Hepatorenal function biomarkers (ALT/AST ratio, BUN, BUN/Cr ratio) demonstrate independent associations with geriatric depression risk, suggesting potential involvement of liver-brain and kidney-brain axis in depressive pathophysiology. The gene discussed is GPT; the disease is depressive disorder.