(4) Functional mechanisms of potential biomarkers were not fully resolved: although we identified biomarkers associated with the PI3K‐Akt pathway, their specific biological functions and mechanisms of action in ccRCC still need to be further explored through basic research. Here, AKT1 is linked to nonpapillary renal cell carcinoma.