In combination with transcriptomic analysis, we have identified fatty acid binding protein 5 (FABP5) is highly expressed in the tumors, and plays a key role in ccRCC by bridging epigenetic and fatty acid metabolism. Here, FABP5 is linked to nonpapillary renal cell carcinoma.