An experimental validation of a filtering approach for prompt gamma prediction in a research proton treatment planning system

被引:1
|
作者
Huang, Ze [1 ]
Tian, Liheng [1 ]
Janssens, Guillaume [2 ]
Smeets, Julien [2 ]
Xie, Yunhe [3 ]
Teo, Boon-Keng Kevin [4 ]
Nilsson, Rasmus [5 ]
Traneus, Erik [5 ]
Parodi, Katia [1 ]
Pinto, Marco [1 ]
机构
[1] Ludwig Maximilians Univ Munchen, Dept Med Phys, Munich, Germany
[2] Ion Beam Applicat SA, Louvain la Neuve, Belgium
[3] Massachusetts Gen Hosp, Dept Radiat Oncol, Boston, MA USA
[4] Univ Penn, Dept Radiat Oncol, Philadelphia, PA USA
[5] RaySearch Labs AB, Stockholm, Sweden
关键词
prompt gamma range verification; proton therapy; REGGUI; RayStation; filtering approach PG prediction; BEAM RANGE VERIFICATION; MONTE-CARLO; SLIT-CAMERA; PET VERIFICATION; RAY EMISSION; THERAPY; DISTRIBUTIONS; SENSITIVITY; RADIATION; FEASIBILITY;
D O I
10.1088/1361-6560/ad6116
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Objective. Prompt gamma (PG) radiation generated from nuclear reactions between protons and tissue nuclei can be employed for range verification in proton therapy. A typical clinical workflow for PG range verification compares the detected PG profile with a predicted one. Recently, a novel analytical PG prediction algorithm based on the so-called filtering formalism has been proposed and implemented in a research version of RayStation (RaySearch Laboratories AB), which is a widely adopted treatment planning system. This work validates the performance of the filtering PG prediction approach. Approach. The said algorithm is validated against experimental data and benchmarked with another well-established PG prediction algorithm implemented in a MATLAB-based software REGGUI. Furthermore, a new workflow based on several PG profile quality criteria and analytical methods is proposed for data selection. The workflow also calculates sensitivity and specificity information, which can help practitioners to decide on irradiation course interruption during treatment and monitor spot selection at the treatment planning stage. With the proposed workflow, the comparison can be performed on a limited number of selected high-quality irradiation spots without neighbouring-spot aggregation. Main results. The mean shifts between the experimental data and the predicted PG detection (PGD) profiles (Delta PGD) by the two algorithms are estimated to be 1.5 +/- 2.1 mm and -0.6 +/- 2.2 mm for the filtering and REGGUI prediction methods, respectively. The Delta PGD difference between two algorithms is observed to be consistent with the beam model difference within uncertainty. However, the filtering approach requires a much shorter computation time compared to the REGGUI approach. Significance. The novel filtering approach is successfully validated against experimental data and another widely used PG prediction algorithm. The workflow designed in this work selects spots with high-quality PGD shift calculation results, and performs sensitivity and specificity analyses to assist clinical decisions.
引用
收藏
页数:18
相关论文
共 50 条
  • [1] A filtering approach for PET and PG predictions in a proton treatment planning system
    Pinto, M.
    Kroeniger, K.
    Bauer, J.
    Nilsson, R.
    Traneus, E.
    Parodi, K.
    PHYSICS IN MEDICINE AND BIOLOGY, 2020, 65 (09)
  • [2] Classification of the source of treatment deviation in proton therapy using prompt-gamma imaging information
    Khamfongkhruea, Chirasak
    Berthold, Jonathan
    Janssens, Guillaume
    Petzoldt, Johannes
    Smeets, Julien
    Pausch, Guntram
    Richter, Christian
    MEDICAL PHYSICS, 2020, 47 (10) : 5102 - 5111
  • [3] Comparison of reconstructed prompt gamma emissions using maximum likelihood estimation and origin ensemble algorithms for a Compton camera system tailored to proton range monitoring
    Lozano, Ingrid Valencia
    Dedes, George
    Peterson, Steve
    Mackin, Dennis
    Zoglauer, Andreas
    Beddar, Sam
    Avery, Stephen
    Polf, Jerimy
    Parodi, Katia
    ZEITSCHRIFT FUR MEDIZINISCHE PHYSIK, 2023, 33 (02): : 124 - 134
  • [4] First-In-Human Validation of CT-Based Proton Range Prediction Using Prompt Gamma Imaging in Prostate Cancer Treatments
    Berthold, Jonathan
    Khamfongkhruea, Chirasak
    Petzoldt, Johannes
    Thiele, Julia
    Hoelscher, Tobias
    Wohlfahrt, Patrick
    Peters, Nils
    Jost, Angelina
    Hofmann, Christian
    Janssens, Guillaume
    Smeets, Julien
    Richter, Christian
    INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2021, 111 (04): : 1033 - 1043
  • [5] Accounting for prompt gamma emission and detection for range verification in proton therapy treatment planning
    Tian, Liheng
    Huang, Ze
    Janssens, Guillaume
    Landry, Guillaume
    Dedes, George
    Kamp, Florian
    Belka, Claus
    Pinto, Marco
    Parodi, Katia
    PHYSICS IN MEDICINE AND BIOLOGY, 2021, 66 (05)
  • [6] A new treatment planning approach accounting for prompt gamma range verification and interfractional anatomical changes
    Tian, Liheng
    Landry, Guillaume
    Dedes, George
    Pinto, Marco
    Kamp, Florian
    Belka, Claus
    Parodi, Katia
    PHYSICS IN MEDICINE AND BIOLOGY, 2020, 65 (09)
  • [7] First clinical application of a prompt gamma based in vivo proton range verification system
    Richter, Christian
    Pausch, Guntram
    Barczyk, Steffen
    Priegnitz, Marlen
    Keitz, Isabell
    Thiele, Julia
    Smeets, Julien
    Stappen, Francois Vander
    Bombelli, Luca
    Fiorini, Carlo
    Hotoiu, Lucian
    Perali, Irene
    Prieels, Damien
    Enghardt, Wolfgang
    Baumann, Michael
    RADIOTHERAPY AND ONCOLOGY, 2016, 118 (02) : 232 - 237
  • [8] Simulation study on a prompt gamma detection system for use in proton therapy
    Kang, Byoung Hwi
    Kim, Jong Won
    JOURNAL OF THE KOREAN PHYSICAL SOCIETY, 2008, 52 (03) : 810 - 813
  • [9] Experimental validation of the filtering approach for dose monitoring in proton therapy at low energy
    Attanasi, F.
    Belcari, N.
    Camarda, M.
    Del Guerra, A.
    Moehrs, S.
    Rosso, V.
    Vecchio, S.
    Lanconelli, N.
    Cirrone, G. A. P.
    Di Rosa, F.
    Russo, G.
    PHYSICA MEDICA, 2008, 24 (02) : 102 - 106
  • [10] Sensitivity of a prompt-gamma slit-camera to detect range shifts for proton treatment verification
    Nenoff, Lena
    Priegnitz, Marlen
    Janssens, Guillaume
    Petzoldt, Johannes
    Wohlfahrt, Patrick
    Trezza, Anna
    Smeets, Julien
    Pausch, Guntram
    Richter, Christian
    RADIOTHERAPY AND ONCOLOGY, 2017, 125 (03) : 534 - 540