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. This evidence concerns the gene KCNA3 and acute kidney injury.