According to our results and a previous study, the interactions among CXCRs, CXCL1, and CCL5 may mediate the regulatory T cells' participation in ccRCC progression (Wang et al., 2019). The gene discussed is CCL5; the disease is nonpapillary renal cell carcinoma.