Cis-regulatory module detection using constraint programming

Tias Guns, Hong Sun, Kathleen Marchal, Siegfried Nijssen

Research output: Chapter in Book/Report/Conference proceedingConference paperResearch

5 Citations (Scopus)

Abstract

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.

Original languageEnglish
Title of host publicationProceedings - 2010 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2010
Pages363-368
Number of pages <span style="color:red"p> <font size="1.5"> ✽ </span> </font>6
DOIs
Publication statusPublished - 1 Dec 2010
Event2010 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2010 - Hong Kong, China
Duration: 18 Dec 201021 Dec 2010

Conference

Conference2010 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2010
Country/TerritoryChina
CityHong Kong
Period18/12/1021/12/10

Keywords

  • Cis-regulatory module
  • Constraint programming
  • Itemset mining

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