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Including non-informative parents in transmission-based association tests
Hemant Kulkarni1, Saurabh Ghosh1
1Human Genetics Unit, Indian Statistical Institute, Kolkata, India.
Journal of Human Genetics
|February 17, 2017
Summary
This study enhances the transmission disequilibrium test (TDT) by including data from non-informative parents. This modification improves the power to detect genetic associations for both binary and quantitative traits.
Area of Science:
- Genetics
- Statistical Genetics
- Bioinformatics
Background:
- The classical transmission disequilibrium test (TDT) primarily uses data from heterozygous parents, overlooking information from homozygous parents.
- Offspring phenotypes are influenced by alleles from both parents, regardless of parental homozygosity, offering valuable association data.
Purpose of the Study:
- To propose modified TDT procedures that incorporate transmission data from both parents in informative trios.
- To assess the potential gain in statistical power for detecting genetic associations.
Main Methods:
- Development of a goodness-of-fit chi-squared test for binary traits.
- Devising a bivariate response logistic model and a quasi-likelihood approach for quantitative traits.
- Extensive simulations to evaluate type 1 errors and power compared to classical TDT.
Main Results:
- The modified logistic regression approach showed marginally increased power.
- The quasi-likelihood approach demonstrated a substantial gain in power.
- Proposed methods were applied to analyze an alcoholism-related count phenotype.
Conclusions:
- Incorporating transmission data from non-informative parents enhances the power of TDT, particularly with the quasi-likelihood method.
- These modified TDT procedures offer improved genetic association detection for various trait types.
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