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Exploring Population Size Changes Using SNP Frequency Spectra

Inferring demographic history is an important task in population genetics. Many existing inference methods are based on pre-defined simplified population models, which are more suitable for hypothesis testing than for exploratory analysis. We developed a novel model-flexible method called stairway p...

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Detalles Bibliográficos
Autores principales: Liu, Xiaoming, Fu, Yun-Xin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4414822/
https://www.ncbi.nlm.nih.gov/pubmed/25848749
http://dx.doi.org/10.1038/ng.3254
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author Liu, Xiaoming
Fu, Yun-Xin
author_facet Liu, Xiaoming
Fu, Yun-Xin
author_sort Liu, Xiaoming
collection PubMed
description Inferring demographic history is an important task in population genetics. Many existing inference methods are based on pre-defined simplified population models, which are more suitable for hypothesis testing than for exploratory analysis. We developed a novel model-flexible method called stairway plot, which infers population size changes over time using SNP frequency spectra. This method is applicable for whole-genome sequences of hundreds of individuals. Using extensive simulation we demonstrated the usefulness of the method for inferring demographic history, especially recent population size changes. The method was applied to the whole genome sequence data of nine populations from the 1000 Genomes Project, and showed a pattern of human population fluctuations from 10 to 200 thousand years ago.
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spelling pubmed-44148222015-11-01 Exploring Population Size Changes Using SNP Frequency Spectra Liu, Xiaoming Fu, Yun-Xin Nat Genet Article Inferring demographic history is an important task in population genetics. Many existing inference methods are based on pre-defined simplified population models, which are more suitable for hypothesis testing than for exploratory analysis. We developed a novel model-flexible method called stairway plot, which infers population size changes over time using SNP frequency spectra. This method is applicable for whole-genome sequences of hundreds of individuals. Using extensive simulation we demonstrated the usefulness of the method for inferring demographic history, especially recent population size changes. The method was applied to the whole genome sequence data of nine populations from the 1000 Genomes Project, and showed a pattern of human population fluctuations from 10 to 200 thousand years ago. 2015-04-06 2015-05 /pmc/articles/PMC4414822/ /pubmed/25848749 http://dx.doi.org/10.1038/ng.3254 Text en http://www.nature.com/authors/editorial_policies/license.html#terms Users may view, print, copy, and download text and data-mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use:http://www.nature.com/authors/editorial_policies/license.html#terms
spellingShingle Article
Liu, Xiaoming
Fu, Yun-Xin
Exploring Population Size Changes Using SNP Frequency Spectra
title Exploring Population Size Changes Using SNP Frequency Spectra
title_full Exploring Population Size Changes Using SNP Frequency Spectra
title_fullStr Exploring Population Size Changes Using SNP Frequency Spectra
title_full_unstemmed Exploring Population Size Changes Using SNP Frequency Spectra
title_short Exploring Population Size Changes Using SNP Frequency Spectra
title_sort exploring population size changes using snp frequency spectra
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4414822/
https://www.ncbi.nlm.nih.gov/pubmed/25848749
http://dx.doi.org/10.1038/ng.3254
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