Title :
A modified algorithm for variable length DNA motif discovery
Author :
Islam, Syed M. S. ; Asger, Md Rashed ; Hasan, M. Anwar ; Mottalib, M. Abdul
Author_Institution :
Dept. of Comput. Sci. & Eng. (CSE), Islamic Univ. of Technol. (IUT), Gazipur, Bangladesh
Abstract :
Motifs are meaningful short sequences which conserve itself during the evolution and discovery of motifs are used to put DNA sequences into their corresponding categories. Different evolutionary methods have been used for motif discovery i.e. genetic algorithm, PSO etc. In this paper we have incorporated the concept of Linear-PSO to find motifs from DNA sequences. However, Linear-PSO is a slower method which involves linear search for motif discovery. So we have introduced the function of index table to make the motif discovery faster. Before comparing the target motif (a particle selected by Linear-PSO in each cycle) linearly with other DNA sequences, we have first created an index table that contains the information about the index of first base of each of the target motifs. Identifying with the help of index table has lessened the time required for motif discovery. Experimental results show that the proposed method can discover motifs with higher validity and better efficiency.
Keywords :
DNA; biology computing; genetic algorithms; molecular biophysics; molecular configurations; sequences; evolutionary methods; genetic algorithm; linear search; linear-PSO concept; modified algorithm; short DNA sequences; variable length DNA motif discovery; Algorithm design and analysis; Conferences; DNA; Indexes; Particle swarm optimization; Sociology; Index table; Linear-PSO; Motif discovery; Variable length DNA motifs;
Conference_Titel :
Smart Instrumentation, Measurement and Applications (ICSIMA), 2013 IEEE International Conference on
Conference_Location :
Kuala Lumpur
Print_ISBN :
978-1-4799-0842-4
DOI :
10.1109/ICSIMA.2013.6717960