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Genotype Imputation for Latinos Using the HapMap and 1000 Genomes Project Reference Panels

Genotype imputation is a vital tool in genome-wide association studies (GWAS) and meta-analyses of multiple GWAS results. Imputation enables researchers to increase genomic coverage and to pool data generated using different genotyping platforms. HapMap samples are often employed as the reference pa...

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Autores principales: Gao, Xiaoyi, Haritunians, Talin, Marjoram, Paul, Mckean-Cowdin, Roberta, Torres, Mina, Taylor, Kent D., Rotter, Jerome I., Gauderman, William J., Varma, Rohit
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Research Foundation 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3384355/
https://www.ncbi.nlm.nih.gov/pubmed/22754564
http://dx.doi.org/10.3389/fgene.2012.00117
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author Gao, Xiaoyi
Haritunians, Talin
Marjoram, Paul
Mckean-Cowdin, Roberta
Torres, Mina
Taylor, Kent D.
Rotter, Jerome I.
Gauderman, William J.
Varma, Rohit
author_facet Gao, Xiaoyi
Haritunians, Talin
Marjoram, Paul
Mckean-Cowdin, Roberta
Torres, Mina
Taylor, Kent D.
Rotter, Jerome I.
Gauderman, William J.
Varma, Rohit
author_sort Gao, Xiaoyi
collection PubMed
description Genotype imputation is a vital tool in genome-wide association studies (GWAS) and meta-analyses of multiple GWAS results. Imputation enables researchers to increase genomic coverage and to pool data generated using different genotyping platforms. HapMap samples are often employed as the reference panel. More recently, the 1000 Genomes Project resource is becoming the primary source for reference panels. Multiple GWAS and meta-analyses are targeting Latinos, the most populous, and fastest growing minority group in the US. However, genotype imputation resources for Latinos are rather limited compared to individuals of European ancestry at present, largely because of the lack of good reference data. One choice of reference panel for Latinos is one derived from the population of Mexican individuals in Los Angeles contained in the HapMap Phase 3 project and the 1000 Genomes Project. However, a detailed evaluation of the quality of the imputed genotypes derived from the public reference panels has not yet been reported. Using simulation studies, the Illumina OmniExpress GWAS data from the Los Angles Latino Eye Study and the MACH software package, we evaluated the accuracy of genotype imputation in Latinos. Our results show that the 1000 Genomes Project AMR + CEU + YRI reference panel provides the highest imputation accuracy for Latinos, and that also including Asian samples in the panel can reduce imputation accuracy. We also provide the imputation accuracy for each autosomal chromosome using the 1000 Genomes Project panel for Latinos. Our results serve as a guide to future imputation based analysis in Latinos.
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spelling pubmed-33843552012-07-02 Genotype Imputation for Latinos Using the HapMap and 1000 Genomes Project Reference Panels Gao, Xiaoyi Haritunians, Talin Marjoram, Paul Mckean-Cowdin, Roberta Torres, Mina Taylor, Kent D. Rotter, Jerome I. Gauderman, William J. Varma, Rohit Front Genet Genetics Genotype imputation is a vital tool in genome-wide association studies (GWAS) and meta-analyses of multiple GWAS results. Imputation enables researchers to increase genomic coverage and to pool data generated using different genotyping platforms. HapMap samples are often employed as the reference panel. More recently, the 1000 Genomes Project resource is becoming the primary source for reference panels. Multiple GWAS and meta-analyses are targeting Latinos, the most populous, and fastest growing minority group in the US. However, genotype imputation resources for Latinos are rather limited compared to individuals of European ancestry at present, largely because of the lack of good reference data. One choice of reference panel for Latinos is one derived from the population of Mexican individuals in Los Angeles contained in the HapMap Phase 3 project and the 1000 Genomes Project. However, a detailed evaluation of the quality of the imputed genotypes derived from the public reference panels has not yet been reported. Using simulation studies, the Illumina OmniExpress GWAS data from the Los Angles Latino Eye Study and the MACH software package, we evaluated the accuracy of genotype imputation in Latinos. Our results show that the 1000 Genomes Project AMR + CEU + YRI reference panel provides the highest imputation accuracy for Latinos, and that also including Asian samples in the panel can reduce imputation accuracy. We also provide the imputation accuracy for each autosomal chromosome using the 1000 Genomes Project panel for Latinos. Our results serve as a guide to future imputation based analysis in Latinos. Frontiers Research Foundation 2012-06-27 /pmc/articles/PMC3384355/ /pubmed/22754564 http://dx.doi.org/10.3389/fgene.2012.00117 Text en Copyright © 2012 Gao, Haritunians, Marjoram, Mckean-Cowdin, Torres, Taylor, Rotter, Gauderman and Varma. http://www.frontiersin.org/licenseagreement This is an open-access article distributed under the terms of the Creative Commons Attribution Non Commercial License, which permits non-commercial use, distribution, and reproduction in other forums, provided the original authors and source are credited.
spellingShingle Genetics
Gao, Xiaoyi
Haritunians, Talin
Marjoram, Paul
Mckean-Cowdin, Roberta
Torres, Mina
Taylor, Kent D.
Rotter, Jerome I.
Gauderman, William J.
Varma, Rohit
Genotype Imputation for Latinos Using the HapMap and 1000 Genomes Project Reference Panels
title Genotype Imputation for Latinos Using the HapMap and 1000 Genomes Project Reference Panels
title_full Genotype Imputation for Latinos Using the HapMap and 1000 Genomes Project Reference Panels
title_fullStr Genotype Imputation for Latinos Using the HapMap and 1000 Genomes Project Reference Panels
title_full_unstemmed Genotype Imputation for Latinos Using the HapMap and 1000 Genomes Project Reference Panels
title_short Genotype Imputation for Latinos Using the HapMap and 1000 Genomes Project Reference Panels
title_sort genotype imputation for latinos using the hapmap and 1000 genomes project reference panels
topic Genetics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3384355/
https://www.ncbi.nlm.nih.gov/pubmed/22754564
http://dx.doi.org/10.3389/fgene.2012.00117
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