This study demonstrated that fatty acids metabolism affects alternative polarization of immune cells correlated with JAK1/STAT3 signaling pathway and CCL2, further influencing the therapeutic effect of PD-1/PD-L1 to ccRCC in TME. Here, CD274 is linked to nonpapillary renal cell carcinoma.