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Published on: August 20, 2019
Rare variant association analysis in case-parents studies by allowing for missing parental genotypes
Yumei Li1,2, Yang Xiang3, Chao Xu4
1School of Mathematics and Computational Science, Huaihua University, Huaihua, Hunan, 418008, People's Republic of China. lymmail@126.com.
This study introduces a new method for rare variant association analysis in family studies, even with missing parental genetic data. This approach enhances statistical power for identifying disease-related rare variants.
Area of Science:
- Genetics
- Bioinformatics
- Statistical Genetics
Background:
- Next-generation sequencing enables rare variant identification.
- Family-based designs, like case-parent studies, control for population structure in rare variant analysis.
- Existing methods for case-parent studies require complete parental genotype data, risking power loss.
Purpose of the Study:
- To develop and evaluate methods for rare variant-disease association analysis in case-parent studies that accommodate missing parental genotypes.
- To improve statistical power in rare variant association studies by utilizing incomplete family data.
Main Methods:
- Extended the collapsing method to include case-parent trios with missing parental genotypes.
- Investigated two methods using genotype differences between affected offspring and their complements within a Transmission Disequilibrium Test (TDT) framework.
- Employed simulations to assess method performance.
Main Results:
- The proposed strategy, allowing for missing parental genotypes, significantly improves statistical power compared to methods using only complete data.
- Incorporating incomplete family data or even unrelated affected individuals enhances power without introducing bias from population stratification.
- The developed methods demonstrate increased power for rare variant-disease association analysis.
Conclusions:
- Including case-parent data with missing parental genotypes substantially boosts the power of rare variant-disease association strategies.
- The developed methods offer a robust approach to rare variant association analysis, particularly when dealing with incomplete family data.
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