First, feature selection by XGBoost identified 13 distinguished variables predisposing patients to hemorrhage: lowest blood platelet count, BMI, APTT, TT, D-dimer, lowest hemoglobin, creatinine, INR, ALT, AST, hemorrhage history, BUN and apoplexy (Fig. 4). This evidence concerns the gene GPT and hemorrhage.