Likelihoods and TDT for the case-parents design
1Department of Health Sciences Research, Mayo Clinic/Mayo Foundation, Rochester, Minnesota 55905, USA. schaid@mayo.edu
Genetic Epidemiology
|March 30, 1999
Summary
Accurate sample size calculations for the transmission/disequilibrium test (TDT) are crucial for genetic association studies. This study presents methods for general genotype relative risks, highlighting TDT inefficiencies under certain models and proposing robust likelihood alternatives.
Area of Science:
- Genetics
- Statistical genetics
- Population genetics
Background:
- Family-based association studies, such as the transmission/disequilibrium test (TDT), minimize population stratification bias.
- Existing sample size and power calculations for TDT often assume multiplicative allele effects, potentially leading to inaccuracies.
- Some TDT power calculations overlook allele transmission dependencies in heterozygous parents, particularly when effects are non-multiplicative.
Purpose of the Study:
- To develop accurate sample size and power calculations for the transmission/disequilibrium test (TDT) accommodating general genotype relative risks.
- To present and evaluate likelihood-based methods as alternatives to the TDT for genetic association analyses.
- To compare the efficiency of TDT and likelihood methods under various genetic models.
Main Methods:
- Demonstrated sample size and power calculations for the TDT with general genotype relative risks.
- Developed exact likelihood methods for analyzing genetic association under diverse genotype relative risk models.
- Conducted numerical comparisons to assess the performance of TDT versus likelihood methods.
Main Results:
- The TDT is inefficient for recessive relative risk patterns.
- Assuming multiplicative models for non-rare alleles can significantly underestimate TDT sample size requirements.
- The TDT can be substantially less efficient than likelihood methods for dominant genetic effects with common alleles.
- A two-degree-of-freedom likelihood ratio statistic shows robustness across various genotype relative risk models.
Conclusions:
- Accurate sample size calculations for TDT require considering general genotype relative risks, not just multiplicative models.
- Likelihood methods offer a robust and often more efficient alternative to TDT, particularly under dominant or recessive models.
- Conditional logistic regression can be utilized for assessing allelic effects and gene-environment interactions.
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