Estimating genetic inheritance in case-control studies
Abstract
Case-control genetic association study is an efficient tool to search for the deleterious genetic variants predispose to human complex diseases, where the additive mode of inheritance is commonly assumed. However, how the genetic variants influence the occurrence of a certain disease is impossible to know beforehand. We show numerically that the existing procedures using the Hardy-Weinberg equilibrium test to choose the genetic model might be inconsistent. We propose a new method to choose the genetic model by adopting co-dominant code for risk allele and logistic regression model. Extensive computer simulation results demonstrate superiorities of the new method. Applications to six single nucleotide polymorphisms(SNPs) for breast cancer and eight SNPs for Type 2 Diabetes further show good performances of proposed method. In order to specify a genetic model for an allele, our method has some merits and is consistent as sample size is large. We propose to apply our method in related fields.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 0
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Leveraging Hardy-Weinberg disequilibrium for association testing in case-control studies
Lin Zhang, Lisa J. Strug, Lei Sun·The Annals of Applied StatisticsPeer-reviewed·May 1, 2023
- A model of compound heterozygous, loss-of-function alleles is broadly consistent with observations from complex-disease GWAS datasets
Jaleal S. Sanjak, Anthony D. Long, Kevin Thornton·PLoS GeneticsPeer-reviewed·Jan 19, 2017
- On a Unifying ‘Reverse’ Regression for Robust Association Studies and Allele Frequency Estimation with Related Individuals
- Incorporation of Heterogeneity in a Case-Control Study Through a Mixture Model
Subrata Paul, Stephanie A. Santorico·bioRxiv·Sep 9, 2020
- Contribution of rare variants to heritability of a disease is much greater than conventionally estimated: modification of allele distribution model
Yoshiro Nagao·Journal of Human GeneticsPeer-reviewed·Aug 20, 2024
- SNP heritability: What are we estimating?
Konrad Rawlik, Oriol Canela‐Xandri, … Albert Tenesa·bioRxiv·Sep 15, 2020