Anthropomorphic lung phantom based validation of in-room proton therapy 4D-CBCT image correction for dose calculation

被引:7
作者
Bondesson, David [1 ,2 ,3 ]
Meijers, Arturs [4 ]
Janssens, Guillaume [5 ]
Rit, Simon [6 ,7 ]
Rabe, Moritz [8 ]
Kamp, Florian [8 ]
Niepel, Katharina [9 ]
Otter, Lydia A. den [4 ]
Both, Stefan [4 ]
Brousmiche, Sebastien [5 ]
Dinkel, Julien [1 ,2 ,3 ,10 ]
Belka, Claus [8 ,11 ]
Parodi, Katia [9 ]
Knopf, Antje [4 ,12 ]
Kurz, Christopher [8 ,9 ]
Landry, Guillaume [8 ,9 ]
机构
[1] Ludwig Maximilians Univ Munchen, Univ Hosp, Dept Radiol, Munich, Germany
[2] Ludwig Maximilians Univ Munchen, Univ Hosp, Helmholtz Zentrum Munchen, Comprehens Pneumol Ctr CPC M, Munich, Germany
[3] German Ctr Lung Res DZL, Munich, Germany
[4] Univ Groningen, Univ Med Ctr Groningen, Dept Radiat Oncol, Groningen, Netherlands
[5] Ion Beam Applicat SA, Adv Technol Grp, Louvain, Belgium
[6] Univ Lyon, CREATIS, CNRS UMR5220, Lyon, France
[7] Univ Lyon 1, INSA Lyon, Inserm U1044, Ctr Leon Berard, Lyon, France
[8] Ludwig Maximilians Univ Munchen, Univ Hosp, Dept Radiat Oncol, Munich, Germany
[9] Ludwig Maximilians Univ Munchen LMU Munich, Fac Phys, Dept Med Phys, Garching, Germany
[10] Asklepios Lung Ctr Munich, Dept Radiol, Gauting, Germany
[11] German Canc Consortium DKTK, Munich, Germany
[12] Carl von Ossietzky Univ Oldenburg, Div Med Radiat Phys, Oldenburg, Germany
来源
ZEITSCHRIFT FUR MEDIZINISCHE PHYSIK | 2020年 / 32卷 / 01期
关键词
Tomography; Cone-beam; Proton therapy; 4D-vCT; Motion; Thorax;
D O I
10.1016/j.zemedi.2020.09.004
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: Ventilation-induced tumour motion remains a challenge for the accuracy of proton therapy treatments in lung patients. We investigated the feasibility of using a 4D virtual CT (4D-vCT) approach based on deformable image registration (DIR) and motion-aware 4D CBCT reconstruction (MA-ROOSTER) to enable accurate daily proton dose calculation using a gantry-mounted CBCT scanner tailored to proton therapy. Methods: Ventilation correlated data of 10 breathing phases were acquired from a porcine ex-vivo functional lung phantom using CT and CBCT. 4D-vCTs were generated by (1) DIR of the mid-position 4D-CT to the mid-position 4D-CBCT (reconstructed with the MA-ROOSTER) using a diffeomorphic Morphons algorithm and (2) subsequent propagation of the obtained mid-position vCT to the individual 4D-CBCT phases. Proton therapy treatment planning was performed to evaluate dose calculation accuracy of the 4D-vCTs. A robust treatment plan delivering a nominal dose of 60 Gy was generated on the average intensity image of the 4D-CT for an approximated internal target volume (ITV). Dose distributions were then recalculated on individual phases of the 4D-CT and the 4D-vCT based on the optimized plan. Dose accumulation was performed for 4D-vCT and 4D-CT using DIR of each phase to the mid position, which was chosen as reference. Dose based on the 4D-vCT was then evaluated against the dose calculated on 4D-CT both, phase-by-phase as well as accumulated, by comparing dose volume histogram (DVH) values (Dmean , D2% , D98% , D95%) for the ITV, and by a 3D-gamma index analysis (global, 3%/3 mm, 5 Gy, 20 Gy and 30 Gy dose thresholds). Results: Good agreement was found between the 4D-CT and 4D-vCT-based ITV-DVH curves. The relative differences ((CT-vCT)/CT) between accumulated values of ITV Dmean, D2%, D95% and D98% for the 4D-CT and 4D-vCT-based dose distributions were -0.2%, 0.0%, -0.1% and -0.1%, respectively. Phase specific values varied between -0.5% and 0.2%, -0.2% and 0.5%, -3.5% and 1.5%, and -5.7% and 2.3%. The relative difference of accumulated Dmean over the lungs was 2.3% and Dmean for the phases varied between -5.4% and 5.8%. The gamma pass-rates with 5 Gy, 20 Gy and 30 Gy thresholds for the accumulated doses were 96.7%, 99.6% and 99.9%, respectively. Phase-by-phase comparison yielded pass-rates between 86% and 97%, 88% and 98%, and 94% and 100%. Conclusions: Feasibility of the suggested 4D-vCT workflow using proton therapy specific imaging equipment was shown. Results indicate the potential of the method to be applied for daily 4D proton dose estimation.
