HLA-E, MRC1, GPR34, KCTD12, LIPA, PSAP, MFSD1, EHD1, FUCA1, and CPVL were prognosis-protective factors for clear renal cell carcinoma (Figure 4). The gene discussed is PSAP; the disease is clear cell renal carcinoma.