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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;...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2017
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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. |
format | Online Article Text |
id | pubmed-5403879 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
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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