By delving more deeply into the interactions between TSC1 and CDK4, we aimed to elucidate the significance of this mechanism in the development of ccRCC, providing a more profound understanding for the development of novel therapeutic strategies in the future. This evidence concerns the gene CDK4 and nonpapillary renal cell carcinoma.