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The Relation Between Inflation in Type-I and Type-II Error Rate and Population Divergence in Genome-Wide Association Analysis of Multi-Ethnic Populations

Population divergence impacts the degree of population stratification in Genome Wide Association Studies. We aim to: (i) investigate type-I error rate as a function of population divergence (F(ST)) in multi-ethnic (admixed) populations; (ii) evaluate the statistical power and effect size estimates;...

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Autores principales: Derks, E. M., Zwinderman, A. H., Gamazon, E. R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5403879/
https://www.ncbi.nlm.nih.gov/pubmed/28185111
http://dx.doi.org/10.1007/s10519-017-9837-3
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author Derks, E. M.
Zwinderman, A. H.
Gamazon, E. R.
author_facet Derks, E. M.
Zwinderman, A. H.
Gamazon, E. R.
author_sort Derks, E. M.
collection PubMed
description Population divergence impacts the degree of population stratification in Genome Wide Association Studies. We aim to: (i) investigate type-I error rate as a function of population divergence (F(ST)) in multi-ethnic (admixed) populations; (ii) evaluate the statistical power and effect size estimates; and (iii) investigate the impact of population stratification on the results of gene-based analyses. Quantitative phenotypes were simulated. Type-I error rate was investigated for Single Nucleotide Polymorphisms (SNPs) with varying levels of F(ST) between the ancestral European and African populations. Type-II error rate was investigated for a SNP characterized by a high value of F(ST). In all tests, genomic MDS components were included to correct for population stratification. Type-I and type-II error rate was adequately controlled in a population that included two distinct ethnic populations but not in admixed samples. Statistical power was reduced in the admixed samples. Gene-based tests showed no residual inflation in type-I error rate.
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spelling pubmed-54038792017-05-09 The Relation Between Inflation in Type-I and Type-II Error Rate and Population Divergence in Genome-Wide Association Analysis of Multi-Ethnic Populations Derks, E. M. Zwinderman, A. H. Gamazon, E. R. Behav Genet Original Research Population divergence impacts the degree of population stratification in Genome Wide Association Studies. We aim to: (i) investigate type-I error rate as a function of population divergence (F(ST)) in multi-ethnic (admixed) populations; (ii) evaluate the statistical power and effect size estimates; and (iii) investigate the impact of population stratification on the results of gene-based analyses. Quantitative phenotypes were simulated. Type-I error rate was investigated for Single Nucleotide Polymorphisms (SNPs) with varying levels of F(ST) between the ancestral European and African populations. Type-II error rate was investigated for a SNP characterized by a high value of F(ST). In all tests, genomic MDS components were included to correct for population stratification. Type-I and type-II error rate was adequately controlled in a population that included two distinct ethnic populations but not in admixed samples. Statistical power was reduced in the admixed samples. Gene-based tests showed no residual inflation in type-I error rate. Springer US 2017-02-10 2017 /pmc/articles/PMC5403879/ /pubmed/28185111 http://dx.doi.org/10.1007/s10519-017-9837-3 Text en © The Author(s) 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Original Research
Derks, E. M.
Zwinderman, A. H.
Gamazon, E. R.
The Relation Between Inflation in Type-I and Type-II Error Rate and Population Divergence in Genome-Wide Association Analysis of Multi-Ethnic Populations
title The Relation Between Inflation in Type-I and Type-II Error Rate and Population Divergence in Genome-Wide Association Analysis of Multi-Ethnic Populations
title_full The Relation Between Inflation in Type-I and Type-II Error Rate and Population Divergence in Genome-Wide Association Analysis of Multi-Ethnic Populations
title_fullStr The Relation Between Inflation in Type-I and Type-II Error Rate and Population Divergence in Genome-Wide Association Analysis of Multi-Ethnic Populations
title_full_unstemmed The Relation Between Inflation in Type-I and Type-II Error Rate and Population Divergence in Genome-Wide Association Analysis of Multi-Ethnic Populations
title_short The Relation Between Inflation in Type-I and Type-II Error Rate and Population Divergence in Genome-Wide Association Analysis of Multi-Ethnic Populations
title_sort relation between inflation in type-i and type-ii error rate and population divergence in genome-wide association analysis of multi-ethnic populations
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5403879/
https://www.ncbi.nlm.nih.gov/pubmed/28185111
http://dx.doi.org/10.1007/s10519-017-9837-3
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