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Ebert MA, Marcello M, Kennedy A, Haworth A, Holloway LC, Greer P, Dowling JA, Jameson MG, Roach D, Joseph DJ, Gulliford SL, Sydes MR, Hall E, Dearnaley DP. In Regard to Shortall et al. Int J Radiat Oncol Biol Phys 2022; 112:831-833. [PMID: 35101196 DOI: 10.1016/j.ijrobp.2021.10.140] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2021] [Accepted: 10/15/2021] [Indexed: 12/13/2022]
Affiliation(s)
- Martin A Ebert
- Department of Radiation Oncology, Sir Charles Gairdner Hospital, Nedlands, Australia; Department of Physics, University of Western Australia, Crawley, Australia; 5D Clinics, Claremont, Australia
| | - Marco Marcello
- Department of Radiation Oncology, Sir Charles Gairdner Hospital, Nedlands, Australia
| | - Angel Kennedy
- Department of Radiation Oncology, Sir Charles Gairdner Hospital, Nedlands, Australia
| | - Annette Haworth
- School of Physics, University of Sydney, Camperdown, Australia
| | - Lois C Holloway
- School of Physics, University of Sydney, Camperdown, Australia; Department of Medical Physics, Liverpool Cancer Centre, Liverpool, Australia; South Western Sydney Clinical School, University of New South Wales, Liverpool, Australia; Centre for Medical Radiation Physics, University of Wollongong, Wollongong, Australia
| | - Peter Greer
- School of Mathematical and Physical Sciences, University of Newcastle, Callaghan, Australia; Department of Radiation Oncology, Calvary Mater Newcastle, Waratah, Australia
| | - Jason A Dowling
- School of Physics, University of Sydney, Camperdown, Australia; South Western Sydney Clinical School, University of New South Wales, Liverpool, Australia; Centre for Medical Radiation Physics, University of Wollongong, Wollongong, Australia; School of Mathematical and Physical Sciences, University of Newcastle, Callaghan, Australia; CSIRO, Herston, Australia
| | - Michael G Jameson
- GenesisCare, Alexandria, Australia; St Vincent's Clinical School, University of New South Wales, Sydney, Australia
| | - Dale Roach
- South Western Sydney Clinical School, University of New South Wales, Liverpool, Australia
| | - David J Joseph
- 5D Clinics, Claremont, Australia; GenesisCare WA, Wembley, Australia; School of Surgery, University of Western Australia, Crawley, Australia
| | - Sarah L Gulliford
- Radiotherapy Department, University College London Hospitals NHS Foundation Trust, London, United Kingdom; Department of Medical Physics and Biomedical Engineering, University College London, London, United Kingdom
| | - Matthew R Sydes
- MRC Clinical Trials Unit, Institute of Clinical Trials and Methodology, University College London, London, United Kingdom
| | - Emma Hall
- Clinical Trials and Statistics Unit, The Institute of Cancer Research, Sutton, United Kingdom
| | - David P Dearnaley
- Academic UroOncology Unit, The Institute of Cancer Research and the Royal Marsden NHS Trust, London, United Kingdom
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Ebert MA, Gulliford S, Acosta O, de Crevoisier R, McNutt T, Heemsbergen WD, Witte M, Palma G, Rancati T, Fiorino C. Spatial descriptions of radiotherapy dose: normal tissue complication models and statistical associations. Phys Med Biol 2021; 66:12TR01. [PMID: 34049304 DOI: 10.1088/1361-6560/ac0681] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2021] [Accepted: 05/28/2021] [Indexed: 12/20/2022]
Abstract
For decades, dose-volume information for segmented anatomy has provided the essential data for correlating radiotherapy dosimetry with treatment-induced complications. Dose-volume information has formed the basis for modelling those associations via normal tissue complication probability (NTCP) models and for driving treatment planning. Limitations to this approach have been identified. Many studies have emerged demonstrating that the incorporation of information describing the spatial nature of the dose distribution, and potentially its correlation with anatomy, can provide more robust associations with toxicity and seed more general NTCP models. Such approaches are culminating in the application of computationally intensive processes such as machine learning and the application of neural networks. The opportunities these approaches have for individualising treatment, predicting toxicity and expanding the solution space for radiation therapy are substantial and have clearly widespread and disruptive potential. Impediments to reaching that potential include issues associated with data collection, model generalisation and validation. This review examines the role of spatial models of complication and summarises relevant published studies. Sources of data for these studies, appropriate statistical methodology frameworks for processing spatial dose information and extracting relevant features are described. Spatial complication modelling is consolidated as a pathway to guiding future developments towards effective, complication-free radiotherapy treatment.
