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The Cut-Sort-Group algorithm for efficient delivery of collimated step-and-shoot proton arc therapy
Karsten K Wake1, Laura C Bennett2, Blake R Smith3
1Department of Medical Physics, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin, USA.
Medical Physics
|May 19, 2025
Summary
A new Cut-Sort-Group (CSG) algorithm significantly speeds up dynamically collimated proton arc therapy (DC-PAT) delivery times by over 64%. This method enhances efficiency without compromising plan quality or robustness, making DC-PAT more clinically feasible.
Area of Science:
- Medical Physics
- Radiation Oncology
- Proton Therapy
Background:
- Proton arc therapy offers enhanced geometric flexibility for conformal treatments.
- Dynamic Collimation System (DCS) improves target conformity and reduces normal tissue dose.
- Dynamically collimated proton arc therapy (DC-PAT) requires efficient planning for clinical workflow.
Purpose of the Study:
- To develop and demonstrate a post-processing algorithm for improving DC-PAT delivery efficiency.
- To maintain or improve plan quality during DC-PAT efficiency enhancements.
Main Methods:
- Baseline DC-PAT plans were created using a genetic optimizer for three intracranial cases.
- The Cut-Sort-Group (CSG) algorithm was applied in post-processing to modify plans.
- CSG involved low-weight control point removal, novel energy layer sorting, and trimmer reconfiguration.
Main Results:
- CSG algorithm reduced beam delivery time (BDT) by over 64% (10-14 min).
- Plan quality was maintained, with comparable PTV dose coverage and minimal impact on non-target doses.
- PTV D2% remained under 10% of prescription, with a Homogeneity Index (HI) of 0.09-0.12.
Conclusions:
- The CSG algorithm offers a simple post-processing solution to increase DC-PAT efficiency.
- This method is independent of the treatment planning system or optimization algorithm used.
- Reduced BDT (just over 10 min) approaches levels suitable for clinical implementation.
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