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Mitchell J, McLaren DB, Burns Pollock D, Wright J, Killean A, Trainer M, Adamson S, McKernan L, Nailon WH. Clinical implementation of real time motion management for prostate SBRT: A radiation therapist's perspective. Tech Innov Patient Support Radiat Oncol 2024; 31:100267. [PMID: 39220550 PMCID: PMC11363481 DOI: 10.1016/j.tipsro.2024.100267] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2024] [Revised: 07/10/2024] [Accepted: 08/03/2024] [Indexed: 09/04/2024] Open
Abstract
Background and purpose The adoption of hypo-fractionated stereotactic body radiotherapy (SBRT) for treating prostate cancer has led to an increase in specialised techniques for monitoring prostate motion. The aim of this study was to comprehensively review a radiation therapist (RTT) led treatment process in which two such systems were utilised, and present initial findings on their use within a SBRT prostate clinical trial. Materials and Methods 18 patients were investigated, nine were fitted with the Micropos RayPilotTM (RP) system (Micropos Medical, Gothenburg, SE) and nine were fitted with the Micropos Raypilot Hypocath TM (HC) system. 36.25 Gray (Gy) was delivered in 5 fractions over 7 days with daily pre- and post-treatment cone beam computed tomography (CBCT) images acquired. Acute toxicity was reported on completion of treatment at six- and 12-weeks post-treatment, using the Radiation Therapy Oncology Group (RTOG) grading system and vertical (Vrt), longitudinal (Lng) and lateral (Lat) transmitter displacements recorded. Results A significant difference was found in the Lat displacement between devices (P=0.003). A more consistent bladder volume was reported in the HC group (68.03 cc to 483.7 cc RP, 196.11 cc to 313.85 cc HC). No significant difference was observed in mean dose to the bladder, rectum and bladder dose maximum between the groups. Comparison of the rectal dose maximum between the groups reported a significant result (P=0.09). Comparing displacements with toxicity endpoints identified two significant correlations: Grade 2 Genitourinary (GU) at 6 weeks, P=0.029; and no toxicity, Gastrointestinal (GI) at 12 weeks P=0.013. Conclusion Both the directly implanted RP device and the urinary catheter-based HC device are capable of real time motion monitoring. Here, the HC system was advantageous in the SBRT prostate workflow.
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Affiliation(s)
- Joanne Mitchell
- Department of Clinical Oncology, Edinburgh Cancer Centre, Western General Hospital, Crewe Road South, Edinburgh EH4 2XU, UK
- Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Crewe Road South, Edinburgh EH4 2XU, UK
- College of Medicine and Veterinary Medicine, the University of Edinburgh, UK
| | - Duncan B. McLaren
- Department of Clinical Oncology, Edinburgh Cancer Centre, Western General Hospital, Crewe Road South, Edinburgh EH4 2XU, UK
- Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Crewe Road South, Edinburgh EH4 2XU, UK
| | - Donna Burns Pollock
- Department of Clinical Oncology, Edinburgh Cancer Centre, Western General Hospital, Crewe Road South, Edinburgh EH4 2XU, UK
| | - Joella Wright
- Department of Clinical Oncology, Edinburgh Cancer Centre, Western General Hospital, Crewe Road South, Edinburgh EH4 2XU, UK
| | - Angus Killean
- Department of Clinical Oncology, Edinburgh Cancer Centre, Western General Hospital, Crewe Road South, Edinburgh EH4 2XU, UK
| | - Michael Trainer
- Department of Oncology Physics, Edinburgh Cancer Centre, Western General Hospital, Crewe Road South, Edinburgh EH4 2XU, UK
| | - Susan Adamson
