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Robust optimization in IMPT using quadratic objective functions to account for the minimum MU constraint
Robust optimization in IMPT using quadratic objective functions to account for the minimum MU constraint
- Source :
- Medical physics. 45(1)
- Publication Year :
- 2017
-
Abstract
- Purpose Currently, in clinical practice of intensity-modulated proton therapy (IMPT), the influence of the minimum monitor unit (MU) constraint is taken into account through post-processing after the optimization is completed. This may degrade the plan quality and plan robustness. This study aims to mitigate the impact of the minimum MU constraint directly during the plan robust optimization. Methods and Materials Cao et al. have demonstrated a two-stage method to account for the minimum MU constraint using linear programming without the impact of uncertainties considered. In this study, we took the minimum MU constraint into consideration using quadratic optimization and simultaneously had the impact of uncertainties considered using robust optimization. We evaluated our method using 7 cancer patients with different machine settings. Result The new method achieved better plan quality than the conventional method. The D95% of the clinical target volume (CTV) normalized to the prescription dose was (mean [min max]): (99.4% [99.2%-99.6%]) vs. (99.2% [98.6%-99.6%]). Plan robustness derived from these 2 methods was comparable. For all 7 patients, the CTV dose-volume histogram band gap (narrower band gap means more robust plans) at D95% normalized to the prescription dose was (mean [min max]): (1.5% [0.5%-4.3%]) vs. (1.2% [0.6%-3.8%]). Conclusion Our new method of incorporating the minimum MU constraint directly into the plan robust optimization can produce machine-deliverable plans with better tumor coverage while maintaining high plan robustness. This article is protected by copyright. All rights reserved.
- Subjects :
- Male
Mathematical optimization
Lung Neoplasms
Time Factors
Linear programming
Article
030218 nuclear medicine & medical imaging
03 medical and health sciences
0302 clinical medicine
Quadratic equation
Robustness (computer science)
Histogram
Humans
Quadratic programming
Proton therapy
Mathematics
Retrospective Studies
Monitor unit
Radiotherapy Planning, Computer-Assisted
Robust optimization
Prostatic Neoplasms
Radiotherapy Dosage
General Medicine
Head and Neck Neoplasms
030220 oncology & carcinogenesis
Radiotherapy, Intensity-Modulated
Tomography, X-Ray Computed
Algorithms
Subjects
Details
- ISSN :
- 24734209
- Volume :
- 45
- Issue :
- 1
- Database :
- OpenAIRE
- Journal :
- Medical physics
- Accession number :
- edsair.doi.dedup.....7919ffd6c9999f6cb18a82cddadbcf83