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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2015
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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. |
format | Online Article Text |
id | pubmed-4414822 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT liuxiaoming exploringpopulationsizechangesusingsnpfrequencyspectra AT fuyunxin exploringpopulationsizechangesusingsnpfrequencyspectra |