引用
收藏
页码:74 / 84
页数:11
相关论文
共 56 条
[21]   In vivo proton range verification: a review [J].
Knopf, Antje-Christin ;
Lomax, Antony .
PHYSICS IN MEDICINE AND BIOLOGY, 2013, 58 (15) :131-160
[22]   CBCT correction using a cycle-consistent generative adversarial network and unpaired training to enable photon and proton dose calculation [J].
Kurz, Christopher ;
Maspero, Matteo ;
Savenije, Mark H. F. ;
Landry, Guillaume ;
Kamp, Florian ;
Pinto, Marco ;
Li, Minglun ;
Parodi, Katia ;
Belka, Claus ;
van den Berg, Cornelis A. T. .
PHYSICS IN MEDICINE AND BIOLOGY, 2019, 64 (22)
[23]   Comparing cone- beam CT intensity correction methods for dose recalculation in adaptive intensity- modulated photon and proton therapy for head and neck cancer [J].
Kurz, Christopher ;
Dedes, George ;
Resch, Andreas ;
Reiner, Michael ;
Ganswindt, Ute ;
Nijhuis, Reinoud ;
Thieke, Christian ;
Belka, Claus ;
Parodi, Katia ;
Landry, Guillaume .
ACTA ONCOLOGICA, 2015, 54 (09) :1651-1657
[24]   Current state and future applications of radiological image guidance for particle therapy [J].
Landry, Guillaume ;
Hua, Chia-ho .
MEDICAL PHYSICS, 2018, 45 (11) :E1086-E1095
[25]   Investigating CT to CBCT image registration for head and neck proton therapy as a tool for daily dose recalculation [J].
Landry, Guillaume ;
Nijhuis, Reinoud ;
Dedes, George ;
Handrack, Josefine ;
Thieke, Christian ;
Janssens, Guillaume ;
de Xivry, Jonathan Orban ;
Reiner, Michael ;
Kamp, Florian ;
Wilkens, Jan J. ;
Paganelli, Chiara ;
Riboldi, Marco ;
Baroni, Guido ;
Ganswindt, Ute ;
Belka, Claus ;
Parodi, Katia .
MEDICAL PHYSICS, 2015, 42 (03) :1354-1366
[26]   Phantom based evaluation of CT to CBCT image registration for proton therapy dose recalculation [J].
Landry, Guillaume ;
Dedes, George ;
Zoellner, Christoph ;
Handrack, Josefine ;
Janssens, Guillaume ;
de Xivry, Jonathan Orban ;
Reiner, Michael ;
Paganelli, Chiara ;
Riboldi, Marco ;
Kamp, Florian ;
Soehn, Matthias ;
Wilkens, Jan J. ;
Baroni, Guido ;
Belka, Claus ;
Parodi, Katia .
PHYSICS IN MEDICINE AND BIOLOGY, 2015, 60 (02) :595-613
[27]   5D respiratory motion model based image reconstruction algorithm for 4D cone-beam computed tomography [J].
Liu, Jiulong ;
Zhang, Xue ;
Zhang, Xiaoqun ;
Zhao, Hongkai ;
Gao, Yu ;
Thomas, David ;
Low, Daniel A. ;
Gao, Hao .
INVERSE PROBLEMS, 2015, 31 (11)
[28]   Log file-based dose reconstruction and accumulation for 4D adaptive pencil beam scanned proton therapy in a clinical treatment planning system: Implementation and proof-of-concept [J].
Meijers, A. ;
Jakobi, A. ;
Stuetzer, K. ;
Guterres Marmitt, G. ;
Both, S. ;
Langendijk, J. A. ;
Richter, C. ;
Knopf, A. .
MEDICAL PHYSICS, 2019, 46 (03) :1140-1149
[29]   Motion-aware temporal regularization for improved 4D cone-beam computed tomography [J].
Mory, Cyril ;
Janssens, Guillaume ;
Rit, Simon .
PHYSICS IN MEDICINE AND BIOLOGY, 2016, 61 (18) :6856-6877
[30]   Cardiac C-arm computed tomography using a 3D+time ROI reconstruction method with spatial and temporal regularization [J].
Mory, Cyril ;
Auvray, Vincent ;
Zhang, Bo ;
Grass, Michael ;
Schaefer, Dirk ;
Chen, S. James ;
Carroll, John D. ;
Rit, Simon ;
Peyrin, Francoise ;
Douek, Philippe ;
Boussel, Loic .
MEDICAL PHYSICS, 2014, 41 (02) :021903