The expression levels of CXCR3/4/5/6/7 were negatively correlated with tumor purity (p < 0.05), suggesting that CXCR3/4/5/6/7 was highly expressed in the ccRCC microenvironment. This evidence concerns the gene CXCR3 and nonpapillary renal cell carcinoma.