In our research, six prognostic DERGs including ALDH6A1, ALDH1L1, ALDH1A3, GSTM3, SHMT1, and GLRX5 were identified in ccRCC. The gene discussed is ALDH1A3; the disease is nonpapillary renal cell carcinoma.