- Department of Clinical Oncology, Edinburgh Cancer Centre, Western General Hospital, Crewe Road South, Edinburgh EH4 2XU, UK
| | - Laura McKernan
- Department of Clinical Oncology, Edinburgh Cancer Centre, Western General Hospital, Crewe Road South, Edinburgh EH4 2XU, UK
| | - William H. Nailon
- Department of Oncology Physics, Edinburgh Cancer Centre, Western General Hospital, Crewe Road South, Edinburgh EH4 2XU, UK
- Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Crewe Road South, Edinburgh EH4 2XU, UK
- School of Engineering, the University of Edinburgh, the King’s Buildings, Mayfield Road, Edinburgh EH9 3JL, UK
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Chauhan RS, Munshi A, Pradhan A. Customizing Treatment Scheduling Windows with a Time Margin Recipe: A Single-institutional Study. J Med Phys 2023; 48:181-188. [PMID: 37576101 PMCID: PMC10419746 DOI: 10.4103/jmp.jmp_113_22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2022] [Revised: 04/16/2023] [Accepted: 04/22/2023] [Indexed: 08/15/2023] Open
Abstract
Purpose Rising cancer incidences, complex treatment techniques, and workflows have all impacted the radiotherapy scheduling process. Intelligent appointment scheduling is needed to help radiotherapy users adapt to new practices. Materials and Methods We utilized van Herk's safety margin formula to determine the radiotherapy department's treatment scheduling window (TSW). In addition, we examined the influence of in-room imaging on linac occupancy time (LOT). Varian Aria™ software version 15.1 was used to collect retrospective data on LOT, treatment site, intent, techniques, special protocol, and in-room imaging. Results Treatment scheduling windows varied across treatment sites. The mean TSW using van Herk's formalism was 31.5 min, significantly longer than the current TSW of 15 min (P = 0.036), with the pelvic site having the longest (43.8 min) and the brain site having the shortest (12 min). 28% of patients exceeded the in-practice TSW of 15 min. 46.2% of patients had multiple images per fraction, with the proportion being highest in pelvic patients (33%). Patients treated with palliative intent, intensity-modulated radiotherapy, special protocols (bladder protocol and gating), and multiple in-room images per fraction had significantly higher LOT. High treatment time uncertainty was observed in the pelvic and thorax sites, indicating the impact of in-room imaging frequency and on-couch treatment decisions on overall treatment time and indicating that current treatment practices should be reviewed and modified if necessary. Conclusions The time margin recipe can customize the treatment scheduling window and improve treatment practices. This formalism can help manage the radiotherapy department's workload and reduce patient wait times.
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Affiliation(s)
- Rohit Singh Chauhan
- Department of Physics, GLA University, Mathura, Uttar Pradesh, India
- Department of Radiation Oncology, Manipal Hospitals, Dwarka, New Delhi, India
| | - Anusheel Munshi
- Department of Radiation Oncology, Manipal Hospitals, Dwarka, New Delhi, India
| | - Anirudh Pradhan
- Centre for Cosmology, Astrophysics and Space Science, GLA University, Mathura, Uttar Pradesh, India
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Diniz JOB, Dias Júnior DA, da Cruz LB, da Silva GLF, Ferreira JL, Pontes DBQ, Silva AC, de Paiva AC, Gattas M. Heart segmentation in planning CT using 2.5D U-Net++ with attention gate. COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING: IMAGING & VISUALIZATION 2022. [DOI: 10.1080/21681163.2022.2043779] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Affiliation(s)
- J. O. B. Diniz
