BACKGROUND There are still large variations in survival among patients with hepatocellular carcinoma (HCC) who received preoperative radiotherapy (RT), necessitating early recurrence (ER) risk stratification for decision-making and more appropriate management of patients. AIM To develop prognostic models integrating magnetic resonance imaging features and clinico-therapeutic-pathological variables across the treatment phases for predicting postoperative ER of HCC patients receiving preoperative