• DocumentCode
    2413864
  • Title

    Cis-regulatory module detection using constraint programming

  • Author

    Guns, Tias ; Sun, Hong ; Marchal, Kathleen ; Nijssen, Siegfried

  • Author_Institution
    Dept. of Comput. Sci., Katholieke Univ. Leuven, Leuven, Belgium
  • fYear
    2010
  • fDate
    18-21 Dec. 2010
  • Firstpage
    363
  • Lastpage
    368
  • 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.
  • Keywords
    bioinformatics; constraint handling; data mining; genetics; genomics; molecular biophysics; binding sites; cis-regulatory module detection; combinatorial problem; constraint programming; genomic background sequences; itemset mining; transcription factors; Bioinformatics; Genomics; Itemsets; Prediction algorithms; Programming; Pulse width modulation; Redundancy; cis-regulatory module; constraint programming; itemset mining;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Bioinformatics and Biomedicine (BIBM), 2010 IEEE International Conference on
  • Conference_Location
    Hong Kong
  • Print_ISBN
    978-1-4244-8306-8
  • Electronic_ISBN
    978-1-4244-8307-5
  • Type

    conf

  • DOI
    10.1109/BIBM.2010.5706592
  • Filename
    5706592