4.0 Article

Optimizing the Beam Selection for Noncoplanar VMAT by Using Simulated Annealing Approach

Journal

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TRPMS.2021.3111736

Keywords

Beam selection; noncoplanar volumetric modulated arc therapy (VMAT); radiotherapy; simulated annealing (SA); treatment planning optimization

Funding

  1. French Brittany Region
  2. French ANR within the Investissements d'Avenir Program (Labex CAMI) [ANR-11-LABX-0004]

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This study aimed to optimize beam selection in noncoplanar VMAT using simulated annealing method, leading to better organ avoidance. The proposed method was compared to standard approaches and showed better organ protection in specific patient cases.
Noncoplanar volumetric modulated arc therapy (VMAT) treatment can achieve better organ-at-risk (OAR) avoidance by orienting the radiation beams in a different geometric plane relative to the patient. However, determining the optimal set of beam orientations is challenging due to the additional degrees of freedom. The objective of this study was to use simulated annealing (SA) for beam selection in a noncoplanar VMAT optimization context. The SA method was combined with a direct leaf trajectory optimization approach to obtain a set of globally optimal beams which serve as control points for the treatment trajectory. The proposed method was evaluated through the TG119 benchmark and two clinical cases (prostate and liver cancers). Finally, the SA beam selection method was compared to the standard coplanar and noncoplanar beam selection approaches. The results showed an accurate delivery of the prescription dose to the target tumor volume in all cases. Generally, not on every organ, the noncoplanar SA method showed better OAR sparing compared to the coplanar and noncoplanar greedy method. This work demonstrates that optimized noncoplanar beam orientations using the proposed SA method can be more clinically interesting than the coplanar method in some specific patient cases.

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