This suggests that ADFP expression may be linked to altered lipid metabolism in both the liver and tumor tissue in ccRCC patients, indicating a potential common metabolic pathway between hepatic tissue and tumor cells. This evidence concerns the gene PLIN2 and nonpapillary renal cell carcinoma.