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Estimate haplotype frequencies in pedigrees

BACKGROUND: Haplotype analysis has gained increasing attention in the context of association studies of disease genes and drug responsivities over the last years. The potential use of haplotypes has led to the initiation of the HapMap project which is to investigate haplotype patterns in the human g...

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Autores principales: Zhang, Qiangfeng, Zhao, Yuzhong, Chen, Guoliang, Xu, Yun
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2006
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1780125/
https://www.ncbi.nlm.nih.gov/pubmed/17217523
http://dx.doi.org/10.1186/1471-2105-7-S4-S5
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author Zhang, Qiangfeng
Zhao, Yuzhong
Chen, Guoliang
Xu, Yun
author_facet Zhang, Qiangfeng
Zhao, Yuzhong
Chen, Guoliang
Xu, Yun
author_sort Zhang, Qiangfeng
collection PubMed
description BACKGROUND: Haplotype analysis has gained increasing attention in the context of association studies of disease genes and drug responsivities over the last years. The potential use of haplotypes has led to the initiation of the HapMap project which is to investigate haplotype patterns in the human genome in different populations. Haplotype inference and frequency estimation are essential components of this endeavour. RESULTS: We present a two-stage method to estimate haplotype frequencies in pedigrees, which includes haplotyping stage and estimation stage. In the haplotyping stage, we propose a linear time algorithm to determine all zero-recombinant haplotype configurations for each pedigree. In the estimation stage, we use the expectation-maximization (EM) algorithm to estimate haplotype frequencies based on these haplotype configurations. The experiments demonstrate that our method runs much faster and gives more credible estimates than other popular haplotype analysis software that discards the pedigree information. CONCLUSION: Our method suggests that pedigree information is of great importance in haplotype analysis. It can be used to speedup estimation process, and to improve estimation accuracy as well. The result also demonstrates that the whole haplotype configuration space can be substituted by the space of zero-recombinant haplotype configurations in haplotype frequency estimation, especially when the considered haplotype block is relatively short.
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spelling pubmed-17801252007-01-24 Estimate haplotype frequencies in pedigrees Zhang, Qiangfeng Zhao, Yuzhong Chen, Guoliang Xu, Yun BMC Bioinformatics Research BACKGROUND: Haplotype analysis has gained increasing attention in the context of association studies of disease genes and drug responsivities over the last years. The potential use of haplotypes has led to the initiation of the HapMap project which is to investigate haplotype patterns in the human genome in different populations. Haplotype inference and frequency estimation are essential components of this endeavour. RESULTS: We present a two-stage method to estimate haplotype frequencies in pedigrees, which includes haplotyping stage and estimation stage. In the haplotyping stage, we propose a linear time algorithm to determine all zero-recombinant haplotype configurations for each pedigree. In the estimation stage, we use the expectation-maximization (EM) algorithm to estimate haplotype frequencies based on these haplotype configurations. The experiments demonstrate that our method runs much faster and gives more credible estimates than other popular haplotype analysis software that discards the pedigree information. CONCLUSION: Our method suggests that pedigree information is of great importance in haplotype analysis. It can be used to speedup estimation process, and to improve estimation accuracy as well. The result also demonstrates that the whole haplotype configuration space can be substituted by the space of zero-recombinant haplotype configurations in haplotype frequency estimation, especially when the considered haplotype block is relatively short. BioMed Central 2006-12-12 /pmc/articles/PMC1780125/ /pubmed/17217523 http://dx.doi.org/10.1186/1471-2105-7-S4-S5 Text en Copyright © 2006 Zhang et al; licensee BioMed Central Ltd http://creativecommons.org/licenses/by/2.0 This is an open access article distributed under the terms of the Creative Commons Attribution License ( (http://creativecommons.org/licenses/by/2.0) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research
Zhang, Qiangfeng
Zhao, Yuzhong
Chen, Guoliang
Xu, Yun
Estimate haplotype frequencies in pedigrees
title Estimate haplotype frequencies in pedigrees
title_full Estimate haplotype frequencies in pedigrees
title_fullStr Estimate haplotype frequencies in pedigrees
title_full_unstemmed Estimate haplotype frequencies in pedigrees
title_short Estimate haplotype frequencies in pedigrees
title_sort estimate haplotype frequencies in pedigrees
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1780125/
https://www.ncbi.nlm.nih.gov/pubmed/17217523
http://dx.doi.org/10.1186/1471-2105-7-S4-S5
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