VHL and nonpapillary renal cell carcinoma: According to our analysis, the HIF-1 signaling pathway (12/15) was the most affected pathway in ccRCC, in which VHL was the most frequently mutated gene (67%), followed by the PI3K-Akt signaling pathway (10/15).