Specifically, a comprehensive GDM risk score could combine the AST/ALT ratio with existing predictors (e.g., maternal age, pre-pregnancy BMI, family history of diabetes mellitus, fasting blood glucose level, and inflammatory markers) via a weighting algorithm or machine learning approach. This evidence concerns the gene GPT and diabetes mellitus.