Our results showed that model 3 of six independent predictors including bmi, comorbidity, total dose of ramipril, baseline ALT, baseline ALP, and liver disease performed better than the other models with AROC = 082(0.752–0.888). This evidence concerns the gene GPT and liver disorder.