The Scatter Search Based Algorithm for Beam Angle Optimization in Intensity-Modulated Radiation Therapy
This article introduces a new framework for beam angle optimization (BAO) in intensity-modulated radiation therapy (IMRT) using the Scatter Search Based Algorithm. The potential benefits of plans employing the coplanar optimized beam sets are also examined. In the proposed beam angle selection algor...
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Online Access: | http://dx.doi.org/10.1155/2018/4571801 |
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doaj-78cfc70bd4ef4ca29d9cfa50d0ceab422020-11-25T01:14:12ZengHindawi LimitedComputational and Mathematical Methods in Medicine1748-670X1748-67182018-01-01201810.1155/2018/45718014571801The Scatter Search Based Algorithm for Beam Angle Optimization in Intensity-Modulated Radiation TherapyAli Ghanbarzadeh0Majid Pouladian1Ali Shabestani Monfared2Seied Rabi Mahdavi3Department of Medical Radiation Engineering, Tehran Science and Research Branch, Islamic Azad University, Tehran, IranDepartment of Biomedical Engineering, Tehran Science and Research Branch, Islamic Azad University, Tehran, IranCancer Research Center, Medical Physics Department, Babol University of Medical Sciences, Babol, IranRadiobiology Research Center, Department of Medical Physics, Iran University of Medical Sciences, Tehran, IranThis article introduces a new framework for beam angle optimization (BAO) in intensity-modulated radiation therapy (IMRT) using the Scatter Search Based Algorithm. The potential benefits of plans employing the coplanar optimized beam sets are also examined. In the proposed beam angle selection algorithm, the problem is solved in two steps. Initially, the gantry angles are selected using the Scatter Search Based Algorithm, which is a global optimization method. Then, for each beam configuration, the intensity profile is calculated by the conjugate gradient method to score each beam angle set chosen. A simulated phantom case with obvious optimal beam angles was used to benchmark the validity of the presented algorithm. Two clinical cases (TG-119 phantom and prostate cases) were examined to prepare a dose volume histogram (DVH) and determine the dose distribution to evaluate efficiency of the algorithm. A clinical plan with the optimized beam configuration was compared with an equiangular plan to determine the efficiency of the proposed algorithm. The BAO plans yielded significant improvements in the DVHs and dose distributions compared to the equispaced coplanar beams for each case. The proposed algorithm showed its potential to effectively select the beam direction for IMRT inverse planning at different tumor sites.http://dx.doi.org/10.1155/2018/4571801 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Ali Ghanbarzadeh Majid Pouladian Ali Shabestani Monfared Seied Rabi Mahdavi |
spellingShingle |
Ali Ghanbarzadeh Majid Pouladian Ali Shabestani Monfared Seied Rabi Mahdavi The Scatter Search Based Algorithm for Beam Angle Optimization in Intensity-Modulated Radiation Therapy Computational and Mathematical Methods in Medicine |
author_facet |
Ali Ghanbarzadeh Majid Pouladian Ali Shabestani Monfared Seied Rabi Mahdavi |
author_sort |
Ali Ghanbarzadeh |
title |
The Scatter Search Based Algorithm for Beam Angle Optimization in Intensity-Modulated Radiation Therapy |
title_short |
The Scatter Search Based Algorithm for Beam Angle Optimization in Intensity-Modulated Radiation Therapy |
title_full |
The Scatter Search Based Algorithm for Beam Angle Optimization in Intensity-Modulated Radiation Therapy |
title_fullStr |
The Scatter Search Based Algorithm for Beam Angle Optimization in Intensity-Modulated Radiation Therapy |
title_full_unstemmed |
The Scatter Search Based Algorithm for Beam Angle Optimization in Intensity-Modulated Radiation Therapy |
title_sort |
scatter search based algorithm for beam angle optimization in intensity-modulated radiation therapy |
publisher |
Hindawi Limited |
series |
Computational and Mathematical Methods in Medicine |
issn |
1748-670X 1748-6718 |
publishDate |
2018-01-01 |
description |
This article introduces a new framework for beam angle optimization (BAO) in intensity-modulated radiation therapy (IMRT) using the Scatter Search Based Algorithm. The potential benefits of plans employing the coplanar optimized beam sets are also examined. In the proposed beam angle selection algorithm, the problem is solved in two steps. Initially, the gantry angles are selected using the Scatter Search Based Algorithm, which is a global optimization method. Then, for each beam configuration, the intensity profile is calculated by the conjugate gradient method to score each beam angle set chosen. A simulated phantom case with obvious optimal beam angles was used to benchmark the validity of the presented algorithm. Two clinical cases (TG-119 phantom and prostate cases) were examined to prepare a dose volume histogram (DVH) and determine the dose distribution to evaluate efficiency of the algorithm. A clinical plan with the optimized beam configuration was compared with an equiangular plan to determine the efficiency of the proposed algorithm. The BAO plans yielded significant improvements in the DVHs and dose distributions compared to the equispaced coplanar beams for each case. The proposed algorithm showed its potential to effectively select the beam direction for IMRT inverse planning at different tumor sites. |
url |
http://dx.doi.org/10.1155/2018/4571801 |
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