Moreover using MDR and logistic regression methods, a complex network of interactions involving six genes previously implicated in RCC (SCARB1, GNAS1, BIRC5, EPAS1, VDR, and MC1R) was discovered. The gene discussed is BIRC5; the disease is renal cell carcinoma.