The protein expression of four genes (FASN, ACOT9, FAAH2, and PTPRG) in the identified FMG signature was validated with IHC in 10 ccRCC samples and 10 paired normal samples. The gene discussed is FASN; the disease is nonpapillary renal cell carcinoma.