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PSMIX: an R package for population structure inference via maximum likelihood method
BACKGROUND: Inference of population stratification and individual admixture from genetic markers is an integrative part of a study in diverse situations, such as association mapping and evolutionary studies. Bayesian methods have been proposed for population stratification and admixture inference us...
Autores principales: | , , |
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Formato: | Texto |
Lenguaje: | English |
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BioMed Central
2006
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1550430/ https://www.ncbi.nlm.nih.gov/pubmed/16792813 http://dx.doi.org/10.1186/1471-2105-7-317 |
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author | Wu, Baolin Liu, Nianjun Zhao, Hongyu |
author_facet | Wu, Baolin Liu, Nianjun Zhao, Hongyu |
author_sort | Wu, Baolin |
collection | PubMed |
description | BACKGROUND: Inference of population stratification and individual admixture from genetic markers is an integrative part of a study in diverse situations, such as association mapping and evolutionary studies. Bayesian methods have been proposed for population stratification and admixture inference using multilocus genotypes and widely used in practice. However, these Bayesian methods demand intensive computation resources and may run into convergence problem in Markov Chain Monte Carlo based posterior samplings. RESULTS: We have developed PSMIX, an R package based on maximum likelihood method using expectation-maximization algorithm, for inference of population stratification and individual admixture. CONCLUSION: Compared with software based on Bayesian methods (e.g., STRUCTURE), PSMIX has similar accuracy, but more efficient computations. PSMIX and its supplemental documents are freely available at . |
format | Text |
id | pubmed-1550430 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2006 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-15504302006-08-18 PSMIX: an R package for population structure inference via maximum likelihood method Wu, Baolin Liu, Nianjun Zhao, Hongyu BMC Bioinformatics Software BACKGROUND: Inference of population stratification and individual admixture from genetic markers is an integrative part of a study in diverse situations, such as association mapping and evolutionary studies. Bayesian methods have been proposed for population stratification and admixture inference using multilocus genotypes and widely used in practice. However, these Bayesian methods demand intensive computation resources and may run into convergence problem in Markov Chain Monte Carlo based posterior samplings. RESULTS: We have developed PSMIX, an R package based on maximum likelihood method using expectation-maximization algorithm, for inference of population stratification and individual admixture. CONCLUSION: Compared with software based on Bayesian methods (e.g., STRUCTURE), PSMIX has similar accuracy, but more efficient computations. PSMIX and its supplemental documents are freely available at . BioMed Central 2006-06-22 /pmc/articles/PMC1550430/ /pubmed/16792813 http://dx.doi.org/10.1186/1471-2105-7-317 Text en Copyright © 2006 Wu 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 | Software Wu, Baolin Liu, Nianjun Zhao, Hongyu PSMIX: an R package for population structure inference via maximum likelihood method |
title | PSMIX: an R package for population structure inference via maximum likelihood method |
title_full | PSMIX: an R package for population structure inference via maximum likelihood method |
title_fullStr | PSMIX: an R package for population structure inference via maximum likelihood method |
title_full_unstemmed | PSMIX: an R package for population structure inference via maximum likelihood method |
title_short | PSMIX: an R package for population structure inference via maximum likelihood method |
title_sort | psmix: an r package for population structure inference via maximum likelihood method |
topic | Software |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1550430/ https://www.ncbi.nlm.nih.gov/pubmed/16792813 http://dx.doi.org/10.1186/1471-2105-7-317 |
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