The interaction analysis using the GenEpi machine learning approach identified eight SNP pairs having joint genetic effects associated with PD, including a strong genome-wide significant interaction association signal at chromosome 17q21.31 in CRHR1, although producing no significant association signals of those two SNPs individually for PD risk. The gene discussed is CRHR1; the disease is Parkinson disease.