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Genotype Imputation from Large Reference Panels.

Sayantan Das1, Gonçalo R Abecasis1, Brian L Browning2

  • 1Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan 48109-2029, USA; email: sayantan@umich.edu , goncalo@umich.edu.

Annual Review of Genomics and Human Genetics
|May 26, 2018
PubMed
Summary
This summary is machine-generated.

Genotype imputation uses reference panels to approximate whole-genome sequencing data from SNP arrays. New computational methods will enable imputation from massive reference panels with millions of individuals.

Keywords:
GWASgenome-wide association studygenotype imputationimputation

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Area of Science:

  • Genetics
  • Bioinformatics
  • Computational Biology

Background:

  • Genotype imputation is crucial for genome-wide association studies (GWAS), enabling cost-effective approximation of whole-genome sequence data from SNP array data.
  • It enhances statistical power, aids in fine-mapping causal variants, and is vital for meta-analyses in genetic research.

Purpose of the Study:

  • To provide an overview of genotype imputation techniques.
  • To describe computational methods for imputing genotypes using large-scale reference panels.

Main Methods:

  • Review of existing genotype imputation methodologies.
  • Description of computational approaches for handling large reference panels.

Main Results:

  • Genotype imputation leverages reference panels to infer missing genotypes.
  • The expansion of sequenced individuals allows for the creation of enormous reference panels.
  • Computational techniques are evolving to manage these massive datasets for imputation.

Conclusions:

  • Genotype imputation is a standard and powerful tool in genetic research.
  • Future advancements in reference panel size and computational methods will significantly expand imputable variants.