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Jin W, Montoya C, Rich BJ, Taswell CS, Noy M, Kwon D, Spieler B, Mahal B, Abramowitz M, Yechieli R, Pollack A, Dal Pra A. A Smart Water Bottle and Companion App (HidrateSpark 3) to Improve Bladder-Filling Compliance in Patients With Prostate Cancer Receiving Radiotherapy: Nonrandomized Trial of Feasibility and Acceptability. JMIR Cancer 2024; 10:e51061. [PMID: 39255484 PMCID: PMC11422727 DOI: 10.2196/51061] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2023] [Revised: 11/06/2023] [Accepted: 03/04/2024] [Indexed: 09/12/2024] Open
Abstract
BACKGROUND Patients with prostate cancer undergoing radiation therapy (RT) need comfortably full bladders to reduce toxicities during treatment. Poor compliance is common with standard of care written or verbal instructions, leading to wasted patient value (PV) and clinic resources via poor throughput efficiency (TE). OBJECTIVE Herein, we assessed the feasibility and acceptability of a smartphone-based behavioral intervention (SBI) to improve bladder-filling compliance and methods for quantifying PV and TE. METHODS In total, 36 patients with prostate cancer were enrolled in a single-institution, closed-access, nonrandomized feasibility trial. The SBI consists of a fully automated smart water bottle and smartphone app. Both pieces alert the patient to empty his bladder and drink a personalized volume goal, based on simulation bladder volume, 1.25 hours before his scheduled RT. Patients were trained to adjust their volume goal and notification times to achieve comfortably full bladders. The primary end point was met if qualitative (QLC) and quantitative compliance (QNC) were >80%. For QLC, patients were asked if they prepared their bladders before daily RT. QNC was met if bladder volumes on daily cone-beam tomography were >75% of the simulation's volume. The Service User Technology Acceptability Questionnaire (SUTAQ) was given in person pre- and post-SBI. Additional acceptability and engagement end points were met if >3 out of 5 across 4 domains on the SUTAQ and >80% (15/18) of patients used the device >50% of the time, respectively. Finally, the impact of SBI on PV and TE was measured by time spent in a clinic and on the linear accelerator (linac), respectively, and contrasted with matched controls. RESULTS QLC was 100% in 375 out of 398 (94.2%) total treatments, while QNC was 88.9% in 341 out of 398 (85.7%) total treatments. Of a total score of 5, patients scored 4.33 on privacy concerns, 4 on belief in benefits, 4.56 on satisfaction, and 4.24 on usability via SUTAQ. Further, 83% (15/18) of patients used the SBI on >50% of treatments. Patients in the intervention arm spent less time in a clinic (53.24, SEM 1.71 minutes) compared to the control (75.01, SEM 2.26 minutes) group (P<.001). Similarly, the intervention arm spent less time on the linac (10.67, SEM 0.40 minutes) compared to the control (14.19, SEM 0.32 minutes) group (P<.001). CONCLUSIONS This digital intervention trial showed high rates of bladder-filling compliance and engagement. High patient value and TE were feasibly quantified by shortened clinic times and linac usage, respectively. Future studies are needed to evaluate clinical outcomes, patient experience, and cost-benefit. TRIAL REGISTRATION ClinicalTrials.gov NCT04946214; https://www.clinicaltrials.gov/study/NCT04946214.
