Among these hub-genes, PTGER3, CDCT2, APLN, CXCL5 and GRM4 show significant effects on overall survival time between ccRCC tissue group and normal tissue group. The gene discussed is CXCL5; the disease is nonpapillary renal cell carcinoma.