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
相关论文
共 50 条
  • [21] Deciphering cis-regulatory grammar with deep learning
    Miraldi, Emily R.
    Chen, Xiaoting
    Weirauch, Matthew T.
    NATURE GENETICS, 2021, 53 (03) : 266 - 268
  • [22] Predicting Cis-regulatory Modules by Method Integration
    Chang, Darby Tien-Hao
    Shiu, Guan-Yu
    Sun, You-Jie
    11TH IEEE INTERNATIONAL CONFERENCE ON CONTROL AND AUTOMATION (ICCA), 2014, : 491 - 494
  • [23] Evolution of cis-regulatory sequence and function in Diptera
    Wittkopp, P. J.
    HEREDITY, 2006, 97 (03) : 139 - 147
  • [24] Plant Cis-regulatory elements: methods of identification and applications
    Ijaz, Usman
    Pervaiz, Tehreem
    Ahmed, Temoor
    Seemab, Riffat
    Shahid, Muhammad
    Noman, Muhammad
    Nadeem, Majid
    Azeem, Farrukh
    ASIAN JOURNAL OF AGRICULTURE AND BIOLOGY, 2020, 8 (02): : 207 - 222
  • [25] Component Based Design using Constraint Programming for Module Placement on FPGAs
    Wold, Alexander
    Koch, Dirk
    Torresen, Jim
    2013 8TH INTERNATIONAL WORKSHOP ON RECONFIGURABLE AND COMMUNICATION-CENTRIC SYSTEMS-ON-CHIP (RECOSOC), 2013,
  • [26] A discriminative model for identifying spatial cis-regulatory modules
    Segal, E
    Sharan, R
    JOURNAL OF COMPUTATIONAL BIOLOGY, 2005, 12 (06) : 822 - 834
  • [27] Abundant raw material for cis-regulatory evolution in humans
    Rockman, MV
    Wray, GA
    MOLECULAR BIOLOGY AND EVOLUTION, 2002, 19 (11) : 1991 - 2004
  • [28] Identification of Functional cis-regulatory Polymorphisms in the Human Genome
    Molineris, Ivan
    Schiavone, Davide
    Rosa, Fabio
    Matullo, Giuseppe
    Poli, Valeria
    Provero, Paolo
    HUMAN MUTATION, 2013, 34 (05) : 735 - 742
  • [29] SMCis: An Effective Algorithm for Discovery of Cis-Regulatory Modules
    Guo, Haitao
    Huo, Hongwei
    Yu, Qiang
    PLOS ONE, 2016, 11 (09):
  • [30] Identifying Cis-Regulatory Sequences by Word Profile Similarity
    Leung, Garmay
    Eisen, Michael B.
    PLOS ONE, 2009, 4 (09):