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Author:

Chen, Xiao (Chen, Xiao.) | Peng, Qinke (Peng, Qinke.) | Han, Libin (Han, Libin.) | Zhong, Tao (Zhong, Tao.) | Xu, Tao (Xu, Tao.)

Indexed by:

SCIE PubMed Scopus

Abstract:

The haplotype assembly problem has been proven to be complex. Heuristic algorithms are the main methods that are used to solve the problem. These algorithms perform well when the SNP fragments are error-free, but they are less accurate when the error rate increases. The complex relationships caused by fragment errors present a major barrier to assembling accurate haplotypes. Therefore, modeling the complex relationships is the key to solve the problem. In this study, we model the haplotype assembly problem using hypergraph partitioning formulations and propose a novel method termed HGHap (Hypergraph-based Haplotype assembly method). HGHap approaches the haplotype assembly problem in two phases. In the first phase, a hypergraph is constructed in which each vertex corresponds to a fragment and vertices are multiply connected to form hyperedges. In the second phase, a hypergraph partitioning algorithm is employed to obtain two groups of fragments to construct the haplotypes. The hyperedges capture higher-order relationships among fragments that facilitate the subsequent partitioning. Our results demonstrate that the method performs better than other methods in most cases, especially in cases with a high error rate. (C) 2014 Elsevier Ltd. All rights reserved.

Keyword:

Computational biology Shared nearest neighbors Single individual haplotyping Single nucleotide polymorphism

Author Community:

  • [ 1 ] [Chen, Xiao; Peng, Qinke; Han, Libin; Zhong, Tao; Xu, Tao] Xi An Jiao Tong Univ, Syst Engn Inst, Sch Elect & Informat Engn, Xian 710049, Shaanxi, Peoples R China

Reprint Author's Address:

  • Xi An Jiao Tong Univ, Syst Engn Inst, 28 Xianning West Rd, Xian 710049, Shaanxi, Peoples R China.

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Source :

JOURNAL OF THEORETICAL BIOLOGY

ISSN: 0022-5193

Year: 2014

Volume: 358

Page: 85-92

2 . 1 1 6

JCR@2014

2 . 6 9 1

JCR@2020

ESI Discipline: BIOLOGY & BIOCHEMISTRY;

ESI HC Threshold:233

JCR Journal Grade:2

CAS Journal Grade:3

Cited Count:

WoS CC Cited Count: 8

SCOPUS Cited Count: 8

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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