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A practical method for predicting patient‐specific collision in radiotherapy

PURPOSE: To develop a practical method for predicting patient‐specific collision during the treatment planning process. MATERIALS AND METHOD: Based on geometry information of the accelerator gantry and the location of plan isocenter, the collision‐free space region could be determined. In this study...

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Autores principales: Miao, Junjie, Niu, Chuanmeng, Liu, Zhiqiang, Tian, Yuan, Dai, Jianrong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7484822/
https://www.ncbi.nlm.nih.gov/pubmed/32462733
http://dx.doi.org/10.1002/acm2.12915
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author Miao, Junjie
Niu, Chuanmeng
Liu, Zhiqiang
Tian, Yuan
Dai, Jianrong
author_facet Miao, Junjie
Niu, Chuanmeng
Liu, Zhiqiang
Tian, Yuan
Dai, Jianrong
author_sort Miao, Junjie
collection PubMed
description PURPOSE: To develop a practical method for predicting patient‐specific collision during the treatment planning process. MATERIALS AND METHOD: Based on geometry information of the accelerator gantry and the location of plan isocenter, the collision‐free space region could be determined. In this study, collision‐free space region was simplified as a cylinder. Radius of cylinder was equal to the distance from isocenter to the collimator cover. The collision‐free space was converted and imported into treatment planning system (TPS) in the form of region of interest (ROI) which was named as ROISS. Collision was viewed and evaluated on the fusion images of patient's CT and ROIs in TPS. If any points of patient's body or couch fell beyond the safety space, collision would occur. This method was implemented in the Pinnacle TPS. The impact of safety margin on accuracy was also discussed. Sixty‐five plans of clinical patients were chosen for the clinical validation. RESULTS: When the angle of couch is zero, the ROISS displays as a series of circles on the cross section of the patient's CT. When the couch angle is not zero, ROISS is a series of ellipses in the transverse view of patient's CT. The ROISS can be generated quickly within five seconds after a single mouse click in TPS. Adding safety margin is an effective measure in preventing collisions from being undetected. Safety margin could increase negative predictive value (NPV) of test cases. Accuracy obtained was 96.3% with the 3 cm safety margin with 100% true positive collision detection. CONCLUSION: This study provides a reliable, accurate, and fast collision prediction during the treatment planning process. Potential collisions can be discovered and prevented early before delivering. This method can integrate with the current clinical workflow without any additional required resources, and contribute to improvement in the safety and efficiency of the clinic.
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spelling pubmed-74848222020-09-17 A practical method for predicting patient‐specific collision in radiotherapy Miao, Junjie Niu, Chuanmeng Liu, Zhiqiang Tian, Yuan Dai, Jianrong J Appl Clin Med Phys Radiation Oncology Physics PURPOSE: To develop a practical method for predicting patient‐specific collision during the treatment planning process. MATERIALS AND METHOD: Based on geometry information of the accelerator gantry and the location of plan isocenter, the collision‐free space region could be determined. In this study, collision‐free space region was simplified as a cylinder. Radius of cylinder was equal to the distance from isocenter to the collimator cover. The collision‐free space was converted and imported into treatment planning system (TPS) in the form of region of interest (ROI) which was named as ROISS. Collision was viewed and evaluated on the fusion images of patient's CT and ROIs in TPS. If any points of patient's body or couch fell beyond the safety space, collision would occur. This method was implemented in the Pinnacle TPS. The impact of safety margin on accuracy was also discussed. Sixty‐five plans of clinical patients were chosen for the clinical validation. RESULTS: When the angle of couch is zero, the ROISS displays as a series of circles on the cross section of the patient's CT. When the couch angle is not zero, ROISS is a series of ellipses in the transverse view of patient's CT. The ROISS can be generated quickly within five seconds after a single mouse click in TPS. Adding safety margin is an effective measure in preventing collisions from being undetected. Safety margin could increase negative predictive value (NPV) of test cases. Accuracy obtained was 96.3% with the 3 cm safety margin with 100% true positive collision detection. CONCLUSION: This study provides a reliable, accurate, and fast collision prediction during the treatment planning process. Potential collisions can be discovered and prevented early before delivering. This method can integrate with the current clinical workflow without any additional required resources, and contribute to improvement in the safety and efficiency of the clinic. John Wiley and Sons Inc. 2020-05-28 /pmc/articles/PMC7484822/ /pubmed/32462733 http://dx.doi.org/10.1002/acm2.12915 Text en © 2020 The Authors. Journal of Applied Clinical Medical Physics published by Wiley Periodicals, Inc. on behalf of American Association of Physicists in Medicine This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Radiation Oncology Physics
Miao, Junjie
Niu, Chuanmeng
Liu, Zhiqiang
Tian, Yuan
Dai, Jianrong
A practical method for predicting patient‐specific collision in radiotherapy
title A practical method for predicting patient‐specific collision in radiotherapy
title_full A practical method for predicting patient‐specific collision in radiotherapy
title_fullStr A practical method for predicting patient‐specific collision in radiotherapy
title_full_unstemmed A practical method for predicting patient‐specific collision in radiotherapy
title_short A practical method for predicting patient‐specific collision in radiotherapy
title_sort practical method for predicting patient‐specific collision in radiotherapy
topic Radiation Oncology Physics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7484822/
https://www.ncbi.nlm.nih.gov/pubmed/32462733
http://dx.doi.org/10.1002/acm2.12915
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