This study found that CGN expression is related to TMB and PD-L1, and the survival analysis curve also shows that the OS of ccRCC patients with a lower expression of CGN and elevated TMB is shorter. The gene discussed is CGN; the disease is nonpapillary renal cell carcinoma.