationships. Such computational efforts, however, are significantly hindered by the overwhelming size of non-coding regions and the statistical variability and complex spatial organizations of regulatory elements and interactions. Genome-wide catalogs of regulatory elements for all model species simply do not yet exist. Results: The MotifMap system uses databases of transcription factor binding motifs, refined genome alignments, and a comparative genomic statistical approach to provide comprehensive maps of candidate regulatory elements encoded in the genomes of model species. The system is used to derive new genome-wide maps for yeast, fly, worm, mouse, and human. The human map contains 519,108 sites for 570 matrices with a False Discovery Rate of 0.1 or less. The new maps are assessed in several ways, for instance using high-throughput experimental ChIP-seq data and AUC statistics, providing strong evidence for their accuracy and coverage. The maps can be usefully integrated with many other kinds of omic data and are available at http://motifmap.igb.uci.edu/. Conclusions: MotifMap and its integration with other data provide a foundation for analyzing gene regulation on a genome-wide scale, and for automatically generating regulatory pathways and hypotheses. The power of this approach is demonstrated and discussed using the P53 apoptotic pathway and the Gli hedgehog pathways as examples.
引用
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页数:13
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