CCL4 and nonpapillary renal cell carcinoma: In this study, we extracted a potential immune-related biomarker CCL4 from high-throughput sequencing profiles that might promote aggressive tumor proliferation and be positively associated with immune infiltration levels and the immunotherapy response in ccRCC.