Two‐step beam geometry optimization for volumetric modulated arc therapy gantry angles in breast treatments

We can obtain in an automatic fashion clinically acceptable breast treatment plans, dosimetrically comparable with the manual ones, by combining an initial BG set-up with a dosimetric refinement step for the beam angles. The initial ML-based plans are a useful starting point while they need further refining which the dosimetric fine-tuning provides. The work paves the way to the automation of the BG setup that has the potential for considerable savings of planner's time, and a decrease in the variation of the quality of the plans.

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Publication Details

Journal
Medical Physics
Published
2025-04-18
DOI
https://doi.org/10.1002/mp.17788
Primary Topic
Advanced Radiotherapy Techniques
Type
article
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article

Two‐step beam geometry optimization for volumetric modulated arc therapy gantry angles in breast treatments

Elena Czeizler, Mikko Hakala, Luca Cozzi
Medical Physics
Advanced Radiotherapy Techniques
article

Two‐step beam geometry optimization for volumetric modulated arc therapy gantry angles in breast treatments

Elena Czeizler, Mikko Hakala, Luca Cozzi
article en

Abstract

We can obtain in an automatic fashion clinically acceptable breast treatment plans, dosimetrically comparable with the manual ones, by combining an initial BG set-up with a dosimetric refinement step for the beam angles. The initial ML-based plans are a useful starting point while they need further refining which the dosimetric fine-tuning provides. The work paves the way to the automation of the BG setup that has the potential for considerable savings of planner's time, and a decrease in the variation of the quality of the plans.

Medical PhysicsVol. 52(6)
Siemens (Italy) (IT), IRCCS Humanitas Research Hospital (IT)
Good health and well-being
Openalex Percentile: Top 90%
Advanced Radiotherapy Techniques
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