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A linear optimization model for high dose rate brachytherapy using a novel distance metric.
Nasim Mirzavand Boroujeni1, Jean-Philippe P Richard1, David Sterling2
1Department of Industrial and Systems Engineering, University of Minnesota, 100 Union Street SE, Minneapolis, MN 55455, United States of America.
Physics in Medicine and Biology
|July 25, 2023
Summary
A new linear network-based optimization model (LNBM) for high dose rate brachytherapy (HDR-BT) improves tumor coverage and treatment plan homogeneity. This novel approach optimizes radiation delivery more effectively than traditional methods.
Area of Science:
- Medical Physics
- Radiation Oncology
- Computational Biology
Background:
- High dose rate brachytherapy (HDR-BT) is a crucial cancer treatment modality.
- Current optimization models for HDR-BT often lack anatomical precision.
- There is a need for advanced models to improve treatment plan quality.
Purpose of the Study:
- To introduce a linear network-based optimization model (LNBM) for HDR-BT.
- To utilize a novel distance metric for dose discrepancy in HDR-BT.
- To leverage voxel adjacency structures for improved treatment planning.
Main Methods:
- Application of LNBM to 7 cervical cancer HDR-BT cases.
- Comparison with inverse planning by simulated annealing (IPSA).
- Evaluation using tumor coverage, OAR dosimetric indices, and novel homogeneity metrics (hot-spot volumes/diameters).
Main Results:
- LNBM demonstrated superior tumor coverage compared to IPSA.
- Improved isodose contour plots and dosimetric indices for organs at risk (bladder, rectum).
- LNBM generated more homogeneous treatment plans, confirmed by new metrics.
Conclusions:
- The proposed LNBM efficiently generates high-quality, homogeneous HDR-BT treatment plans.
- LNBM's network-based approach effectively utilizes anatomical structures for optimized planning.
- This model offers a significant advancement over traditional penalty-based methods in HDR-BT.
Keywords:
dosimetric indiceshigh dose rate brachytherapyhot-spotsinverse planing by simulated annealinglinear optimizationnetwork flows