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Affiliation(s)
- Martin A Ebert
- School of Physics, Mathematics and Computing, University of Western Australia, Crawley, Western Australia, Australia
- Department of Radiation Oncology, Sir Charles Gairdner Hospital, Nedlands, Western Australia, Australia
- 5D Clinics, Claremont, Western Australia, Australia
| | - Sarah Gulliford
- Department of Radiotherapy Physics, University College Hospitals London, United Kingdom
- Department of Medical Physics and Bioengineering, University College London, United Kingdom
| | - Oscar Acosta
- Univ Rennes, CLCC Eugène Marquis, INSERM, LTSI-UMR 1099, F-35000 Rennes, France
| | | | - Todd McNutt
- Johns Hopkins University, Baltimore, Maryland, United States of America
| | | | - Marnix Witte
- The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Giuseppe Palma
- Institute of Biostructures and Bioimaging, National Research Council, Napoli, Italy
| | - Tiziana Rancati
- Prostate Cancer Program, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy
| | - Claudio Fiorino
- Medical Physics, San Raffaele Scientific Institute, Milano, Italy
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Complex Bone Tumors of the Trunk-The Role of 3D Printing and Navigation in Tumor Orthopedics: A Case Series and Review of the Literature. J Pers Med 2021; 11:jpm11060517. [PMID: 34200075 PMCID: PMC8228871 DOI: 10.3390/jpm11060517] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2021] [Revised: 05/28/2021] [Accepted: 06/01/2021] [Indexed: 02/07/2023] Open
Abstract
The combination of 3D printing and navigation promises improvements in surgical procedures and outcomes for complex bone tumor resection of the trunk, but its features have rarely been described in the literature. Five patients with trunk tumors were surgically treated in our institution using a combination of 3D printing and navigation. The main process includes segmentation, virtual modeling and build preparation, as well as quality assessment. Tumor resection was performed with navigated instruments. Preoperative planning supported clear margin multiplanar resections with intraoperatively adaptable real-time visualization of navigated instruments. The follow-up ranged from 2–15 months with a good functional result. The present results and the review of the current literature reflect the trend and the diverse applications of 3D printing in the medical field. 3D printing at hospital sites is often not standardized, but regulatory aspects may serve as disincentives. However, 3D printing has an increasing impact on precision medicine, and we are convinced that our process represents a valuable contribution in the context of patient-centered individual care.
