We identified 669 target genes through our 3D network for 7 kidney-related traits (Additional file 5: Table S8 and Additional file 6: Table S9), including genes have been reported playing roles in CKD as CYP24A1 [31] or associated with RCC as CCND1 [32]. This evidence concerns the gene CYP24A1 and chronic kidney disease.