4D robust optimization including uncertainties in time structures can reduce the interplay effect in proton pencil beam scanning radiation therapy

被引:58
作者
Engwall, Erik [1 ]
Fredriksson, Albin [1 ]
Glimelius, Lars [1 ]
机构
[1] RaySearch Labs, Sveavagen 44, SE-11134 Stockholm, Sweden
关键词
4D optimization; interplay effect; motion mitigation; proton therapy; rescanning; robust optimization; CELL LUNG-CANCER; DOSE CALCULATION ACCURACY; RESPIRATORY MOTION; PARTICLE THERAPY; RANGE UNCERTAINTIES; MOVING TARGETS; STAGE-I; RADIOTHERAPY; SENSITIVITY; MITIGATION;
D O I
10.1002/mp.13094
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
PurposeInterplay effects in proton radiotherapy can create large distortions in the dose distribution and severely degrade the plan quality. Standard methods to mitigate these effects include abdominal compression, gating, and rescanning. We propose a new method to include the time structures of the delivery and organ motion in the framework of four-dimensional (4D) robust optimization to generate plans that are robust against interplay effects. MethodsThe method considers multiple scenarios reflecting the uncertainties in the delivery and in the organ motion. In each scenario, the pencil beam scanning spots are distributed to different phases of the breathing cycle according to each individual spot time stamp, and a partial beam dose is calculated for each phase. The partial beam doses are accumulated on a reference phase through deformable image registrations. Minimax optimization is performed to take all scenarios into account simultaneously. For simplicity, the uncertainties in this proof of concept study are limited to variations in the breathing pattern. The method is evaluated for three different nonsmall cell lung cancer patients and compared to plans using conventional 4D robust optimization both with and without rescanning. We assess the ability of the method to mitigate distortions from the interplay effect over multiple evaluation scenarios using 4D dose calculations. This interplay evaluation is performed in an experimentally validated framework, which is independent of the optimization in the plan generation step. ResultsFor the three studied patients, 4D optimization including time structures is efficient, especially for large tumor motions, where rescanning of conventional 4D robustly optimized plans is not sufficient to mitigate the interplay effect. The most efficient approach of the new method is achieved when it is combined with rescanning. For the patient with the largest motion, the mean V95% is 99.2% and mean V107% is 3.65% for the best rescanned 4D plan optimized with time structure. This can be compared to conventional 4D optimized plans with mean V95% of 92.7% and mean V107% of 13.1%. ConclusionsThe current study shows the potential of reducing interplay effects in proton pencil beam scanning radiotherapy by incorporating organ motion and delivery characteristics in a 4D robust optimization.
引用
收藏
页码:4020 / 4029
页数:10
相关论文
共 54 条
[1]   Is it necessary to plan with safety margins for actively scanned proton therapy? [J].
Albertini, F. ;
Hug, E. B. ;
Lomax, A. J. .
PHYSICS IN MEDICINE AND BIOLOGY, 2011, 56 (14) :4399-4413
[2]   Comparative study of layered and volumetric rescanning for different scanning speeds of proton beam in liver patients [J].
Bernatowicz, K. ;
Lomax, A. J. ;
Knopf, A. .
PHYSICS IN MEDICINE AND BIOLOGY, 2013, 58 (22) :7905-7920
[3]   Advanced treatment planning using direct 4D optimisation for pencil-beam scanned particle therapy [J].
Bernatowicz, Kinga ;
Zhang, Ye ;
Perrin, Rosalind ;
Weber, Damien C. ;
Lomax, Antony J. .
PHYSICS IN MEDICINE AND BIOLOGY, 2017, 62 (16) :6595-6609
[4]   Motion in radiotherapy: particle therapy [J].
Bert, C. ;
Durante, M. .
PHYSICS IN MEDICINE AND BIOLOGY, 2011, 56 (16) :R113-R114
[5]   Quantification of interplay effects of scanned particle beams and moving targets [J].
Bert, Christoph ;
Groezinger, Sven O. ;
Rietzel, Eike .
PHYSICS IN MEDICINE AND BIOLOGY, 2008, 53 (09) :2253-2265
[6]   Target motion tracking with a scanned particle beam [J].
Bert, Christoph ;
Saito, Nami ;
Schmidt, Alexander ;
Chaudhri, Naved ;
Schardt, Dieter ;
Rietzel, Eike .
MEDICAL PHYSICS, 2007, 34 (12) :4768-4771
[7]   The biologic relevance of daily dose variations in adaptive treatment planning [J].
Bortfeld, Thomas ;
Paganetti, Harald .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2006, 65 (03) :899-906
[8]   Significant reduction of normal tissue dose by proton radiotherapy compared with three-dimensional conformal or intensity-modulated radiation therapy in Stage I or Stage III non-small-cell lung cancer [J].
Chang, Joe Y. ;
Zhang, Xiaodong ;
Wang, Xiaochun ;
Kang, Yixiu ;
Riley, Beverly ;
Bilton, Stephen ;
Mohan, Radhe ;
Komaki, Ritsuko ;
Cox, James D. .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2006, 65 (04) :1087-1096
[9]   The Cancer Imaging Archive (TCIA): Maintaining and Operating a Public Information Repository [J].
Clark, Kenneth ;
Vendt, Bruce ;
Smith, Kirk ;
Freymann, John ;
Kirby, Justin ;
Koppel, Paul ;
Moore, Stephen ;
Phillips, Stanley ;
Maffitt, David ;
Pringle, Michael ;
Tarbox, Lawrence ;
Prior, Fred .
JOURNAL OF DIGITAL IMAGING, 2013, 26 (06) :1045-1057
[10]   4D optimization of scanned ion beam tracking therapy for moving tumors [J].
Eley, John Gordon ;
Newhauser, Wayne David ;
Luechtenborg, Robert ;
Graeff, Christian ;
Bert, Christoph .
PHYSICS IN MEDICINE AND BIOLOGY, 2014, 59 (13) :3431-3452