Using singleton densities to detect recent selection in Bos taurus
Abstract Many quantitative traits are subject to polygenic selection, where several genomic regions undergo small, simultaneous changes in allele frequency that collectively alter a phenotype. The widespread availability of genome data, along with novel statistical techniques, has made it easier to...
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Wiley
2021
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oai:doaj.org-article:765cf9358dee4da697e1e19678bd2f742021-12-05T14:03:53ZUsing singleton densities to detect recent selection in Bos taurus2056-374410.1002/evl3.263https://doaj.org/article/765cf9358dee4da697e1e19678bd2f742021-12-01T00:00:00Zhttps://doi.org/10.1002/evl3.263https://doaj.org/toc/2056-3744Abstract Many quantitative traits are subject to polygenic selection, where several genomic regions undergo small, simultaneous changes in allele frequency that collectively alter a phenotype. The widespread availability of genome data, along with novel statistical techniques, has made it easier to detect these changes. We apply one such method, the “Singleton Density Score” (SDS), to the Holstein breed of Bos taurus to detect recent selection (arising up to around 740 years ago). We identify several genes as candidates for targets of recent selection, including some relating to cell regulation, catabolic processes, neural‐cell adhesion and immunity. We do not find strong evidence that three traits that are important to humans—milk protein content, milk fat content, and stature—have been subject to directional selection. Simulations demonstrate that because B. taurus recently experienced a population bottleneck, singletons are depleted so the power of SDS methods is reduced. These results inform on which genes underlie recent genetic change in B. taurus, while providing information on how polygenic selection can be best investigated in future studies.Matthew HartfieldNina Aagaard PoulsenBernt GuldbrandtsenThomas BataillonWileyarticleBos taurusgenomicsmilk fatmilk proteinselectionstatureEvolutionQH359-425ENEvolution Letters, Vol 5, Iss 6, Pp 595-606 (2021) |
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Bos taurus genomics milk fat milk protein selection stature Evolution QH359-425 |
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Bos taurus genomics milk fat milk protein selection stature Evolution QH359-425 Matthew Hartfield Nina Aagaard Poulsen Bernt Guldbrandtsen Thomas Bataillon Using singleton densities to detect recent selection in Bos taurus |
description |
Abstract Many quantitative traits are subject to polygenic selection, where several genomic regions undergo small, simultaneous changes in allele frequency that collectively alter a phenotype. The widespread availability of genome data, along with novel statistical techniques, has made it easier to detect these changes. We apply one such method, the “Singleton Density Score” (SDS), to the Holstein breed of Bos taurus to detect recent selection (arising up to around 740 years ago). We identify several genes as candidates for targets of recent selection, including some relating to cell regulation, catabolic processes, neural‐cell adhesion and immunity. We do not find strong evidence that three traits that are important to humans—milk protein content, milk fat content, and stature—have been subject to directional selection. Simulations demonstrate that because B. taurus recently experienced a population bottleneck, singletons are depleted so the power of SDS methods is reduced. These results inform on which genes underlie recent genetic change in B. taurus, while providing information on how polygenic selection can be best investigated in future studies. |
format |
article |
author |
Matthew Hartfield Nina Aagaard Poulsen Bernt Guldbrandtsen Thomas Bataillon |
author_facet |
Matthew Hartfield Nina Aagaard Poulsen Bernt Guldbrandtsen Thomas Bataillon |
author_sort |
Matthew Hartfield |
title |
Using singleton densities to detect recent selection in Bos taurus |
title_short |
Using singleton densities to detect recent selection in Bos taurus |
title_full |
Using singleton densities to detect recent selection in Bos taurus |
title_fullStr |
Using singleton densities to detect recent selection in Bos taurus |
title_full_unstemmed |
Using singleton densities to detect recent selection in Bos taurus |
title_sort |
using singleton densities to detect recent selection in bos taurus |
publisher |
Wiley |
publishDate |
2021 |
url |
https://doaj.org/article/765cf9358dee4da697e1e19678bd2f74 |
work_keys_str_mv |
AT matthewhartfield usingsingletondensitiestodetectrecentselectioninbostaurus AT ninaaagaardpoulsen usingsingletondensitiestodetectrecentselectioninbostaurus AT berntguldbrandtsen usingsingletondensitiestodetectrecentselectioninbostaurus AT thomasbataillon usingsingletondensitiestodetectrecentselectioninbostaurus |
_version_ |
1718371908739661824 |