- Laboratory Innovation Factory, Federal Institute of Maranhão (IFMA), Grajaú - MA, Brazil
- Applied Computing Group, Federal University of Maranhão (UFMA), São Luís - MA, Brazil
| | - D. A. Dias Júnior
- Applied Computing Group, Federal University of Maranhão (UFMA), São Luís - MA, Brazil
| | - L. B. da Cruz
- Applied Computing Group, Federal University of Maranhão (UFMA), São Luís - MA, Brazil
| | - G. L. F. da Silva
- Applied Computing Group, Federal University of Maranhão (UFMA), São Luís - MA, Brazil
- Dom Bosco Higher Education Unit (UNDB), São Luís - MA, Brazil
| | - J. L. Ferreira
- Applied Computing Group, Federal University of Maranhão (UFMA), São Luís - MA, Brazil
| | - D. B. Q. Pontes
- Applied Computing Group, Federal University of Maranhão (UFMA), São Luís - MA, Brazil
| | - A. C. Silva
- Applied Computing Group, Federal University of Maranhão (UFMA), São Luís - MA, Brazil
| | - A. C. de Paiva
- Applied Computing Group, Federal University of Maranhão (UFMA), São Luís - MA, Brazil
| | - M. Gattas
- Pontifical Catholic University of Rio de Janeiro (PUC-Rio), Rio de Janeiro, RJ, Brazil
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Takakusagi Y, Suga M, Kusano Y, Kano K, Shima S, Tsuchida K, Mizoguchi N, Serizawa I, Yoshida D, Kamada T, Minohara S, Katoh H. Evaluation of Safety for Scanning Carbon-Ion Radiotherapy in Hemodialysis Patients With Prostate Cancer. Cureus 2022; 14:e22214. [PMID: 35308759 PMCID: PMC8925932 DOI: 10.7759/cureus.22214] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/14/2022] [Indexed: 11/05/2022] Open
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Bandeira Diniz JO, Ferreira JL, Bandeira Diniz PH, Silva AC, Paiva AC. A deep learning method with residual blocks for automatic spinal cord segmentation in planning CT. Biomed Signal Process Control 2022. [DOI: 10.1016/j.bspc.2021.103074] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Nasser NJ, Fenig E, Klein J, Agbarya A. Maintaining consistent bladder filling during external beam radiotherapy for prostate cancer. Tech Innov Patient Support Radiat Oncol 2021; 17:1-4. [PMID: 33553698 PMCID: PMC7851838 DOI: 10.1016/j.tipsro.2021.01.002] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2020] [Revised: 12/23/2020] [Accepted: 01/11/2021] [Indexed: 12/03/2022] Open
Abstract
Radiation for prostate cancer is preferably provided with a full urinary bladder. There are discrepancies how well current methods achieve consistent bladder filling. A urinary catheter with a check-valve controlled by a float is under development.
Radiation therapy for patients with prostate cancer is preferably provided with a full urinary bladder. Full bladder can potentially move the small intestine out of the radiation treatment regions, and results in decreased small bowel radiation dose and gastrointestinal toxicity. Maintaining consistent bladder filling during computerized tomography simulation scan used for treatment planning and at daily radiation treatments is challenging. Here we present an in-development urinary catheter with a floating balloon that drains the bladder only when urine reaches to a prespecified level, and review current methods used in clinic to ensure consistent bladder filling. These includes bladder filling protocols, ultrasound scanning and biofeedback techniques.
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Affiliation(s)
- Nicola J. Nasser
- Department of Radiation Oncology, University of Maryland School of Medicine, Maryland Proton Treatment Center, Baltimore, MD, USA
- Corresponding author at: University of Maryland School of Medicine, Department of Radiation Oncology, Maryland Proton Treatment Center, Baltimore, MD, USA.
