Evaluating the Power of Admixture Mapping

Admixture mapping (AM) is a statistical method to help identify genetic variants that cause diseases in admixed populations. This project assesses the power of AM via simulation studies. I used genetic data simulation tools to generate admixed genotypes and binary disease outcomes, vary- ing disease characteristics such as heritability and prevalence. Three AM methods (marginal logistic regression, case-only, and case-control) were evaluated by calculating empirical power under two thresholds (Bonferroni and permutation-based). Results indicate that statistical power improves with increased heritability and disease prevalence across all methods, high- lighting the effectiveness of AM for detecting true associations.

Publication Details

Journal
HIMALAYA
Published
2025-01-01
Primary Topic
Magnetic confinement fusion research
Type
article
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article

Evaluating the Power of Admixture Mapping

HIMALAYA
Magnetic confinement fusion research
article

Evaluating the Power of Admixture Mapping

article en

Abstract

Admixture mapping (AM) is a statistical method to help identify genetic variants that cause diseases in admixed populations. This project assesses the power of AM via simulation studies. I used genetic data simulation tools to generate admixed genotypes and binary disease outcomes, vary- ing disease characteristics such as heritability and prevalence. Three AM methods (marginal logistic regression, case-only, and case-control) were evaluated by calculating empirical power under two thresholds (Bonferroni and permutation-based). Results indicate that statistical power improves with increased heritability and disease prevalence across all methods, high- lighting the effectiveness of AM for detecting true associations.

HIMALAYA
Openalex Percentile: Top 32%
Magnetic confinement fusion research
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Evaluating the Power of Admixture Mapping · HIMALAYA (2025) | TGRS Research Map | TGRS