Testing for direct genetic effects using a screening step in family-based association studies.
Sharon M Lutz1, Stijn Vansteelandt, Christoph Lange
1Department of Biostatistics, University of Colorado Aurora, CO, USA ; Department of Biostatistics, Harvard School of Public Health Boston, MA, USA.
Frontiers in Genetics
|December 7, 2013
Summary
Family-based genome-wide association studies (GWAS) can be enhanced with a new two-stage screening method. This approach improves the power to detect genetic associations and preserves type 1 error rates in causal analyses.
Area of Science:
- Genetics
- Biostatistics
- Epidemiology
Background:
- Family-based genome-wide association studies (GWAS) often exhibit lower statistical power compared to population-based designs.
- Assessing direct genetic effects on phenotypes, independent of secondary traits, is challenging in family studies.
- Multiple single nucleotide polymorphism (SNP) testing in family-based GWAS necessitates methods to manage the burden of multiple comparisons.
Purpose of the Study:
- To propose a novel two-stage screening method for family-based association tests (FBAT).
- To integrate this screening step into existing causal analysis frameworks, such as the Van Steen algorithm.
- To enhance the detection of direct genetic effects in family-based GWAS.
Main Methods:
- A two-stage screening procedure is introduced for family-based association tests (FBAT).
- The proposed method is integrated into a framework similar to the conditional mean model approach.
- The method's performance is evaluated using simulation studies and applied to real-world data.
Main Results:
- Simulations confirm that the proposed screening method effectively preserves the type 1 error rate.
- The method demonstrates advantages when analyzing multiple genetic markers simultaneously.
- The application to the Framingham Heart Study illustrates its practical utility.
Conclusions:
- The developed two-stage screening method enhances the analysis of family-based GWAS.
- This approach offers a robust way to minimize multiple comparison issues in causal analyses.
- The method provides a valuable tool for identifying direct genetic associations in family studies.
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