ZC3H12D and Renal insufficiency: Further, protein-protein interaction (PPI) network analysis pinpointed five central genes CYP4F2, KCNA3, KISS1R, LILRA5, and ZC3H12D as pivotal players in the shared pathophysiology of depression and renal failure.