Inactivation of the VHL gene and activation of the HIF signaling pathway are key driving factors in the onset and progression of ccRCC, both of which are intimately interconnected with the PI3K/AKT signaling pathway, collectively forming an intricate signaling network that facilitates the occurrence and development of ccRCC. The gene discussed is VHL; the disease is nonpapillary renal cell carcinoma.