Randomized Algorithms for Motif Detection

• Published in: Algorithms and Computation pp. 884 - 895
• Main Authors: Wang, Lusheng, Dong, Liang, Fan, Hui
• Format: Book Chapter Conference Proceeding
• Language: English
• Published: Berlin, Heidelberg Springer Berlin Heidelberg 01.01.2004; Springer
• Series: Lecture Notes in Computer Science
• Subjects: Algorithmics. Computability. Computer arithmetics; Applied sciences; Computer science; control theory; systems; Cost Error; Exact sciences and technology; Expectation Maximization; Local Search; Random Projection; Randomize Algorithm; Theoretical computing; Local search; Probabilistic approach; Algorithmics; Regulator gene; Randomized algorithm; Consensus; Search algorithm; Polynomial time; Randomized design; Character string; DNA; Seed; Localization; EM algorithm
• ISBN: 9783540241317; 3540241310
• ISSN: 0302-9743; 1611-3349
• DOI: 10.1007/978-3-540-30551-4_75

Motivation: Motif detection for DNA sequences has many important applications in biological studies, e.g., locating binding sites and regulatory signals, and designing genetic probes etc. In this paper, we propose a randomized algorithm, design an improved EM algorithm and combine them to form a software. Results: (1) We design a randomized algorithm for consensus pattern problem. We can show that with high probability, our randomized algorithm finds a pattern in polynomial time with cost error at most ε × l for each string, where l is the length of the motif and ε can be any positive number given by the user. (2) We design an improved EM (Expectation Maximization) algorithm that outperforms the original EM algorithm. (3) We develop a software MotifDetector that uses our randomized algorithm to find good seeds and uses the improved EM algorithm to do local search. We compare MotifDetector with Buhler and Tompa’s PROJECTION which is considered to be the best known software for motif detection. Simulations show that MotifDetector is slower than PROJECTION when the pattern length is relatively small, and outperforms PROJECTION when the pattern length becomes large. Availability: Free from http://www.cs.cityu.edu.hk/~lwang/software/motif/index.html, subject to copyright restrictions.