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Marcello M, Denham JW, Kennedy A, Haworth A, Steigler A, Greer PB, Holloway LC, Dowling JA, Jameson MG, Roach D, Joseph DJ, Gulliford SL, Dearnaley DP, Sydes MR, Hall E, Ebert MA. Reduced Dose Posterior to Prostate Correlates With Increased PSA Progression in Voxel-Based Analysis of 3 Randomized Phase 3 Trials. Int J Radiat Oncol Biol Phys 2020; 108:1304-1318. [PMID: 32739320 DOI: 10.1016/j.ijrobp.2020.07.030] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/01/2020] [Revised: 07/13/2020] [Accepted: 07/20/2020] [Indexed: 02/07/2023]
Abstract
PURPOSE Reducing margins during treatment planning to decrease dose to healthy organs surrounding the prostate can risk inadequate treatment of subclinical disease. This study aimed to investigate whether lack of dose to subclinical disease is associated with increased disease progression by using high-quality prostate radiation therapy clinical trial data to identify anatomically localized regions where dose variation is associated with prostate-specific antigen progression (PSAP). METHODS AND MATERIALS Planned dose distributions for 683 patients of the Trans-Tasman Radiation Oncology Group 03.04 Randomized Androgen Deprivation and Radiotherapy (RADAR) trial were deformably registered onto a single exemplar computed tomography data set. These were divided into high-risk and intermediate-risk subgroups for analysis. Three independent voxel-based statistical tests, using permutation testing, Cox regression modeling, and least absolute shrinkage selection operator feature selection, were applied to identify regions where dose variation was associated with PSAP. Results from the intermediate-risk RADAR subgroup were externally validated by registering dose distributions from the RT01 (n = 388) and Conventional or Hypofractionated High Dose Intensity Modulated Radiotherapy for Prostate Cancer Trial (CHHiP) (n = 253) trials onto the same exemplar and repeating the tests on each of these data sets. RESULTS Voxel-based Cox regression revealed regions where reduced dose was correlated with increased prostate-specific androgen progression. Reduced dose in regions associated with coverage at the posterior prostate, in the immediate periphery of the posterior prostate, and in regions corresponding to the posterior oblique beams or posterior lateral beam boundary, was associated with increased PSAP for RADAR and RT01 patients, but not for CHHiP patients. Reduced dose to the seminal vesicle region was also associated with increased PSAP for RADAR intermediate-risk patients. CONCLUSIONS Ensuring adequate dose coverage at the posterior prostate and immediately surrounding posterior region (including the seminal vesicles), where aggressive cancer spread may be occurring, may improve tumor control. It is recommended that particular care be taken when defining margins at the prostate posterior, acknowledging the trade-off between quality of life due to rectal dose and the preferences of clinicians and patients.
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Affiliation(s)
- Marco Marcello
- Department of Physics, University of Western Australia, Perth, Western Australia, Australia; Department of Radiation Oncology, Sir Charles Gairdner Hospital, Perth, Western Australia, Australia.
| | - James W Denham
- School of Medicine and Public Health, University of Newcastle, Newcastle, New South Wales, Australia
| | - Angel Kennedy
- Department of Radiation Oncology, Sir Charles Gairdner Hospital, Perth, Western Australia, Australia
| | - Annette Haworth
- School of Physics, University of Sydney, Sydney, New South Wales, Australia
| | - Allison Steigler
- Prostate Cancer Trials Group, School of Medicine and Public Health, University of Newcastle, Newcastle, New South Wales, Australia
| | - Peter B Greer
- School of Mathematical and Physical Sciences, University of Newcastle, Newcastle, New South Wales, Australia; Department of Radiation Oncology, Calvary Mater Newcastle, Newcastle, New South Wales, Australia
| | - Lois C Holloway
- Department of Medical Physics, Liverpool Cancer Centre, Sydney, New South Wales, Australia; South Western Sydney Clinical School, University of New South Wales, Sydney, New South Wales, Australia; Centre for Medical Radiation Physics, University of Wollongong, Wollongong, New South Wales, Australia
| | - Jason A Dowling
- School of Mathematical and Physical Sciences, University of Newcastle, Newcastle, New South Wales, Australia; CSIRO, Brisbane, Queensland, Australia
