Comparison of beam angle selection strategies for intracranial IMRT

被引:39
作者
Bangert, Mark [1 ]
Ziegenhein, Peter [1 ]
Oelfke, Uwe [1 ]
机构
[1] German Canc Res Ctr, Dept Med Phys Radiat Oncol, D-69120 Heidelberg, Germany
关键词
intensity-modulated radiation therapy; treatment planning; beam angle optimization; high performance computing; RADIATION-THERAPY; ORIENTATION OPTIMIZATION; GENETIC ALGORITHM; COPLANAR; WEIGHTS; SYSTEM; NUMBER;
D O I
10.1118/1.4771932
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Purpose: Various strategies to select beneficial beam ensembles for intensity-modulated radiation therapy (IMRT) have been suggested over the years. These beam angle selection (BAS) strategies are usually evaluated against reference configurations applying equispaced coplanar beams but they are not compared to one another. Here, the authors present a meta analysis of four BAS strategies that incorporates fluence optimization (FO) into BAS by combinatorial optimization (CO) and one BAS strategy that decouples FO from BAS, i.e., spherical cluster analysis (SCA). The underlying parameters of the BAS process are investigated and the dosimetric benefits of the BAS strategies are quantified. Methods: For three intracranial lesions in proximity to organs at risk (OARs) the authors compare treatment plans applying equispaced coplanar beam ensembles with treatment plans using five different BAS strategies, i.e., four CO techniques and SCA, to establish coplanar and noncoplanar beam ensembles. Treatment plans applying 5, 7, 9, and 11 beams are investigated. For the CO strategies the authors perform BAS runs with a 5 degrees, 10 degrees, 15 degrees, and 20 degrees angular resolution, which corresponds to a minimum of 18 coplanar and a maximum of 1400 noncoplanar candidate beams. In total 272 treatment plans with different BAS settings are generated for every patient. The quality of the treatment plans is compared based on the protection of OARs yet integral dose, target homogeneity, and target conformity are also considered. Results: It is possible to reduce the average mean and maximum doses in OARs by more than 4 Gy (1 Gy) with optimized noncoplanar (coplanar) beam ensembles found with BAS by CO or SCA. For BAS including FO by CO, the individual algorithm used and the angular resolution in the space of candidate beams does not have a crucial impact on the quality of the resulting treatment plans. All CO algorithms yield similar target conformity and slightly improved target homogeneity in comparison to equispaced coplanar setups. Furthermore, optimized coplanar (noncoplanar) beam ensembles enabled more than a 6% (5%) reduction of the integral dose. For SCA, however, integral dose was increased and target conformity was decreased in comparison to equispaced coplanar setups-especially for a small number of beams. Conclusion: Both BAS strategies incorporating FO by CO and independent BAS strategies excluding FO provide dose savings in OARs for optimized coplanar and especially noncoplanar beam ensembles; they should not be neglected in the clinic. (C) 2013 American Association of Physicists in Medicine. [http://dx.doi.org/10.1118/1.4771932]
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页数:11
相关论文
共 42 条
[1]  
[Anonymous], MATLAB R2010B
[2]  
[Anonymous], 2001, An Introduction to Genetic Algorithms. Complex Adaptive Systems
[3]  
[Anonymous], 1999, FRONT APP M
[4]  
Bangert M, 2011, THESIS UNIVERSITATSB
[5]   Characterizing the combinatorial beam angle selection problem [J].
Bangert, Mark ;
Ziegenhein, Peter ;
Oelfke, Uwe .
PHYSICS IN MEDICINE AND BIOLOGY, 2012, 57 (20) :6707-6723
[6]   Spherical cluster analysis for beam angle optimization in intensity-modulated radiation therapy treatment planning [J].
Bangert, Mark ;
Oelfke, Uwe .
PHYSICS IN MEDICINE AND BIOLOGY, 2010, 55 (19) :6023-6037
[7]   OPTIMIZATION OF BEAM ORIENTATIONS IN RADIATION-THERAPY - SOME THEORETICAL CONSIDERATIONS [J].
BORTFELD, T ;
SCHLEGEL, W .
PHYSICS IN MEDICINE AND BIOLOGY, 1993, 38 (02) :291-304
[8]   Local beam angle optimization with linear programming and gradient search [J].
Craft, David .
PHYSICS IN MEDICINE AND BIOLOGY, 2007, 52 (07) :N127-N135
[9]   A tutorial on the cross-entropy method [J].
De Boer, PT ;
Kroese, DP ;
Mannor, S ;
Rubinstein, RY .
ANNALS OF OPERATIONS RESEARCH, 2005, 134 (01) :19-67
[10]   Conformity index:: A review [J].
Feuvret, L ;
Noël, G ;
Mazeron, JJ ;
Bey, P .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2006, 64 (02) :333-342