These five RCC-related genes TP53, PIK3CA, IL6, TSC2, and PTEN were not only associated with CAV1, but also were concentrated in the PI3K/AKT signaling pathway, suggesting that CAV1 could potentially affect RCC through the PI3K/AKT signaling pathway. Here, AKT1 is linked to renal cell carcinoma.