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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Main Authors: Ali Ghanbarzadeh, Majid Pouladian, Ali Shabestani Monfared, Seied Rabi Mahdavi
Format: Article
Language:English
Published: Hindawi Limited 2018-01-01
Series:Computational and Mathematical Methods in Medicine
Online Access:http://dx.doi.org/10.1155/2018/4571801
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spelling 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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