Table 1.
Analysis step | Interaction of interest | Variable of interest | Model | Specific procedures | Product |
---|---|---|---|---|---|
Colon cancer risk analysis steps | |||||
Step 1: Summarize gene effects | SNP-set interaction within gene | SNPs on each gene separately | Logic regression with logit link | Cross-validation to determine optimal model size | Gene-specific trees |
Step 2: Summarize pathway effects | Gene-gene interaction within pathway | All GSTs on the pathway | Logic regression with logit link | Cross-validation to determine optimal model size | Pathway trees |
Step 3: Test gene- environment interaction | Gene-environment interaction within pathway | a. Subpathway- specific GSTxEb. Full pathway GSTxE | Logistic regression model† | Statistical significance testing | Pathway GEIs |
Colon cancer survival analysis steps | |||||
Step 1: Summarize gene effects | SNP-set interaction within gene | SNPs on each gene separately | Logic regression fitting exponential survival models | Cross-validation to determine optimal model size | Gene-specific trees |
Step 2: Summarize pathway effects | Gene-gene interaction within pathway | All GSTs on the pathway | Logic regression 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. Subpathway- specific GSTxEb. Full pathway GSTxE | Cox proportional hazards model‡ | Statistical significance testing | Pathway GEIs |
* GEI = gene-environment interaction; GST = gene-specific tree; GSTxE = gene-specific tree–environment interaction; SNP = single nucleotide polymorphism.
† Models adjusted for age, sex, race, study center, and pathway tree.
‡ Models adjusted for age, sex, race, study center, and pathway trees, stratified by cancer stage.