Cis-regulatory Module Detection using Constraint Programming

被引:0
|
作者
Guns, Tias [1 ]
Sun, Hong [2 ]
Marchal, Kathleen [2 ]
Nijssen, Siegfried [1 ]
机构
[1] Katholieke Univ Leuven, Dept Comp Sci, Leuven, Belgium
[2] Katholieke Univ Leuven, Dept Microbial & Mol Syst, Leuven, Belgium
来源
2010 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE | 2010年
关键词
cis-regulatory module; itemset mining; constraint programming; GENE-REGULATION; CLUSTERS; MOTIFS;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We propose a method for finding CRMs in a set of co-regulated genes. Each CRM consists of a set of binding sites of transcription factors. We wish to find CRMs involving the same transcription factors in multiple sequences. Finding such a combination of transcription factors is inherently a combinatorial problem. We solve this problem by combining the principles of itemset mining and constraint programming. The constraints involve the putative binding sites of transcription factors, the number of sequences in which they co-occur and the proximity of the binding sites. Genomic background sequences are used to assess the significance of the modules. We experimentally validate our approach and compare it with state-of-the-art techniques.
引用
收藏
页码:363 / 368
页数:6
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