| | - Eyal Fenig
- Institute of Oncology, Davidoff Center, Rabin Medical Center, Beilinson Hospital, Petah Tikva, Israel
| | - Jonathan Klein
- Department of Radiation Oncology, Montefiore Medical Center and Albert Einstein College of Medicine, Bronx, NY, USA
| | - Abed Agbarya
- Institute of Oncology, Bnai Zion Medical Center, Haifa, Israel
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Fiagan YA, Bossuyt E, Nevens D, Dirix P, Theys F, Gevaert T, Verellen D. In vivo dosimetry for patients with prostate cancer to assess possible impact of bladder and rectum preparation. Tech Innov Patient Support Radiat Oncol 2020; 16:65-69. [PMID: 33294646 PMCID: PMC7701258 DOI: 10.1016/j.tipsro.2020.10.005] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2020] [Revised: 10/28/2020] [Accepted: 10/29/2020] [Indexed: 11/19/2022] Open
Abstract
PURPOSE/OBJECTIVE In all treatment sites of our radiotherapy network, in vivo dosimetry (PerFRACTION™) was fully implemented in February 2018. We hypothesized that additional help with bladder and rectum preparation by home nursing would improve patients' preparation and investigated if this could be assessed using in vivo dosimetry (IVD). MATERIALS/METHODS A retrospective study was conducted with a test group who received additional help with bladder and rectum preparation by home nurses and a control group who only received information on bladder and rectum preparation according to the standard protocol. Patients were treated with a 6 MV Volumetric Modulated Arc Therapy (VMAT) technique. Electronic portal imaging device (EPID)-based integrated transit dose images were acquired on the first 3 days of treatment and weekly thereafter or more if failed fractions (FF) occurred. Results were analyzed using a global gamma analysis with a threshold of 20%, tolerance of 5% (dose difference) and 5 mm (distance to agreement), and a passing level of 95%. RESULTS Data of 462 prostate patients was analyzed: 39 and 423 in a test and control group respectively with a comparable number of measurements (on average 8.0 (σ = 4.8) and 7.1 (σ = 4.5) respectively per treatment course). Of the FF, 39% and 31% were related to variations in bladder and rectum filling for the test and control group respectively. Subgroups were created based on the number of FF, no statistically significant differences were observed. CONCLUSION Two dimensional EPID-based IVD successfully detected deviations due to variations in bladder and rectum filling, however it could not confirm the hypothesis.
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Affiliation(s)
- Yawo A.C. Fiagan
- Iridium Netwerk, Radiation Oncology Department, Universiteit Antwerpen, Antwerp, Belgium
- Faculty of Medicine and Pharmacy, Vrije Universiteit Brussel, Brussels, Belgium
| | - Evy Bossuyt
- Iridium Netwerk, Radiation Oncology Department, Universiteit Antwerpen, Antwerp, Belgium
| | - Daan Nevens
- Iridium Netwerk, Radiation Oncology Department, Universiteit Antwerpen, Antwerp, Belgium
- Faculty of Medicine and Health Sciences, Universiteit Antwerpen, Antwerp, Belgium
| | - Piet Dirix
- Iridium Netwerk, Radiation Oncology Department, Universiteit Antwerpen, Antwerp, Belgium
- Faculty of Medicine and Health Sciences, Universiteit Antwerpen, Antwerp, Belgium
| | - Frank Theys
- Iridium Netwerk, Radiation Oncology Department, Universiteit Antwerpen, Antwerp, Belgium
| | - Thierry Gevaert
- Faculty of Medicine and Pharmacy, Vrije Universiteit Brussel, Brussels, Belgium
| | - Dirk Verellen
- Iridium Netwerk, Radiation Oncology Department, Universiteit Antwerpen, Antwerp, Belgium
- Faculty of Medicine and Health Sciences, Universiteit Antwerpen, Antwerp, Belgium
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Diniz JOB, Ferreira JL, Diniz PHB, Silva AC, de Paiva AC. Esophagus segmentation from planning CT images using an atlas-based deep learning approach. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2020; 197:105685. [PMID: 32798976 DOI: 10.1016/j.cmpb.2020.105685] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/24/2020] [Accepted: 07/28/2020] [Indexed: 06/11/2023]
Abstract
BACKGROUND AND OBJECTIVE One of the main steps in the planning of radiotherapy (RT) is the segmentation of organs at risk (OARs) in Computed Tomography (CT). The esophagus is one of the most difficult OARs to segment. The boundaries between the esophagus and other surrounding tissues are not well-defined, and it is presented in several slices of the CT. Thus, manually segment the esophagus requires a lot of experience and takes time. This difficulty in manual segmentation combined with fatigue due to the number of slices to segment can cause human errors. To address these challenges, computational solutions for analyzing medical images and proposing automated segmentation have been developed and explored in recent years. In this work, we propose a fully automatic method for esophagus segmentation for better planning of radiotherapy in CT. METHODS The proposed method is a fully automated segmentation of the esophagus, consisting of 5 main steps: (a) image acquisition; (b) VOI segmentation; (c) preprocessing; (d) esophagus segmentation; and (e) segmentation refinement. RESULTS The method was applied in a database of 36 CT acquired from 3 different institutes. It achieved the best results in literature so far: Dice coefficient value of 82.15%, Jaccard Index of 70.21%, accuracy of 99.69%, sensitivity of 90.61%, specificity of 99.76%, and Hausdorff Distance of 6.1030 mm. CONCLUSIONS With the achieved results, we were able to show how promising the method is, and that applying it in large medical centers, where esophagus segmentation is still an arduous and challenging task, can be of great help to the specialists.
