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Genotype Imputation

Definition
AI-generated

Genotype imputation statistically infers untyped or missing genotypes in a study sample by matching phased haplotypes to a dense reference panel (often WGS), typically using HMM-based methods that exploit LD and shared haplotype structure.

Topics

Why it matters in GWAS

Arrays cover a subset of variants; imputation expands SNP coverage for association testing, boosts power for common and low-frequency variants, and harmonizes cohorts genotyped on different chips for meta-analysis.

Example usage

"At this locus, Genotype Imputation annotations were used to prioritize plausible biological mechanisms."

References

  • Li N, Stephens M. (2003). Modeling linkage disequilibrium and identifying recombination hotspots using single-nucleotide polymorphism data. Genetics.
  • Sun Q, Li Y. (2026). Advances in haplotype phasing and genotype imputation. Nat Rev Genet. https://doi.org/10.1038/s41576-025-00895-2
  • GWASTutorial: Imputation.

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