Discovering cis-regulatory modules by optimizing barbecues

被引:0
|
作者
Mosig, Axel [1 ,2 ]
Biyikoglu, Tuerker [2 ,3 ]
Prohaska, Sonja J. [4 ,5 ,6 ,7 ,8 ]
Stadler, Peter F. [4 ,5 ,6 ,7 ,9 ]
机构
[1] Shanghai Inst Biol Sci, CAS MPG Partner Inst Computat Biol, Shanghai 200031, Peoples R China
[2] Max Planck Inst Math Sci, D-04103 Leipzig, Germany
[3] Isik Univ, TR-34980 Istanbul, Turkey
[4] Univ Vienna, Dept Theoret Chem, A-1090 Vienna, Austria
[5] Univ Leipzig, Bioinformat Grp, Dept Comp Sci, D-04107 Leipzig, Germany
[6] Univ Leipzig, Interdisciplinary Ctr Bioinformat, D-04107 Leipzig, Germany
[7] Santa Fe Inst, Santa Fe, NM 87501 USA
[8] Arizona State Univ, Dept Biomed Informat, Sch Comp & Informat, Tempe, AZ 85287 USA
[9] Fraunhofer Inst Zelltherapie & Immunol, D-04103 Leipzig, Germany
关键词
Gene regulation; cis-regulatory modules (CRMs); Best barbecue problem; NP-completeness; Branch-and-bound algorithms; Itemset mining; EVOLUTION; ELEMENTS; GENES; IDENTIFICATION; DATABASE;
D O I
10.1016/j.dam.2008.06.042
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Gene expression in eukaryotic cells is regulated by a complex network of interactions, in which transcription factors and their binding sites on the genomic DNA play a determining role. As transcription factors rarely, if ever, act in isolation, binding sites of interacting factors are typically arranged in close proximity forming so-called cis-regulatory modules. Even when the individual binding sites are known, module discovery remains a hard combinatorial problem, which we formalize here as the Best Barbecue Problem. It asks for simultaneously stabbing a maximum number of differently colored intervals from K arrangements of colored intervals. This geometric problem turns out to be an elementary, yet previously unstudied combinatorial optimization problem of detecting common edges in a family of hypergraphs, a decision version of which we show here to be NP-complete. Due to its relevance in biological applications, we propose algorithmic variations that are suitable for the analysis of real data sets comprising either many sequences or many binding sites. Being based on set systems induced by interval arrangements, our problem setting generalizes to discovering patterns of co-localized itemsets in non-sequential objects that consist of corresponding arrangements or induce set systems of co-localized items. In fact, our optimization problem is a generalization of the popular concept of frequent itemset mining. (c) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:2458 / 2468
页数:11
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