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Affiliation(s)
| | - Jonnison Lima Ferreira
- Federal University of Maranho, Brazil; Federal Institute of Amazonas - IFAM, Manaus, AM, Brazil
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Chetiyawardana G, Hoskin PJ, Tsang YM. The implementation of an empty bladder filling protocol for localised prostate volumetric modulated arctherapy (VMAT): early results of a single institution service evaluation. Br J Radiol 2020; 93:20200548. [PMID: 32706990 DOI: 10.1259/bjr.20200548] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022] Open
Abstract
OBJECTIVE To examine the impact of an empty bladder filling protocol on patients receiving radical RT for localised prostate cancer on post RT toxicity and biochemical progression free survival (bPFS). METHODS AND MATERIALS Records of patients receiving radical external beam RT (EBRT) for localised prostate cancer with a full or empty bladder were reviewed. These included the bladder size on planning CT, daily online image guided RT (IGRT) setup data, treatment time and post treatment follow up data.These included bPFS, gastrointestinal(GI) and genitourinary(GU) toxicity scoring post RT using the CTCAE v4.0 scoring system. All patients included in the study were planned and treated under the same departmental clinical protocol with VMAT and daily online IGRT corrections. RESULTS 90 patients were treated with 60 Gy in 20 fractions with a median follow up of 48 months. At 4 years bPFS in the empty bladder group was 100 and 98% in the full bladder group (p = 0.27). There were no statistically significant differences in cumulative ≥Grade 2GU (p = 0.10) and GI (p = 0.27) toxicity rates between the two bladder filling protocols. No statistically significant differences in the IGRT setup between the two groups of patients. Although the median treatment times per fraction were not statistically different between the two groups (p = 0.47), patients in the full bladder filling group were required to spend a longer time in the RT department per treatment session for bladder filling. CONCLUSION An empty bladder filling protocol has non-inferior bPFS, GI and GU toxicities at 4 years in patients with localised prostate cancer using advanced RT techniques in comparison to a full bladder filling protocol. A longer follow up with a larger sample size is required to validate this approach. ADVANCES IN KNOWLEDGE This study suggests that an empty bladder filling protocol can be used in external beam EBRT for localised prostate cancer with non-inferior treatment outcomes.
