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Published on: October 5, 2018
A powerful association test for qualitative traits incorporating imprinting effects using general pedigree data
Ji-Yuan Zhou1, Hai-Qiang He1, Xiao-Ping You1
1State Key Laboratory of Organ Failure Research, Department of Biostatistics, School of Public Health and Tropical Medicine, Southern Medical University, Guangzhou, China.
This study introduces new methods, Pedigree Disequilibrium Test with Imprinting (PDTI) and Monte Carlo PDTI (MCPDTI), to improve genetic association analysis by incorporating imprinting effects. These methods are more powerful than existing tests, especially for complex pedigrees with missing genetic data.
Area of Science:
- Genetics
- Statistical Genetics
- Bioinformatics
Background:
- Pedigree Disequilibrium Test (PDT) and its extension (MCPDT) are powerful for genetic association studies but do not account for imprinting effects.
- Existing imprinting-aware methods like TDTI* are limited to small, two-generation families, unsuitable for extended pedigrees.
Purpose of the Study:
- To extend PDT to incorporate imprinting effects for association analysis in complete pedigrees (PDTI).
- To develop a method (MCPDTI) for handling missing genotypes in extended pedigrees with imprinting effects using Monte Carlo sampling.
Main Methods:
- Developed PDTI statistic for complete pedigrees, extending PDT to include imprinting information.
- Developed MCPDTI statistic using Monte Carlo sampling and estimation to handle missing genotypes in extended pedigrees.
- Both methods utilize a two-stage framework for statistical analysis.
Main Results:
- Simulations confirmed that PDTI and MCPDTI effectively control type I error rates under the null hypothesis.
- PDTI and MCPDTI demonstrated superior power compared to PDT and TDTI* when imprinting effects are present.
- The proposed methods are suitable for analyzing extended pedigrees, including those with missing genotype data.
Conclusions:
- PDTI and MCPDTI are powerful and robust statistical methods for genetic association studies incorporating imprinting effects.
- These methods enhance the analysis of complex pedigrees, offering improved power and flexibility over existing approaches.
- The developed statistics provide valuable tools for identifying disease-associated variants influenced by imprinting in large family studies.
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