A predictive model incorporating the AST/ALT ratio, along with clinical and demographic factors, achieved a moderate discriminatory ability (area under the curve 0.758).<h4>Conclusions</h4>The AST/ALT ratio demonstrates a significant, nonlinear association with genetic subtypes of PD, particularly among individuals with higher ratio values. The gene discussed is GPT; the disease is Parkinson disease.