Based on the KEGG analysis, G6PD was enriched in central carbon metabolism in cancer, and HRAS and NRAS could be involved in many signaling pathways, such as AGE-RAGE signaling pathway in diabetic complications, human cytomegalovirus infection and renal cell carcinoma (Supplementary Figures 1C, D). Here, AGER is linked to renal cell carcinoma.