As expected, cancer cluster-related genes ATF3, PDZK1, VTN and CXCL8 were highly expressed in CDRCC tissues, and patients with high expression of these genes had significantly poor prognosis (P<0.01) (Fig. 4B, C). This evidence concerns the gene PDZK1 and cancer.