A Flexible and Accurate Genotype Imputation Method for the Next Generation of Genome-Wide Association Studies
University of Oxford · Centre for Human Genetics
Abstract
Genotype imputation methods are now being widely used in the analysis of genome-wide association studies. Most imputation analyses to date have used the HapMap as a reference dataset, but new reference panels (such as controls genotyped on multiple SNP chips and densely typed samples from the 1,000 Genomes Project) will soon allow a broader range of SNPs to be imputed with higher accuracy, thereby increasing power. We describe a genotype imputation method (IMPUTE version 2) that is designed to address the challenges presented by these new datasets. The main innovation of our approach is a flexible modelling framework that increases accuracy and combines information across multiple reference panels while…
Citation impact
- FWCI
- 68.19
- Percentile
- 100%
- References
- 25
Authors
3Topics & keywords
- International HapMap Project
- Imputation (statistics)
- Genome-wide association study
- 1000 Genomes Project
- Genetic association
- Single-nucleotide polymorphism
- Computer science
- Data mining
- Industry, innovation and infrastructure