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. Here, FAAH2 is linked to nonpapillary renal cell carcinoma.