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. The gene discussed is ZC3H12D; the disease is acute kidney injury.