Based on the results herein, it is evident that there are many shared traits among ccRCC stages related to the Warburg effect, but it seems likely that there are major differences between tumor stage related to the VHL/HIF1A/HIF2A axis that likely affect tumor aggressiveness and treatment. Here, VHL is linked to neoplasm.