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Multiethnic Genetic Association Studies Improve Power for Locus Discovery

To date, genome-wide association studies have focused almost exclusively on populations of European ancestry. These studies continue with the advent of next-generation sequencing, designed to systematically catalog and test low-frequency variation for a role in disease. A complementary approach woul...

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Detalles Bibliográficos
Autores principales: Pulit, Sara L., Voight, Benjamin F., de Bakker, Paul I. W.
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2935880/
https://www.ncbi.nlm.nih.gov/pubmed/20838612
http://dx.doi.org/10.1371/journal.pone.0012600
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author Pulit, Sara L.
Voight, Benjamin F.
de Bakker, Paul I. W.
author_facet Pulit, Sara L.
Voight, Benjamin F.
de Bakker, Paul I. W.
author_sort Pulit, Sara L.
collection PubMed
description To date, genome-wide association studies have focused almost exclusively on populations of European ancestry. These studies continue with the advent of next-generation sequencing, designed to systematically catalog and test low-frequency variation for a role in disease. A complementary approach would be to focus further efforts on cohorts of multiple ethnicities. This leverages the idea that population genetic drift may have elevated some variants to higher allele frequency in different populations, boosting statistical power to detect an association. Based on empirical allele frequency distributions from eleven populations represented in HapMap Phase 3 and the 1000 Genomes Project, we simulate a range of genetic models to quantify the power of association studies in multiple ethnicities relative to studies that exclusively focus on samples of European ancestry. In each of these simulations, a first phase of GWAS in exclusively European samples is followed by a second GWAS phase in any of the other populations (including a multiethnic design). We find that nontrivial power gains can be achieved by conducting future whole-genome studies in worldwide populations, where, in particular, African populations contribute the largest relative power gains for low-frequency alleles (<5%) of moderate effect that suffer from low power in samples of European descent. Our results emphasize the importance of broadening genetic studies to worldwide populations to ensure efficient discovery of genetic loci contributing to phenotypic trait variability, especially for those traits for which large numbers of samples of European ancestry have already been collected and tested.
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spelling pubmed-29358802010-09-13 Multiethnic Genetic Association Studies Improve Power for Locus Discovery Pulit, Sara L. Voight, Benjamin F. de Bakker, Paul I. W. PLoS One Research Article To date, genome-wide association studies have focused almost exclusively on populations of European ancestry. These studies continue with the advent of next-generation sequencing, designed to systematically catalog and test low-frequency variation for a role in disease. A complementary approach would be to focus further efforts on cohorts of multiple ethnicities. This leverages the idea that population genetic drift may have elevated some variants to higher allele frequency in different populations, boosting statistical power to detect an association. Based on empirical allele frequency distributions from eleven populations represented in HapMap Phase 3 and the 1000 Genomes Project, we simulate a range of genetic models to quantify the power of association studies in multiple ethnicities relative to studies that exclusively focus on samples of European ancestry. In each of these simulations, a first phase of GWAS in exclusively European samples is followed by a second GWAS phase in any of the other populations (including a multiethnic design). We find that nontrivial power gains can be achieved by conducting future whole-genome studies in worldwide populations, where, in particular, African populations contribute the largest relative power gains for low-frequency alleles (<5%) of moderate effect that suffer from low power in samples of European descent. Our results emphasize the importance of broadening genetic studies to worldwide populations to ensure efficient discovery of genetic loci contributing to phenotypic trait variability, especially for those traits for which large numbers of samples of European ancestry have already been collected and tested. Public Library of Science 2010-09-08 /pmc/articles/PMC2935880/ /pubmed/20838612 http://dx.doi.org/10.1371/journal.pone.0012600 Text en Pulit et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Pulit, Sara L.
Voight, Benjamin F.
de Bakker, Paul I. W.
Multiethnic Genetic Association Studies Improve Power for Locus Discovery
title Multiethnic Genetic Association Studies Improve Power for Locus Discovery
title_full Multiethnic Genetic Association Studies Improve Power for Locus Discovery
title_fullStr Multiethnic Genetic Association Studies Improve Power for Locus Discovery
title_full_unstemmed Multiethnic Genetic Association Studies Improve Power for Locus Discovery
title_short Multiethnic Genetic Association Studies Improve Power for Locus Discovery
title_sort multiethnic genetic association studies improve power for locus discovery
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2935880/
https://www.ncbi.nlm.nih.gov/pubmed/20838612
http://dx.doi.org/10.1371/journal.pone.0012600
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