We performed LASSO Cox regression analysis for 14 OS-related DE-NPRGs, and 10 genes were obtained to establish the NPG prognostic model in the TCGA cohort based on the minimum criteria to predict the prognosis of ccRCC patients (Figure 3A). This evidence concerns the gene OPA1 and nonpapillary renal cell carcinoma.