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基于散布搜索算法的调强放射治疗射束角度优化

The Scatter Search Based Algorithm for Beam Angle Optimization in Intensity-Modulated Radiation Therapy.

作者信息

Ghanbarzadeh Ali, Pouladian Majid, Shabestani Monfared Ali, Mahdavi Seied Rabi

机构信息

Department of Medical Radiation Engineering, Tehran Science and Research Branch, Islamic Azad University, Tehran, Iran.

Department of Biomedical Engineering, Tehran Science and Research Branch, Islamic Azad University, Tehran, Iran.

出版信息

Comput Math Methods Med. 2018 Jun 3;2018:4571801. doi: 10.1155/2018/4571801. eCollection 2018.

Abstract

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.

摘要

本文介绍了一种基于散射搜索算法的强度调制放射治疗(IMRT)中射束角度优化(BAO)的新框架。还研究了采用共面优化射束集的计划的潜在益处。在所提出的射束角度选择算法中,该问题分两步解决。首先,使用基于散射搜索算法(一种全局优化方法)选择机架角度。然后,对于每种射束配置,通过共轭梯度法计算强度分布,以对所选的每个射束角度集进行评分。使用具有明显最佳射束角度的模拟体模病例来检验所提出算法的有效性。检查了两个临床病例(TG - 119体模和前列腺病例)以制备剂量体积直方图(DVH)并确定剂量分布,以评估算法的效率。将具有优化射束配置的临床计划与等角计划进行比较,以确定所提出算法的效率。与每种情况下的等间隔共面射束相比,BAO计划在DVH和剂量分布方面有显著改善。所提出的算法显示出在不同肿瘤部位为IMRT逆向计划有效选择射束方向的潜力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3489/6008825/f96c850ab893/CMMM2018-4571801.001.jpg

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