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. Here, LILRA5 is linked to major depressive disorder.