KMS Of Academy of mathematics and systems sciences, CAS
Haplotype reconstruction from SNP fragments by minimum error correction | |
Wang, RS; Wu, LY; Li, ZP; Zhang, XS | |
2005-05-15 | |
发表期刊 | BIOINFORMATICS |
ISSN | 1367-4803 |
卷号 | 21期号:10页码:2456-2462 |
摘要 | Motivation: Haplotype reconstruction based on aligned single nucleotide polymorphism (SNP) fragments is to infer a pair of haplotypes from localized polymorphism data gathered through short genome fragment assembly. An important computational model of this problem is the minimum error correction (MEC) model, which has been mentioned in several literatures. The model retrieves a pair of haplotypes by correcting minimum number of SNPs in given genome fragments coming from an individual's DNA. Results: In the first part of this paper, an exact algorithm for the MEC model is presented. Owing to the NP-hardness of the MEC model, we also design a genetic algorithm (GA). The designed GA is intended to solve large size problems and has very good performance. The strength and weakness of the MEC model are shown using experimental results on real data and simulation data. In the second part of this paper, to improve the MEC model for haplotype reconstruction, a new computational model is proposed, which simultaneously employs genotype information of an individual in the process of SNP correction, and is called MEC with genotype information (shortly, MEC/GI). Computational results on extensive datasets show that the new model has much higher accuracy in haplotype reconstruction than the pure MEC model. |
DOI | 10.1093/bioinformatics/bti352 |
语种 | 英语 |
WOS研究方向 | Biochemistry & Molecular Biology ; Biotechnology & Applied Microbiology ; Computer Science ; Mathematical & Computational Biology ; Mathematics |
WOS类目 | Biochemical Research Methods ; Biotechnology & Applied Microbiology ; Computer Science, Interdisciplinary Applications ; Mathematical & Computational Biology ; Statistics & Probability |
WOS记录号 | WOS:000229285600040 |
出版者 | OXFORD UNIV PRESS |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.amss.ac.cn/handle/2S8OKBNM/2187 |
专题 | 应用数学研究所 |
通讯作者 | Wang, RS |
作者单位 | 1.Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100080, Peoples R China 2.Beijing Mat Inst, Beijing 101149, Peoples R China |
推荐引用方式 GB/T 7714 | Wang, RS,Wu, LY,Li, ZP,et al. Haplotype reconstruction from SNP fragments by minimum error correction[J]. BIOINFORMATICS,2005,21(10):2456-2462. |
APA | Wang, RS,Wu, LY,Li, ZP,&Zhang, XS.(2005).Haplotype reconstruction from SNP fragments by minimum error correction.BIOINFORMATICS,21(10),2456-2462. |
MLA | Wang, RS,et al."Haplotype reconstruction from SNP fragments by minimum error correction".BIOINFORMATICS 21.10(2005):2456-2462. |
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