Notably, we further investigated the regulatory mechanisms of circDVL1 and demonstrated that circDVL1 suppressed ccRCC tumorigenesis by promoting PCDH7 expression by sponging miR-412-3p. This evidence concerns the gene PCDH7 and nonpapillary renal cell carcinoma.