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Affiliation(s)
| | - Peter J Hoskin
- Mount Vernon Cancer Centre, Northwood, Middlesex HA6 2RN, UK.,Division of Cancer Sciences, Faculty of Biology Medicine and Health, University of Manchester, Manchester, United Kingdom
| | - Yat Man Tsang
- Mount Vernon Cancer Centre, Northwood, Middlesex HA6 2RN, UK
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Dutta S, Dewan A, Mitra S, Sharma MK, Aggarwal S, Barik S, Mahammood Suhail M, Bhushan M, Sharma A, Wahi IK, Dobriyal K, Mukhee J. Dosimetric impact of variable bladder filling on IMRT planning for locally advanced carcinoma cervix. J Egypt Natl Canc Inst 2020; 32:31. [PMID: 32734431 DOI: 10.1186/s43046-020-00033-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2020] [Accepted: 04/08/2020] [Indexed: 12/25/2022] Open
Abstract
BACKGROUND To evaluate the dosimetric impact of variable bladder filling on target and organ at risk (OARs) in cervical cancer patients undergoing chemoradiation. Forty consecutive patients with cervical cancer underwent radiotherapy planning as per the departmental protocol. All patients were asked to empty their bowel and bladder before simulation and catheterization was done. Normal saline was instilled into the bladder through Foleys till the patient had a maximal urge to urinate. Pelvic cast fabrication and CT simulation was done. Then, 30%, 50%, and 100% of the instilled saline was removed and rescans taken. Planning was done on full bladder (X) and the same plan applied to the contours with bladder volumes 0.7X (PLAN70), 0.5X (PLAN50), and empty (PLAN0). A dose of 50 Gy/25# was prescribed to the PTV and plans evaluated. Intensity-modulated radiotherapy plans with full bladder were implemented for each patient. Shifts in the center of mass (COM) of the cervix/uterus with variable bladder filling identified were noted. Statistical analysis was performed using SPSS software. A p value < 0.05 was considered significant. RESULTS Bladder volume in 70%, 50%, and empty bladder planning was 78.34% (388.35 + 117.44 ml), 64.44% (320.60 + 106.20 ml), and 13.63% (62.60 + 23.12 ml), respectively. The mean dose received by 95% PTV was 49.76 Gy + 1.30 Gy. Though the difference in target coverage was significant between PLAN100 and other plans, the mean difference was minimal. A decrease in bladder filling resulted in an increase in OAR dose. Variation in the increase in dose to OARs was not significant if bladder filling was > 78.34% and > 64.44% of a full bladder with respect to the bowel and rectal/bladder doses, respectively. Inconsistent bladder filling led to a maximal shift in COM (uterus/cervix) in the Y- and Z-axis. CONCLUSION Bladder filling variations have an impact on cervico-uterine motion/shape, thereby impacting the dose to the target and OARs. It is recommended to have a threshold bladder volume of at least 70-75% of optimally filled bladder during daily treatment. TRIAL REGISTRATION Institutional review board (IRB) registered by Drug Controller General (India) with registration number ECR/10/Ins/DC/2013. Trial Registration number - RGCIRC/IRB/44/2016, registered and approved on the 14th of May 2016.
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Affiliation(s)
- Soumya Dutta
- Department of Radiotherapy, Rajiv Gandhi Cancer Institute and Research Centre, Sector-5, Rohini, New Delhi, India
| | - Abhinav Dewan
- Department of Radiotherapy, Rajiv Gandhi Cancer Institute and Research Centre, Sector-5, Rohini, New Delhi, India.
| | - Swarupa Mitra
- Department of Radiotherapy, Rajiv Gandhi Cancer Institute and Research Centre, Sector-5, Rohini, New Delhi, India
| | - Manoj Kumar Sharma
- Department of Radiotherapy, Fortis Hospital, Noida, Uttar Pradesh, India
| | - Sumeet Aggarwal
- Department of Radiotherapy, Rajiv Gandhi Cancer Institute and Research Centre, Sector-5, Rohini, New Delhi, India
| | - Soumitra Barik
- Department of Radiotherapy, Rajiv Gandhi Cancer Institute and Research Centre, Sector-5, Rohini, New Delhi, India
| | - M Mahammood Suhail
- Department of Medical Physics, Rajiv Gandhi Cancer Institute and Research Centre, New Delhi, India
