In combination with the abovementioned findings of previous studies, our results show that CX3CL1 can promote ferroptosis sensitivity in tumor cells, but the complex relationship between CX3CL1, immune cell infiltration, and ferroptosis in ccRCC still needs more research for further clarification. The gene discussed is CX3CL1; the disease is nonpapillary renal cell carcinoma.