Multivariable logistic regression analyses revealed that elevated ALT/AST ratios remained significantly associated with increased depression risk after full covariate adjustment (Model 3, Table 2), demonstrating a 106% risk elevation per unit increase (OR = 2.06, 95% CI: 1.41–3.01, P < 0.001). The gene discussed is GPT; the disease is major depressive disorder.