Notably, LILRA5, CYP4F2, and KISS1R consistently exhibited higher expression levels in the disease groups compared to controls, suggesting their prominent roles in the pathophysiology of depression and chronic nephritis. Here, KISS1R is linked to depressive symptom measurement.