Through lasso regression analysis and cox regression analysis, we finally identified 7ATGs (BIRC5, CAPS, CLDN7, CLVS1, GMIP, IFI16, and TCIRG1) associated closely with ccRCC prognosis. The gene discussed is CLVS1; the disease is nonpapillary renal cell carcinoma.