The results showed that adiogenesis, androgen response, bill acid metabolism, heme metabolism, and PI3K-Akt-mTOR signaling were significantly correlated with risk score, which suggested that these characteristics might be related to the occurrence of ccRCC. Here, AKT1 is linked to nonpapillary renal cell carcinoma.