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
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;
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
DOI :
10.1109/BIBM.2010.5706592