Estimate haplotype frequencies in pedigrees
<p>Abstract</p> <p>Background</p> <p>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 wh...
Main Authors: | , , , |
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Format: | Article |
Language: | English |
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BMC
2006-12-01
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Series: | BMC Bioinformatics |
_version_ | 1819038176421871616 |
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author | Chen Guoliang Zhao Yuzhong Zhang Qiangfeng Xu Yun |
author_facet | Chen Guoliang Zhao Yuzhong Zhang Qiangfeng Xu Yun |
author_sort | Chen Guoliang |
collection | DOAJ |
description | <p>Abstract</p> <p>Background</p> <p>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.</p> <p>Results</p> <p>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.</p> <p>Conclusion</p> <p>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.</p> |
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format | Article |
id | doaj.art-801ee35167004669b43c0d623d6a03d7 |
institution | Directory Open Access Journal |
issn | 1471-2105 |
language | English |
last_indexed | 2024-12-21T08:33:09Z |
publishDate | 2006-12-01 |
publisher | BMC |
record_format | Article |
series | BMC Bioinformatics |
spelling | doaj.art-801ee35167004669b43c0d623d6a03d72022-12-21T19:10:08ZengBMCBMC Bioinformatics1471-21052006-12-017Suppl 4S510.1186/1471-2105-7-S4-S5Estimate haplotype frequencies in pedigreesChen GuoliangZhao YuzhongZhang QiangfengXu Yun<p>Abstract</p> <p>Background</p> <p>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.</p> <p>Results</p> <p>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.</p> <p>Conclusion</p> <p>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.</p> |
spellingShingle | Chen Guoliang Zhao Yuzhong Zhang Qiangfeng Xu Yun Estimate haplotype frequencies in pedigrees BMC Bioinformatics |
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 |
work_keys_str_mv | AT chenguoliang estimatehaplotypefrequenciesinpedigrees AT zhaoyuzhong estimatehaplotypefrequenciesinpedigrees AT zhangqiangfeng estimatehaplotypefrequenciesinpedigrees AT xuyun estimatehaplotypefrequenciesinpedigrees |