| | - Michael G Jameson
- Department of Medical Physics, Liverpool Cancer Centre, Sydney, New South Wales, Australia; South Western Sydney Clinical School, University of New South Wales, Sydney, New South Wales, Australia; Centre for Medical Radiation Physics, University of Wollongong, Wollongong, New South Wales, Australia; Cancer Research Team, Ingham Institute for Applied Medical Research, Sydney, New South Wales, Australia
| | - Dale Roach
- Department of Medical Physics, Liverpool Cancer Centre, Sydney, New South Wales, Australia; South Western Sydney Clinical School, University of New South Wales, Sydney, New South Wales, Australia; Cancer Research Team, Ingham Institute for Applied Medical Research, Sydney, New South Wales, Australia
| | - David J Joseph
- School of Surgery, University of Western Australia, Perth, Western Australia, Australia; 5D Clinics, Claremont, Perth, Western Australia, Australia; GenesisCare WA, Perth, Western Australia, Australia
| | - Sarah L Gulliford
- Radiotherapy Department, University College London Hospitals NHS Foundation Trust, London, United Kingdom; Department of Medical Physics and Biomedical Engineering, University College London, London, United Kingdom
| | - David P Dearnaley
- Academic UroOncology Unit, The Institute of Cancer Research and the Royal Marsden NHS Trust, London, United Kingdom
| | - Matthew R Sydes
- MRC Clinical Trials Unit, Institute of Clinical Trials and Methodology, University College London, London, United Kingdom
| | - Emma Hall
- Clinical Trials and Statistics Unit, The Institute of Cancer Research, London, United Kingdom
| | - Martin A Ebert
- Department of Physics, University of Western Australia, Perth, Western Australia, Australia; Department of Radiation Oncology, Sir Charles Gairdner Hospital, Perth, Western Australia, Australia; 5D Clinics, Claremont, Perth, Western Australia, Australia
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Marcello M, Denham JW, Kennedy A, Haworth A, Steigler A, Greer PB, Holloway LC, Dowling JA, Jameson MG, Roach D, Joseph DJ, Gulliford SL, Dearnaley DP, Sydes MR, Hall E, Ebert MA. Relationships between rectal and perirectal doses and rectal bleeding or tenesmus in pooled voxel-based analysis of 3 randomised phase III trials. Radiother Oncol 2020; 150:281-292. [PMID: 32745667 DOI: 10.1016/j.radonc.2020.07.048] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2020] [Revised: 07/25/2020] [Accepted: 07/28/2020] [Indexed: 12/20/2022]
Abstract
BACKGROUND AND PURPOSE This study aimed to identify anatomically-localised regions where planned radiotherapy dose is associated with gastrointestinal toxicities in healthy tissues throughout the pelvic anatomy. MATERIALS AND METHODS Planned dose distributions for up to 657 patients of the Trans Tasman Radiation Oncology Group 03.04 RADAR trial were deformably registered onto a single exemplar computed tomography dataset. Voxel-based multiple comparison permutation dose difference testing, Cox regression modelling and LASSO feature selection were used to identify regions where dose-increase was associated with grade ≥2 rectal bleeding (RB) or tenesmus, according to the LENT/SOMA scale. This was externally validated by registering dose distributions from the RT01 (n = 388) and CHHiP (n = 241) trials onto the same exemplar and repeating the tests on each of these data sets, and on all three datasets combined. RESULTS Voxel-based Cox regression and permutation dose difference testing revealed regions where increased dose was correlated with gastrointestinal toxicity. Grade ≥2 RB was associated with posteriorly extended lateral beams that manifested high doses (>55 Gy) in a small rectal volume adjacent to the clinical target volume. A correlation was found between grade ≥2 tenesmus and increased low-intermediate dose (∼25 Gy) at the posterior beam region, including the posterior rectum and perirectal fat space (PRFS). CONCLUSIONS The serial response of the rectum with respect to RB has been demonstrated in patients with posteriorly extended lateral beams. Similarly, the parallel response of the PRFS with respect to tenesmus has been demonstrated in patients treated with the posterior beam.
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Affiliation(s)
- Marco Marcello
- Department of Physics, University of Western Australia, Crawley, Australia; Department of Radiation Oncology, Sir Charles Gairdner Hospital, Nedlands, Australia.
