The aim of this work was to demonstrate a practical and effective method to improve the performance of RapidPlan (RP) model. 203 consecutive clinical VMAT plans (P For closed-loop validation, the difference of D The practical method of incorporating plan data of better-sparing OARs from both the clinical VMAT plans and the re-optimized plans could further improve the performance of the RP model.