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Length Distribution of Ancestral Tracks under a General Admixture Model and Its Applications in Population History Inference
The length of ancestral tracks decays with the passing of generations which can be used to infer population admixture histories. Previous studies have shown the power in recovering the histories of admixed populations via the length distributions of ancestral tracks even under simple models. We beli...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4730239/ https://www.ncbi.nlm.nih.gov/pubmed/26818889 http://dx.doi.org/10.1038/srep20048 |
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author | Ni, Xumin Yang, Xiong Guo, Wei Yuan, Kai Zhou, Ying Ma, Zhiming Xu, Shuhua |
author_facet | Ni, Xumin Yang, Xiong Guo, Wei Yuan, Kai Zhou, Ying Ma, Zhiming Xu, Shuhua |
author_sort | Ni, Xumin |
collection | PubMed |
description | The length of ancestral tracks decays with the passing of generations which can be used to infer population admixture histories. Previous studies have shown the power in recovering the histories of admixed populations via the length distributions of ancestral tracks even under simple models. We believe that the deduction of length distributions under a general model will greatly elevate the power. Here we first deduced the length distributions under a general model and proposed general principles in parameter estimation and model selection with the deduced length distributions. Next, we focused on studying the length distributions and its applications under three typical special cases. Extensive simulations showed that the length distributions of ancestral tracks were well predicted by our theoretical framework. We further developed a new method, AdmixInfer, based on the length distributions and good performance was observed when it was applied to infer population histories under the three typical models. Notably, our method was insensitive to demographic history, sample size and threshold to discard short tracks. Finally, good performance was also observed when applied to some real datasets of African Americans, Mexicans and South Asian populations from the HapMap project and the Human Genome Diversity Project. |
format | Online Article Text |
id | pubmed-4730239 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-47302392016-02-03 Length Distribution of Ancestral Tracks under a General Admixture Model and Its Applications in Population History Inference Ni, Xumin Yang, Xiong Guo, Wei Yuan, Kai Zhou, Ying Ma, Zhiming Xu, Shuhua Sci Rep Article The length of ancestral tracks decays with the passing of generations which can be used to infer population admixture histories. Previous studies have shown the power in recovering the histories of admixed populations via the length distributions of ancestral tracks even under simple models. We believe that the deduction of length distributions under a general model will greatly elevate the power. Here we first deduced the length distributions under a general model and proposed general principles in parameter estimation and model selection with the deduced length distributions. Next, we focused on studying the length distributions and its applications under three typical special cases. Extensive simulations showed that the length distributions of ancestral tracks were well predicted by our theoretical framework. We further developed a new method, AdmixInfer, based on the length distributions and good performance was observed when it was applied to infer population histories under the three typical models. Notably, our method was insensitive to demographic history, sample size and threshold to discard short tracks. Finally, good performance was also observed when applied to some real datasets of African Americans, Mexicans and South Asian populations from the HapMap project and the Human Genome Diversity Project. Nature Publishing Group 2016-01-28 /pmc/articles/PMC4730239/ /pubmed/26818889 http://dx.doi.org/10.1038/srep20048 Text en Copyright © 2016, Macmillan Publishers Limited http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Ni, Xumin Yang, Xiong Guo, Wei Yuan, Kai Zhou, Ying Ma, Zhiming Xu, Shuhua Length Distribution of Ancestral Tracks under a General Admixture Model and Its Applications in Population History Inference |
title | Length Distribution of Ancestral Tracks under a General Admixture Model and Its Applications in Population History Inference |
title_full | Length Distribution of Ancestral Tracks under a General Admixture Model and Its Applications in Population History Inference |
title_fullStr | Length Distribution of Ancestral Tracks under a General Admixture Model and Its Applications in Population History Inference |
title_full_unstemmed | Length Distribution of Ancestral Tracks under a General Admixture Model and Its Applications in Population History Inference |
title_short | Length Distribution of Ancestral Tracks under a General Admixture Model and Its Applications in Population History Inference |
title_sort | length distribution of ancestral tracks under a general admixture model and its applications in population history inference |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4730239/ https://www.ncbi.nlm.nih.gov/pubmed/26818889 http://dx.doi.org/10.1038/srep20048 |
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