HIF1A and nonpapillary renal cell carcinoma: Importantly, CAFs were found to be correlated with ccRCC progression via the hypoxia-inducible factor 1-alpha (HIF-1α) (46), and the overexpression of HIF-1α has been demonstrated to be the driver factor of ccRCC (49).