Among them, KDR, PDCD1, and HHLA2 are prognostic protective genes for CCRCC, in contrast to IL10RB, KLRK1, TNFSF4, and TNFSF14, which are risk factors for prognosis in CCRCC. The gene discussed is PDCD1; the disease is nonpapillary renal cell carcinoma.