Notably, a reliable risk model RCC-MP6, based on CSNK1D, CSNK1E, ACHE, SIRT1, TRAF6, and NFKB1, was constructed to predict patient prognosis. The gene discussed is SIRT1; the disease is renal cell carcinoma.