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Published on: February 3, 2013
A generalized family-based association test for dichotomous traits
Wei-Min Chen1, Ani Manichaikul, Stephen S Rich
1Center for Public Health Genomics, University of Virginia, Charlottesville, VA 22908, USA. wmchen@virginia.edu
The generalized disequilibrium test (GDT) enhances disease-gene mapping by leveraging all discordant relative pairs within families. This powerful family-based association method offers significant improvements in statistical power for genetic studies.
Area of Science:
- Genetics
- Statistical Genetics
- Bioinformatics
Background:
- Genotyping technology advances enable large-scale association studies for disease-gene mapping.
- Robust family-based association methods are essential for effective gene discovery.
- Existing methods may not fully utilize available family data or handle complex pedigrees efficiently.
Purpose of the Study:
- To introduce the generalized disequilibrium test (GDT), a novel family-based association method.
- To demonstrate the GDT's superior power and robustness compared to existing methods.
- To improve disease-gene mapping accuracy using comprehensive family genetic data.
Main Methods:
- The GDT utilizes genotype differences across all discordant relative pairs within families.
- It incorporates information from extended pedigrees beyond first-degree relatives.
- The method integrates covariates and family size-based weights, employing a robust statistic independent of large sample theory.
Main Results:
- Computer simulations show the GDT consistently outperforms other tests for common and rare diseases.
- Power improvements exceeding 13% were observed in 6 out of 8 extended pedigree scenarios.
- The GDT identified stronger associations, including a genome-wide significant finding for Type 1 Diabetes at gene UBASH3A (p = 4.3 x 10(-6)).
Conclusions:
- The GDT is a powerful and robust family-based association method for disease-gene mapping.
- It offers substantial power gains by efficiently utilizing extended pedigree information.
- The GDT enhances the identification of genetic associations, proving effective in large-scale genome-wide studies.
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