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Infinium Assay for Large-scale SNP Genotyping Applications
Published on: November 19, 2013
Genotype-imputation accuracy across worldwide human populations.
Lucy Huang1, Yun Li, Andrew B Singleton
1Department of Biostatistics, University of Michigan, Ann Arbor, MI 48109, USA. hlucy@umich.edu
American Journal of Human Genetics
|February 14, 2009
Summary
Imputation accuracy in genome-wide association studies varies by population. Combining multiple HapMap reference panels improves genotype imputation for diverse populations, enhancing complex disease mapping.
Area of Science:
- Genetics and Genomics
- Population Genetics
- Bioinformatics
Background:
- Genome-wide association (GWA) studies identify genetic variants associated with complex diseases.
- Imputation of ungenotyped single-nucleotide polymorphism (SNP) loci using reference panels enhances GWA study power.
- The effectiveness of imputation depends on the similarity between study samples and reference panels.
Purpose of the Study:
- To evaluate the portability and accuracy of HapMap reference panels for genotype imputation across diverse global populations.
- To determine optimal reference panel compositions for maximizing imputation accuracy in various ethnic groups.
- To provide guidance for selecting reference panels in imputation-based GWA studies of diverse populations.
Main Methods:
- Genotyped 513,008 autosomal SNP loci in 443 individuals from 29 worldwide populations.
- Assessed imputation accuracy using single HapMap panels and optimal mixtures of panels for masked genotypes.
- Evaluated imputation accuracy using SNP chip data and combinations of HapMap panels when all genotypes were unobserved.
Main Results:
- Imputation accuracy varied significantly across populations, with European populations showing the highest accuracy.
- Optimal imputation accuracy was achieved by combining individuals from at least two HapMap reference panels for most populations.
- Combinations of HapMap panels improved imputation accuracy regardless of whether genotypes were partially or fully unobserved.
Conclusions:
- The portability of HapMap reference panels for imputation is population-dependent.
- Using mixed reference panels, particularly combinations of two or more, is crucial for accurate imputation in diverse populations.
- These findings offer a practical guide for optimizing imputation strategies in GWA studies across global populations.
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