Cargando…
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...
Autores principales: | , |
---|---|
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 |
_version_ | 1782226723326132224 |
---|---|
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. |
format | Online Article Text |
id | pubmed-3303124 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT mathiesoniain differentialconfoundingofrareandcommonvariantsinspatiallystructuredpopulations AT mcveangil differentialconfoundingofrareandcommonvariantsinspatiallystructuredpopulations |