Title :
A Probabilistic Branch-and-Bound Approach for Reconstructing of Haplotype Using SNP-Fragments and Related Genotype
Author :
Taghipour, Rasoul ; Ganoodi, Naemeh ; Asgarian, Ehsan
Author_Institution :
Dept. of Comput. Eng., Islamic Azad Univ., Neyshabur, Iran
Abstract :
Most positions of the human genome are typically invariant (99%) and only some positions (1%) are commonly invariant which are associated with complex genetic diseases. Haplotype reconstruction problem divide aligned single nucleotide polymorphism (SNP) fragments into two classes and infer a pair of haplotypes from them. An important computational model of this problem is minimum error correction (MEC) but it is only effective when the error rate of the fragments is low. MEC/GI as an extension to MEC employs the compatible genotype information besides the SNP fragments and so results in a more accurate inference. The haplotyping problems, due to its NP-hardness, several computational and heuristic methods have addressed the problem seeking feasible answers. In this paper, we develop a new branch-and-bound algorithm with running time O([(n-h)/k]2h × nm) in which m is maximum length of SNP fragments where SNP sites are heterozygous, n is the number of fragments and h is depth of our exploration in binary tree. Since h (h≪n) is small in real biological applications, our proposed algorithm is practical and efficient.
Keywords :
computational complexity; genetics; tree searching; NP-hardness; SNP-fragments; branch-and-bound algorithm; computational model; genetic diseases; genotype information; haplotype reconstruction problem; human genome; minimum error correction; probabilistic branch-and-bound approach; single nucleotide polymorphism; Binary trees; Bioinformatics; Biological system modeling; Clustering algorithms; Computational modeling; Databases; Vectors; Branch-and-Bound Problem; SNP fragments; classification; genotype information; haplotype; reconstruction rate;
Conference_Titel :
Informatics and Computational Intelligence (ICI), 2011 First International Conference on
Conference_Location :
Bandung
Print_ISBN :
978-1-4673-0091-9
DOI :
10.1109/ICI.2011.17