In the study, we constructed a fatty acids metabolism-related prognosis model and explored mechanisms that fatty acids metabolism impacts on the therapeutic effect of anti-PD-1/PD-L1 in TME in ccRCC. Here, CD274 is linked to nonpapillary renal cell carcinoma.