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
[21]   Incorporating uncertainties in respiratory motion into 4D treatment plan optimization [J].
Heath, Emily ;
Unkelbach, Jan ;
Oelfke, Uwe .
MEDICAL PHYSICS, 2009, 36 (07) :3059-3071
[22]   A longitudinal four-dimensional computed tomography and cone beam computed tomography dataset for image-guided radiation therapy research in lung cancer [J].
Hugo, Geoffrey D. ;
Balik, Salim ;
Keall, Paul J. ;
Lu, Jun ;
Williamson, Jeffrey F. .
MEDICAL PHYSICS, 2017, 44 (02) :762-771
[23]   Limited Impact of Setup and Range Uncertainties, Breathing Motion, and Interplay Effects in Robustly Optimized Intensity Modulated Proton Therapy for Stage III Non-small Cell Lung Cancer [J].
Inoue, Tatsuya ;
Widder, Joachim ;
van Dijk, Lisanne V. ;
Takegawa, Hideki ;
Koizumi, Masahiko ;
Takashina, Masaaki ;
Usui, Keisuke ;
Kurokawa, Chie ;
Sugimoto, Satoru ;
Saito, Anneyuko I. ;
Sasai, Keisuke ;
van't Veld, Aart A. ;
Langendijk, Johannes A. ;
Korevaar, Erik W. .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2016, 96 (03) :661-669
[24]   High-Dose Proton Therapy and Carbon-Ion Therapy for Stage I Nonsmall Cell Lung Cancer [J].
Iwata, Hiromitsu ;
Murakami, Masao ;
Demizu, Yusuke ;
Miyawaki, Daisuke ;
Terashima, Kazuki ;
Niwa, Yasue ;
Mima, Masayuki ;
Akagi, Takashi ;
Hishikawa, Yoshio ;
Shibamoto, Yuta .
CANCER, 2010, 116 (10) :2476-2485
[25]   Required transition from research to clinical application: Report on the 4D treatment planning workshops 2014 and 2015 [J].
Knopf, Antje-Christin ;
Stuetzer, Kristin ;
Richter, Christian ;
Rucinski, Antoni ;
da Silva, Joakim ;
Phillips, Justin ;
Engelsman, Martijn ;
Shimizu, Shinichi ;
Werner, Rene ;
Jakobi, Annika ;
Goksel, Orcun ;
Zhang, Ye ;
Oshea, Tuathan ;
Fast, Martin ;
Perrin, Rosalind ;
Bert, Christoph ;
Rinaldi, Ilaria ;
Korevaar, Erik ;
McClelland, Jamie .
PHYSICA MEDICA-EUROPEAN JOURNAL OF MEDICAL PHYSICS, 2016, 32 (07) :874-882
[26]   Scanned proton radiotherapy for mobile targets-the effectiveness of re-scanning in the context of different treatment planning approaches and for different motion characteristics [J].
Knopf, Antje-Christin ;
Hong, Theodore S. ;
Lomax, Antony .
PHYSICS IN MEDICINE AND BIOLOGY, 2011, 56 (22) :7257-7271
[27]   Intrafractional motion during proton beam scanning [J].
Lambert, J ;
Suchowerska, N ;
McKenzie, DR ;
Jackson, M .
PHYSICS IN MEDICINE AND BIOLOGY, 2005, 50 (20) :4853-4862
[28]   Robust optimization in intensity-modulated proton therapy to account for anatomy changes in lung cancer patients [J].
Li, Heng ;
Zhang, Xiaodong ;
Park, Peter ;
Liu, Wei ;
Chang, Joe ;
Liao, Zhongxing ;
Frank, Steve ;
Li, Yupeng ;
Poenisch, Falk ;
Mohan, Radhe ;
Gillin, Michael ;
Zhu, Ronald .
RADIOTHERAPY AND ONCOLOGY, 2015, 114 (03) :367-372
[29]   Impact of Spot Size and Spacing on the Quality of Robustly Optimized Intensity Modulated Proton Therapy Plans for Lung Cancer [J].
Liu, Chenbin ;
Schild, Steven E. ;
Chang, Joe Y. ;
Liao, Zhongxing ;
Korte, Shawn ;
Shen, Jiajian ;
Ding, Xiaoning ;
Hu, Yanle ;
Kang, Yixiu ;
Keole, Sameer R. ;
Sio, Terence T. ;
Wong, William W. ;
Sahoo, Narayan ;
Bues, Martin ;
Liu, Wei .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2018, 101 (02) :479-489
[30]   Exploratory Study of 4D versus 3D Robust Optimization in Intensity Modulated Proton Therapy for Lung Cancer [J].
Liu, Wei ;
Schild, Steven E. ;
Chang, Joe Y. ;
Liao, Zhongxing ;
Chang, Yu-Hui ;
Wen, Zhifei ;
Shen, Jiajian ;
Stoker, Joshua B. ;
Ding, Xiaoning ;
Hu, Yanle ;
Sahoo, Narayan ;
Herman, Michael G. ;
Vargas, Carlos ;
Keole, Sameer ;
Wong, William ;
Bues, Martin .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2016, 95 (01) :523-533