Our model incorporates multidimensional predictive factors, including SYNTAX score to assess coronary complexity, inflammatory markers (CLR, MLR), metabolic risk factors (BMI, hypertension), and dynamic biomarker thresholds (e.g., BNP >100 pg/ml), enabling more refined risk stratification. Here, NPPB is linked to hypertensive disorder.