Fine-scale patterns of population stratification confound rare variant association tests.

Advances in next-generation sequencing technology have enabled systematic exploration of the contribution of rare variation to Mendelian and complex diseases. Although it is well known that population stratification can generate spurious associations with common alleles, its impact on rare variant a...

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Autores principales: Timothy D O'Connor, Adam Kiezun, Michael Bamshad, Stephen S Rich, Joshua D Smith, Emily Turner, NHLBIGO Exome Sequencing Project, ESP Population Genetics, Statistical Analysis Working Group, Suzanne M Leal, Joshua M Akey
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Publicado: Public Library of Science (PLoS) 2013
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Acceso en línea:https://doaj.org/article/73c9803e1e2e43ad8c0ff68ad219753a
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spelling oai:doaj.org-article:73c9803e1e2e43ad8c0ff68ad219753a2021-11-18T07:38:38ZFine-scale patterns of population stratification confound rare variant association tests.1932-620310.1371/journal.pone.0065834https://doaj.org/article/73c9803e1e2e43ad8c0ff68ad219753a2013-01-01T00:00:00Zhttps://www.ncbi.nlm.nih.gov/pmc/articles/pmid/23861739/pdf/?tool=EBIhttps://doaj.org/toc/1932-6203Advances in next-generation sequencing technology have enabled systematic exploration of the contribution of rare variation to Mendelian and complex diseases. Although it is well known that population stratification can generate spurious associations with common alleles, its impact on rare variant association methods remains poorly understood. Here, we performed exhaustive coalescent simulations with demographic parameters calibrated from exome sequence data to evaluate the performance of nine rare variant association methods in the presence of fine-scale population structure. We find that all methods have an inflated spurious association rate for parameter values that are consistent with levels of differentiation typical of European populations. For example, at a nominal significance level of 5%, some test statistics have a spurious association rate as high as 40%. Finally, we empirically assess the impact of population stratification in a large data set of 4,298 European American exomes. Our results have important implications for the design, analysis, and interpretation of rare variant genome-wide association studies.Timothy D O'ConnorAdam KiezunMichael BamshadStephen S RichJoshua D SmithEmily TurnerNHLBIGO Exome Sequencing ProjectESP Population Genetics, Statistical Analysis Working GroupSuzanne M LealJoshua M AkeyPublic Library of Science (PLoS)articleMedicineRScienceQENPLoS ONE, Vol 8, Iss 7, p e65834 (2013)
institution DOAJ
collection DOAJ
language EN
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Timothy D O'Connor
Adam Kiezun
Michael Bamshad
Stephen S Rich
Joshua D Smith
Emily Turner
NHLBIGO Exome Sequencing Project
ESP Population Genetics, Statistical Analysis Working Group
Suzanne M Leal
Joshua M Akey
Fine-scale patterns of population stratification confound rare variant association tests.
description Advances in next-generation sequencing technology have enabled systematic exploration of the contribution of rare variation to Mendelian and complex diseases. Although it is well known that population stratification can generate spurious associations with common alleles, its impact on rare variant association methods remains poorly understood. Here, we performed exhaustive coalescent simulations with demographic parameters calibrated from exome sequence data to evaluate the performance of nine rare variant association methods in the presence of fine-scale population structure. We find that all methods have an inflated spurious association rate for parameter values that are consistent with levels of differentiation typical of European populations. For example, at a nominal significance level of 5%, some test statistics have a spurious association rate as high as 40%. Finally, we empirically assess the impact of population stratification in a large data set of 4,298 European American exomes. Our results have important implications for the design, analysis, and interpretation of rare variant genome-wide association studies.
format article
author Timothy D O'Connor
Adam Kiezun
Michael Bamshad
Stephen S Rich
Joshua D Smith
Emily Turner
NHLBIGO Exome Sequencing Project
ESP Population Genetics, Statistical Analysis Working Group
Suzanne M Leal
Joshua M Akey
author_facet Timothy D O'Connor
Adam Kiezun
Michael Bamshad
Stephen S Rich
Joshua D Smith
Emily Turner
NHLBIGO Exome Sequencing Project
ESP Population Genetics, Statistical Analysis Working Group
Suzanne M Leal
Joshua M Akey
author_sort Timothy D O'Connor
title Fine-scale patterns of population stratification confound rare variant association tests.
title_short Fine-scale patterns of population stratification confound rare variant association tests.
title_full Fine-scale patterns of population stratification confound rare variant association tests.
title_fullStr Fine-scale patterns of population stratification confound rare variant association tests.
title_full_unstemmed Fine-scale patterns of population stratification confound rare variant association tests.
title_sort fine-scale patterns of population stratification confound rare variant association tests.
publisher Public Library of Science (PLoS)
publishDate 2013
url https://doaj.org/article/73c9803e1e2e43ad8c0ff68ad219753a
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