title: Genotype Imputation for Latinos Using the HapMap and 1000 Genomes Project Reference Panels.
abstract: 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.
authors: Department of Ophthalmology, Keck School of Medicine, University of Southern California Los Angeles, CA, USA.
authors: Xiaoyi
authors: X
authors: Gao
authors: Talin
authors: T
authors: Haritunians
authors: Paul
authors: P
authors: Marjoram
authors: Roberta
authors: R
authors: McKean-Cowdin
authors: Mina
authors: M
authors: Torres
authors: Kent D
authors: KD
authors: Taylor
authors: Jerome I
authors: JI
authors: Rotter
authors: William J
authors: WJ
authors: Gauderman
authors: Rohit
authors: R
authors: Varma