| | - James W Denham
- School of Medicine and Public Health, University of Newcastle, Callaghan, Australia
| | - Angel Kennedy
- Department of Radiation Oncology, Sir Charles Gairdner Hospital, Nedlands, Australia
| | - Annette Haworth
- School of Physics, University of Sydney, Camperdown, Australia
| | - Allison Steigler
- Prostate Cancer Trials Group, School of Medicine and Public Health, University of Newcastle, Callaghan, Australia
| | - Peter B Greer
- School of Mathematical and Physical Sciences, University of Newcastle, Callaghan, Australia; Department of Radiation Oncology, Calvary Mater Newcastle, Waratah, Australia
| | - Lois C Holloway
- Department of Medical Physics, Liverpool Cancer Centre, Australia; South Western Sydney Clinical School, University of New South Wales, Liverpool, Australia; Centre for Medical Radiation Physics, University of Wollongong, Australia
| | - Jason A Dowling
- School of Mathematical and Physical Sciences, University of Newcastle, Callaghan, Australia; CSIRO, Herston, Australia
| | - Michael G Jameson
- Department of Medical Physics, Liverpool Cancer Centre, Australia; South Western Sydney Clinical School, University of New South Wales, Liverpool, Australia; Centre for Medical Radiation Physics, University of Wollongong, Australia; Cancer Research Team, Ingham Institute for Applied Medical Research, Liverpool, Australia
| | - Dale Roach
- Department of Medical Physics, Liverpool Cancer Centre, Australia; South Western Sydney Clinical School, University of New South Wales, Liverpool, Australia; Cancer Research Team, Ingham Institute for Applied Medical Research, Liverpool, Australia
| | - David J Joseph
- School of Surgery, University of Western Australia, Crawley, Australia; 5D Clinics, Claremont, Australia; GenesisCare WA, Wembley, Australia
| | - Sarah L Gulliford
- Radiotherapy Department, University College London Hospitals NHS Foundation Trust, United Kingdom; Department of Medical Physics and Biomedical Engineering, University College London, United Kingdom
| | - David P Dearnaley
- Academic UroOncology Unit, The Institute of Cancer Research and the Royal Marsden NHS Trust, London, Australia
| | - Mathew R Sydes
- MRC Clinical Trials Unit, Institute of Clinical Trials and Methodology, University College, London, United Kingdom
| | - Emma Hall
- Clinical Trials and Statistics Unit, The Institute of Cancer Research, Sutton, United Kingdom
| | - Martin A Ebert
- Department of Physics, University of Western Australia, Crawley, Australia; Department of Radiation Oncology, Sir Charles Gairdner Hospital, Nedlands, Australia; 5D Clinics, Claremont, Australia
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Marcello M, Denham JW, Kennedy A, Haworth A, Steigler A, Greer PB, Holloway LC, Dowling JA, Jameson MG, Roach D, Joseph DJ, Gulliford SL, Dearnaley DP, Sydes MR, Hall E, Ebert MA. Increased Dose to Organs in Urinary Tract Associates With Measures of Genitourinary Toxicity in Pooled Voxel-Based Analysis of 3 Randomized Phase III Trials. Front Oncol 2020; 10:1174. [PMID: 32793485 PMCID: PMC7387667 DOI: 10.3389/fonc.2020.01174] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/01/2020] [Accepted: 06/09/2020] [Indexed: 12/21/2022] Open
Abstract
Purpose: Dose information from organ sub-regions has been shown to be more predictive of genitourinary toxicity than whole organ dose volume histogram information. This study aimed to identify anatomically-localized regions where 3D dose is associated with genitourinary toxicities in healthy tissues throughout the pelvic anatomy. Methods and Materials: Dose distributions for up to 656 patients of the Trans-Tasman Radiation Oncology Group 03.04 RADAR trial were deformably registered onto a single exemplar CT dataset. Voxel- based multiple comparison permutation dose difference testing, Cox regression modeling and LASSO feature selection were used to identify regions where 3D dose-increase was associated with late grade ≥ 2 genitourinary dysuria, incontinence and frequency, and late grade ≥ 1 haematuria. This was externally validated by registering dose distributions from the RT01 (up to n = 388) and CHHiP (up to n = 247) trials onto the same exemplar and repeating the voxel-based tests on each of these data sets. All three datasets were then combined, and the tests repeated. Results: Voxel-based Cox regression and multiple comparison permutation dose difference testing revealed regions where increased dose was correlated with genitourinary toxicity. Increased dose in the vicinity of the membranous and spongy urethra was associated with dysuria for all datasets. Haematuria was similarly correlated with increased dose at the membranous and spongy urethra, for the RADAR, CHHiP, and combined datasets. Some evidence was found for the association between incontinence and increased dose at the internal and external urethral sphincter for RADAR and the internal sphincter alone for the combined dataset. Incontinence was also strongly correlated with dose from posterior oblique beams. Patients with fields extending inferiorly and posteriorly to the CTV, adjacent to the membranous and spongy urethra, were found to experience increased frequency. Conclusions: Anatomically-localized dose-toxicity relationships were determined for late genitourinary symptoms in the urethra and urinary sphincters. Low-intermediate doses to the extraprostatic urethra were associated with risk of late dysuria and haematuria, while dose to the urinary sphincters was associated with incontinence.
