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Updated: Jun 19, 2026

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Radiation Planning Assistant - A Streamlined, Fully Automated Radiotherapy Treatment Planning System
Published on: April 11, 2018
14.7K
Towards faster plan adaptation for proton arc therapy using initial treatment plan information.
Benjamin Roberfroid1, Margerie Huet-Dastarac1, Elena Borderías-Villarroel1
1Université catholique de Louvain - Center of Molecular Imaging, Radiotherapy and Oncology (MIRO) Brussels Belgium.
Physics and Imaging in Radiation Oncology
|February 26, 2025
Summary
This study introduces a faster method for adapting proton arc therapy (PAT) plans. The new approach significantly cuts planning time while maintaining excellent treatment quality for patients.
Area of Science:
- Medical Physics
- Radiation Oncology
- Image-Guided Therapy
Background:
- Proton arc therapy (PAT) is an advanced radiation technique using continuously rotating proton beams.
- Current PAT planning is time-intensive, hindering timely online adaptation for patients.
Purpose of the Study:
- To develop and evaluate an accelerated workflow for adapting PAT plans.
- To reduce the time required for online plan adaptation in proton arc therapy.
Main Methods:
- A novel workflow transfers treatment spots from initial CT scans to daily CT scans.
- Energy layers are updated, and selected spots are re-optimized based on initial weights and objective function impact.
- A retrospective study compared the proposed 'smart-adapted' workflow against a de novo 'reference' plan on five head and neck cancer patients.
Main Results:
- Smart-adapted PAT plans demonstrated comparable mean dose to organs at risk versus reference plans.
- The smart-adaptation method reduced average planning time by 3.4-fold (from 19184s to 5626s).
- All smart-adapted plans met clinical objectives for target coverage in nominal and worst-case scenarios.
Conclusions:
- The proposed smart-adaptation workflow significantly reduces PAT plan generation time.
- This accelerated method achieves similar plan quality to traditional de novo planning.
- The workflow is suitable for online adaptation, improving efficiency in proton arc therapy.

