We subsequently identified CARS as the potentially key immune infiltration-related ferroptosis regulator, whose high expression showed dismal prognosis and was positively correlated with PD-L1 expression in ccRCC. The gene discussed is CD274; the disease is nonpapillary renal cell carcinoma.