| | - Maninder Bhushan
- Department of Medical Physics, Rajiv Gandhi Cancer Institute and Research Centre, New Delhi, India
| | - Anurag Sharma
- Department of Medical Statistics, Rajiv Gandhi Cancer Institute and Research Centre, New Delhi, India
| | - Inderjeet Kaur Wahi
- Department of Radiotherapy, Rajiv Gandhi Cancer Institute and Research Centre, Sector-5, Rohini, New Delhi, India
| | - Kiran Dobriyal
- Department of Radiotherapy, Rajiv Gandhi Cancer Institute and Research Centre, Sector-5, Rohini, New Delhi, India
| | - Jwala Mukhee
- Department of Radiotherapy, Rajiv Gandhi Cancer Institute and Research Centre, Sector-5, Rohini, New Delhi, India
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López-Torrecilla J, Pastor-Peidro J, Vicedo-González A, González-Sanchis D, Hernandez-Machancoses A, Almendros-Blanco P, García-Miragall E, Gordo-Partearroyo JC, García-Hernández T, Brualla-González L, Granero-Cabañero D, Rosello-Ferrando J. Patterns of treatment failure in patients with prostate cancer treated with 76-80 Gy radiotherapy to the prostate and seminal vesicles ± hormonotherapy. Clin Transl Oncol 2020; 23:481-490. [PMID: 32621208 DOI: 10.1007/s12094-020-02437-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2020] [Accepted: 06/19/2020] [Indexed: 01/13/2023]
Abstract
PURPOSE To assess the pattern of treatment failure in patients with prostate cancer (PCa) treated with radiotherapy (76-80 Gy) ± hormone therapy (HT). We also evaluated the influence of treatment failure on survival outcomes. METHODS Retrospective study of patients with PCa (n = 302) treated with radiotherapy (RT) ± HT at our centre between November 1999 and July 2007. The mean patient age was 70.2 years (range 51-87). Distribution by NCCN risk group was low (n = 80, 26.5%), intermediate (n = 86, 28.5%), high (n = 77, 25.5%), and very high (n = 49, 16.2%). Most patients (n = 273, 90.4%) received IMRT at a dose of 76-80 Gy. HT was administered in 237 patients (78.5%), in most cases (n = 167, 55.3%) for < 7 months RESULTS: Survival rates at 10 years were: overall survival (OS), 64.3%; biochemical disease-free survival, 83.9%; disease-free survival, 92.5%; and metastasis-free survival (MFS), 94.3%. Biochemical failure (BF) was observed in 55 cases (18.2%), 32 of whom subsequently developed clinical recurrence: metastasis (n = 17, 5.6%), local failure (n = 11, 3.6%), and regional failure (n = 4, 1.3%). The cause of death (n = 159) was intercurrent disease in 115 cases (72.3%), second cancer in 27 (17.0%), and PCa in 17 (10.7%). Biochemical failure-free survival ≤ 24 months was significantly associated with worse OS and MFS (p = 0.0001). Late genitourinary and gastrointestinal toxicity grade ≥ 3 (RTOG) was observed in 18 (6.0%) and 7 (2.3%) patients, respectively. CONCLUSIONS The main type of treatment failure after 76-80 Gy of radiotherapy ± HT is local or metastatic. In all cases, biochemical failure occurred prior to treatment failure. BF within 24 months of treatment completion was significantly associated with worse OS and MFS.
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Affiliation(s)
- J López-Torrecilla
- Department of Radiation Oncology, ERESA, Hospital General Universitario de Valencia, Av. Tres Cruces, 2, 46014, Valencia, Spain.
| | - J Pastor-Peidro
- Department of Radiation Oncology, ERESA, Hospital General Universitario de Valencia, Av. Tres Cruces, 2, 46014, Valencia, Spain
| | - A Vicedo-González
- Medical Physics Department, ERESA, Hospital General Universitario de Valencia, Av. Tres Cruces, 2, 46014, Valencia, Spain
| | - D González-Sanchis
- Department of Radiation Oncology, ERESA, Hospital General Universitario de Valencia, Av. Tres Cruces, 2, 46014, Valencia, Spain
| | - A Hernandez-Machancoses
- Department of Radiation Oncology, ERESA, Hospital General Universitario de Valencia, Av. Tres Cruces, 2, 46014, Valencia, Spain
| | - P Almendros-Blanco
- Department of Radiation Oncology, ERESA, Hospital General Universitario de Valencia, Av. Tres Cruces, 2, 46014, Valencia, Spain
| | - E García-Miragall
- Department of Radiation Oncology, ERESA, Hospital General Universitario de Valencia, Av. Tres Cruces, 2, 46014, Valencia, Spain
