The final prediction model, ADAPTiP, included nine predictors: age, chronic lung disease, the primary presenting complaints of respiratory, bleeding and gastrointestinal disorders and syncope on hospital admission and antithrombotics, diuretics, and renin–angiotensin–aldosterone system drug classes. The gene discussed is REN; the disease is digestive system disorder.