Table 1.
Analysis Step | Interaction of Interest | Variable of Interest | Model | Specific Procedures | Product |
---|---|---|---|---|---|
Step 1: Summarize gene effects | SNP-set interaction within gene | SNPs on each gene separately | Logic regression with logit link/fitting exponential survival models | Cross-validation to determine optimal model size | Gene-specific trees (GSTs) |
Step 2: Summarize pathway effects | Gene-set interaction within pathway | All GSTs on the pathway | Logic regression with logit link/fitting exponential survival models | Cross-validation to determine optimal model size | Pathway Trees |
Step 3: Test gene-environment interaction | Gene-environment interaction within pathway | a. Sub-pathway specific GSTxE * b. Full pathway GSTxE *,§ | Logistic regression model §/Cox Proportional Hazards model ¥ | Statistical significance testing | Pathway GEIs |
* GSTxE, gene-specific tree—environment interaction; § Models adjusted for age, sex, race, study center, pathway trees; ¥ Models adjusted for age, sex, race, study center, pathway tree, stratified by cancer stage.