Literature DB >> 16861772

Beam orientation optimization for intensity-modulated radiation therapy using mixed integer programming.

Ruijie Yang1, Jianrong Dai, Yong Yang, Yimin Hu.   

Abstract

The purpose of this study is to extend an algorithm proposed for beam orientation optimization in classical conformal radiotherapy to intensity-modulated radiation therapy (IMRT) and to evaluate the algorithm's performance in IMRT scenarios. In addition, the effect of the candidate pool of beam orientations, in terms of beam orientation resolution and starting orientation, on the optimized beam configuration, plan quality and optimization time is also explored. The algorithm is based on the technique of mixed integer linear programming in which binary and positive float variables are employed to represent candidates for beam orientation and beamlet weights in beam intensity maps. Both beam orientations and beam intensity maps are simultaneously optimized in the algorithm with a deterministic method. Several different clinical cases were used to test the algorithm and the results show that both target coverage and critical structures sparing were significantly improved for the plans with optimized beam orientations compared to those with equi-spaced beam orientations. The calculation time was less than an hour for the cases with 36 binary variables on a PC with a Pentium IV 2.66 GHz processor. It is also found that decreasing beam orientation resolution to 10 degrees greatly reduced the size of the candidate pool of beam orientations without significant influence on the optimized beam configuration and plan quality, while selecting different starting orientations had large influence. Our study demonstrates that the algorithm can be applied to IMRT scenarios, and better beam orientation configurations can be obtained using this algorithm. Furthermore, the optimization efficiency can be greatly increased through proper selection of beam orientation resolution and starting beam orientation while guaranteeing the optimized beam configurations and plan quality.

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Year:  2006        PMID: 16861772     DOI: 10.1088/0031-9155/51/15/004

Source DB:  PubMed          Journal:  Phys Med Biol        ISSN: 0031-9155            Impact factor:   3.609


  5 in total

Review 1.  From analytic inversion to contemporary IMRT optimization: radiation therapy planning revisited from a mathematical perspective.

Authors:  Yair Censor; Jan Unkelbach
Journal:  Phys Med       Date:  2011-05-25       Impact factor: 2.685

2.  A fast optimization approach for treatment planning of volumetric modulated arc therapy.

Authors:  Hui Yan; Jian-Rong Dai; Ye-Xiong Li
Journal:  Radiat Oncol       Date:  2018-05-30       Impact factor: 3.481

3.  Beam selection for stereotactic ablative radiotherapy using Cyberknife with multileaf collimation.

Authors:  James L Bedford; Peter Ziegenhein; Simeon Nill; Uwe Oelfke
Journal:  Med Eng Phys       Date:  2018-12-20       Impact factor: 2.242

4.  An IMRT/VMAT Technique for Nonsmall Cell Lung Cancer.

Authors:  Nan Zhao; Ruijie Yang; Junjie Wang; Xile Zhang; Jinna Li
Journal:  Biomed Res Int       Date:  2015-10-11       Impact factor: 3.411

Review 5.  A Review on Application of Deep Learning Algorithms in External Beam Radiotherapy Automated Treatment Planning.

Authors:  Mingqing Wang; Qilin Zhang; Saikit Lam; Jing Cai; Ruijie Yang
Journal:  Front Oncol       Date:  2020-10-23       Impact factor: 6.244

  5 in total

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