| | - J C Gordo-Partearroyo
- Department of Radiation Oncology, ERESA, Hospital General Universitario de Valencia, Av. Tres Cruces, 2, 46014, Valencia, Spain
| | - T García-Hernández
- Department of Radiation Oncology, ERESA, Hospital General Universitario de Valencia, Av. Tres Cruces, 2, 46014, Valencia, Spain.,Medical Physics Department, ERESA, Hospital General Universitario de Valencia, Av. Tres Cruces, 2, 46014, Valencia, Spain
| | - L Brualla-González
- Medical Physics Department, ERESA, Hospital General Universitario de Valencia, Av. Tres Cruces, 2, 46014, Valencia, Spain
| | - D Granero-Cabañero
- Medical Physics Department, ERESA, Hospital General Universitario de Valencia, Av. Tres Cruces, 2, 46014, Valencia, Spain
| | - J Rosello-Ferrando
- Medical Physics Department, ERESA, Hospital General Universitario de Valencia, Av. Tres Cruces, 2, 46014, Valencia, Spain
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Diniz JOB, Diniz PHB, Valente TLA, Silva AC, Paiva AC. Spinal cord detection in planning CT for radiotherapy through adaptive template matching, IMSLIC and convolutional neural networks. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2019; 170:53-67. [PMID: 30712604 DOI: 10.1016/j.cmpb.2019.01.005] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/17/2018] [Revised: 01/13/2019] [Accepted: 01/14/2019] [Indexed: 05/06/2023]
Abstract
BACKGROUND AND OBJECTIVE The spinal cord is a very important organ that must be protected in treatments of radiotherapy (RT), considered an organ at risk (OAR). Excess rays associated with the spinal cord can cause irreversible diseases in patients who are undergoing radiotherapy. For the planning of treatments with RT, computed tomography (CT) scans are commonly used to delimit the OARs and to analyze the impact of rays in these organs. Delimiting these OARs take a lot of time from medical specialists, plus the fact that involves a large team of professionals. Moreover, this task made slice-by-slice becomes an exhaustive and consequently subject to errors, especially in organs such as the spinal cord, which extend through several slices of the CT and requires precise segmentation. Thus, we propose, in this work, a computational methodology capable of detecting spinal cord in planning CT images. METHODS The techniques highlighted in this methodology are adaptive template matching for initial segmentation, intrinsic manifold simple linear iterative clustering (IMSLIC) for candidate segmentation and convolutional neural networks (CNN) for candidate classification, that consists of four steps: (1) images acquisition, (2) initial segmentation, (3) candidates segmentation and (4) candidates classification. RESULTS The methodology was applied on 36 planning CT images provided by The Cancer Imaging Archive, and achieved an accuracy of 92.55%, specificity of 92.87% and sensitivity of 89.23% with 0.065 of false positives per images, without any false positives reduction technique, in detection of spinal cord. CONCLUSIONS It is demonstrated the feasibility of the analysis of planning CT images using IMSLIC and convolutional neural network techniques to achieve success in detection of spinal cord regions.
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Affiliation(s)
- João Otávio Bandeira Diniz
- Federal University of Maranhão - UFMA Applied Computing Group - NCA Av. dos Portugueses, SN, Bacanga, São Luís, 65085-580, MA, Brazil.
| | - Pedro Henrique Bandeira Diniz
- Pontifical Catholic University of Rio de Janeiro - PUC - Rio R. São Vicente, 225, Gávea, Rio de Janeiro, 22453-900, RJ, Brazil.
| | - Thales Levi Azevedo Valente
- Pontifical Catholic University of Rio de Janeiro - PUC - Rio R. São Vicente, 225, Gávea, Rio de Janeiro, 22453-900, RJ, Brazil.
| | - Aristófanes Corrêa Silva
- Federal University of Maranhão - UFMA Applied Computing Group - NCA Av. dos Portugueses, SN, Bacanga, São Luís, 65085-580, MA, Brazil.
| | - Anselmo Cardoso Paiva
- Federal University of Maranhão - UFMA Applied Computing Group - NCA Av. dos Portugueses, SN, Bacanga, São Luís, 65085-580, MA, Brazil.
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