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Affiliation(s)
- Marco Marcello
- Department of Radiation Oncology, Sir Charles Gairdner Hospital, Nedlands, WA, Australia
- Department of Physics, University of Western Australia, Perth, WA, Australia
| | - James W. Denham
- School of Medicine and Public Health, University of Newcastle, Callaghan, NSW, Australia
| | - Angel Kennedy
- Department of Radiation Oncology, Sir Charles Gairdner Hospital, Nedlands, WA, Australia
| | - Annette Haworth
- School of Physics, University of Sydney, Sydney, NSW, Australia
| | - Allison Steigler
- Prostate Cancer Trials Group, School of Medicine and Public Health, University of Newcastle, Callaghan, NSW, Australia
| | - Peter B. Greer
- School of Mathematical and Physical Sciences, University of Newcastle, Callaghan, NSW, Australia
- Department of Radiation Oncology, Calvary Mater Newcastle, Waratah, NSW, Australia
| | - Lois C. Holloway
- Department of Medical Physics, Liverpool Cancer Centre, Liverpool, NSW, Australia
- South Western Sydney Clinical School, University of New South Wales, Kensington, NSW, Australia
- Centre for Medical Radiation Physics, University of Wollongong, Wollongong, NSW, Australia
| | - Jason A. Dowling
- School of Mathematical and Physical Sciences, University of Newcastle, Callaghan, NSW, Australia
- CSIRO, St Lucia, QLD, Australia
| | - Michael G. Jameson
- Department of Medical Physics, Liverpool Cancer Centre, Liverpool, NSW, Australia
- South Western Sydney Clinical School, University of New South Wales, Kensington, NSW, Australia
- Centre for Medical Radiation Physics, University of Wollongong, Wollongong, NSW, Australia
- Cancer Research Team, Ingham Institute for Applied Medical Research, Liverpool, NSW, Australia
| | - Dale Roach
- Department of Medical Physics, Liverpool Cancer Centre, Liverpool, NSW, Australia
- South Western Sydney Clinical School, University of New South Wales, Kensington, NSW, Australia
- Cancer Research Team, Ingham Institute for Applied Medical Research, Liverpool, NSW, Australia
| | - David J. Joseph
- School of Surgery, University of Western Australia, Perth, WA, Australia
- 5D Clinics, Claremont, WA, Australia
- GenesisCare WA, Wembley, WA, Australia
| | - Sarah L. Gulliford
- Radiotherapy Department, University College London Hospitals NHS Foundation Trust, London, United Kingdom
- Department of Medical Physics and Biomedical Engineering, University College London, London, United Kingdom
| | - David P. Dearnaley
- Academic UroOncology Unit, The Institute of Cancer Research and the Royal Marsden NHS Trust, London, United Kingdom
| | - Matthew R. Sydes
- MRC Clinical Trials Unit, Medical Research Council, London, United Kingdom
| | - Emma Hall
- Clinical Trials and Statistics Unit, The Institute of Cancer Research, London, United Kingdom
| | - Martin A. Ebert
- Department of Radiation Oncology, Sir Charles Gairdner Hospital, Nedlands, WA, Australia
- Department of Physics, University of Western Australia, Perth, WA, Australia
- 5D Clinics, Claremont, WA, Australia
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