DocumentCode :
3003631
Title :
DNA fragment assembly using an ant colony system algorithm
Author :
Meksangsouy, Prakit ; Chaiyaratana, Nachol
Author_Institution :
Dept. of Math., King Mongkut´´s Inst. of Technol. North Bangkok, Thailand
Volume :
3
fYear :
2003
fDate :
8-12 Dec. 2003
Firstpage :
1756
Abstract :
This work presents the use of an ant colony system algorithm in a DNA (deoxyribonucleic acid) fragment assembly. The assembly problem is a combinatorial optimisation problem where the aim of the search is to find the right order and orientation of each fragment in the fragment ordering sequence that leads to the formation of a consensus sequence. In this paper, an asymmetric ordering representation is proposed where a path cooperatively generated by all ants in the colony represents the search solution. The optimality of the fragment layout obtained is then determined from the sum of overlap scores calculated for each pair of consecutive fragments in the layout. Two types of assembly problem are investigated: single-contig and multiple-contig problems. The simulation results indicate that in single-contig problems, the performance of the ant colony system algorithm is approximately the same as that of a nearest neighbour heuristic algorithm. On the other hand, the ant colony system algorithm outperforms the nearest neighbour heuristic algorithm when multiple-contig problems are considered.
Keywords :
DNA; combinatorial mathematics; genetic algorithms; search problems; sequences; DNA fragment assembly; ant colony system; asymmetric ordering; combinatorial optimisation; consensus sequence; deoxyribonucleic acid; fragment ordering sequence; multiple-contig problems; nearest neighbour heuristic algorithm; search solution; single-contig problems; Assembly systems; Bioinformatics; DNA; Genetics; Genomics; Heuristic algorithms; Humans; Mathematics; Organisms; Sequences;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Evolutionary Computation, 2003. CEC '03. The 2003 Congress on
Print_ISBN :
0-7803-7804-0
Type :
conf
DOI :
10.1109/CEC.2003.1299885
Filename :
1299885
Link To Document :
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