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Differential confounding of rare and common variants in spatially structured populations

Well-powered genome-wide association studies, now possible through advances in technology and large-scale collaborative projects, promise to reveal the contribution of rare variants to complex traits and disease. However, while population structure is a known confounder of association studies, it is...

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Autores principales: Mathieson, Iain, McVean, Gil
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3303124/
https://www.ncbi.nlm.nih.gov/pubmed/22306651
http://dx.doi.org/10.1038/ng.1074
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author Mathieson, Iain
McVean, Gil
author_facet Mathieson, Iain
McVean, Gil
author_sort Mathieson, Iain
collection PubMed
description Well-powered genome-wide association studies, now possible through advances in technology and large-scale collaborative projects, promise to reveal the contribution of rare variants to complex traits and disease. However, while population structure is a known confounder of association studies, it is unknown whether methods developed to control stratification are equally effective for rare variants. Here we demonstrate that rare variants can show a systematically different and typically stronger stratification than common variants, and that this is not necessarily corrected by existing methods. We show that the same process leads to inflation for load-based tests and can obscure signals at truly associated variants. We show that populations can display spatial structure in rare variants even when F(ST) is low, but that allele-frequency dependent metrics of allele sharing can reveal localized stratification. These results underscore the importance of collecting and integrating spatial information in the genetic analysis of complex traits.
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spelling pubmed-33031242012-09-01 Differential confounding of rare and common variants in spatially structured populations Mathieson, Iain McVean, Gil Nat Genet Article Well-powered genome-wide association studies, now possible through advances in technology and large-scale collaborative projects, promise to reveal the contribution of rare variants to complex traits and disease. However, while population structure is a known confounder of association studies, it is unknown whether methods developed to control stratification are equally effective for rare variants. Here we demonstrate that rare variants can show a systematically different and typically stronger stratification than common variants, and that this is not necessarily corrected by existing methods. We show that the same process leads to inflation for load-based tests and can obscure signals at truly associated variants. We show that populations can display spatial structure in rare variants even when F(ST) is low, but that allele-frequency dependent metrics of allele sharing can reveal localized stratification. These results underscore the importance of collecting and integrating spatial information in the genetic analysis of complex traits. 2012-02-05 /pmc/articles/PMC3303124/ /pubmed/22306651 http://dx.doi.org/10.1038/ng.1074 Text en Users may view, print, copy, download and 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
Mathieson, Iain
McVean, Gil
Differential confounding of rare and common variants in spatially structured populations
title Differential confounding of rare and common variants in spatially structured populations
title_full Differential confounding of rare and common variants in spatially structured populations
title_fullStr Differential confounding of rare and common variants in spatially structured populations
title_full_unstemmed Differential confounding of rare and common variants in spatially structured populations
title_short Differential confounding of rare and common variants in spatially structured populations
title_sort differential confounding of rare and common variants in spatially structured populations
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3303124/
https://www.ncbi.nlm.nih.gov/pubmed/22306651
http://dx.doi.org/10.1038/ng.1074
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