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Affiliation(s)
- William Jin
- Department of Radiation Oncology, Jackson Memorial Hospital, Miami, FL, United States
- Department of Radiation Oncology, Sylvester Comprehensive Cancer Center, University of Miami Health Systems, Miami, FL, United States
| | - Christopher Montoya
- Department of Radiation Oncology, Jackson Memorial Hospital, Miami, FL, United States
- Department of Radiation Oncology, Sylvester Comprehensive Cancer Center, University of Miami Health Systems, Miami, FL, United States
| | - Benjamin James Rich
- Department of Radiation Oncology, Jackson Memorial Hospital, Miami, FL, United States
- Department of Radiation Oncology, Sylvester Comprehensive Cancer Center, University of Miami Health Systems, Miami, FL, United States
| | - Crystal Seldon Taswell
- Department of Radiation Oncology, Jackson Memorial Hospital, Miami, FL, United States
- Department of Radiation Oncology, Sylvester Comprehensive Cancer Center, University of Miami Health Systems, Miami, FL, United States
| | - Miguel Noy
- Department of Radiation Oncology, Sylvester Comprehensive Cancer Center, University of Miami Health Systems, Miami, FL, United States
| | - Deukwoo Kwon
- Department of Public Health Sciences, Miller School of Medicine, University of Miami, Miami, FL, United States
- Department of Internal Medicine, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, United States
| | - Benjamin Spieler
- Department of Radiation Oncology, Sylvester Comprehensive Cancer Center, University of Miami Health Systems, Miami, FL, United States
| | - Brandon Mahal
- Department of Radiation Oncology, Sylvester Comprehensive Cancer Center, University of Miami Health Systems, Miami, FL, United States
| | - Matthew Abramowitz
- Department of Radiation Oncology, Sylvester Comprehensive Cancer Center, University of Miami Health Systems, Miami, FL, United States
| | - Raphael Yechieli
- Department of Radiation Oncology, Sylvester Comprehensive Cancer Center, University of Miami Health Systems, Miami, FL, United States
| | - Alan Pollack
- Department of Radiation Oncology, Sylvester Comprehensive Cancer Center, University of Miami Health Systems, Miami, FL, United States
| | - Alan Dal Pra
- Department of Radiation Oncology, Sylvester Comprehensive Cancer Center, University of Miami Health Systems, Miami, FL, United States
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Chauhan K, Ebner DK, Tzou K, Ryan K, May J, Kaleem T, Miller D, Stross W, Malouff TD, Landy R, Strong G, Herchko S, Serago C, Trifiletti DM, Miller RC, Buskirk S, Waddle MR. Assessment of bladder filling during prostate cancer radiation therapy with ultrasound and cone-beam CT. Front Oncol 2023; 13:1200270. [PMID: 37588094 PMCID: PMC10426376 DOI: 10.3389/fonc.2023.1200270] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Accepted: 07/10/2023] [Indexed: 08/18/2023] Open
Abstract
Prostate cancer patients undergoing external beam radiation therapy (EBRT) benefit from a full bladder to decrease bowel and bladder toxicity. Ultrasound may offer a proxy metric for evaluation, sparing CBCT dosing. Patients were prospectively enrolled pre-simulation from January 2017 to February 2018. Bladder volume was evaluated prior to RT using US daily and CBCT for three daily treatments and then weekly unless otherwise indicated. 29 patients completed median 40 days of RT, resulting in 478 CBCT and 1,099 US bladder volumes. 21 patients were treated to intact glands and 8 to the post-prostatectomy bed. Median patient age was 70 years. Bladder volume on CBCT and US positively correlated (r = 0.85), with average bladder volume for all patients of 162 mL versus 149 mL, respectively. Bladder volume during treatment was consistently lower than the volume at CT simulation (153 mL vs 194 mL, p<0.01) and progressively declined during treatment. Patients older than 70 years presented with lower average bladder volumes than those < 70 years (122 mL vs 208 mL, respectively, p<0.01). Patients with the highest agreement between CBCT and US (<10% variability) had higher average bladder volumes (192 mL vs 120 mL, p=0.01). US was found to be an accurate measure of bladder volume and may be used to monitor daily bladder volumes in patients being treated with radiation for prostate cancer.
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Affiliation(s)
- Kiran Chauhan
- Department of Radiation Oncology, Mayo Clinic, Rochester, MN, United States
| | - Daniel K. Ebner
- Department of Radiation Oncology, Mayo Clinic, Rochester, MN, United States
| | - Katherine Tzou
- Department of Radiation Oncology, School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, United States
| | - Karen Ryan
- Department of Radiation Oncology, Mayo Clinic, Jacksonville, FL, United States
| | - Jackson May
- College of Medicine, Florida State University, Tallahassee, FL, United States
| | - Tasmeem Kaleem
- Department of Radiation Oncology, Trihealth System, Cincinnati, OH, United States
| | - Daniel Miller
- Department of Radiation Oncology, Gamma West Cancer Center, Idaho Falls, ID, United States
| | - William Stross
- Department of Radiation Oncology, United States Department of Veterans Affairs, Minneapolis, MN, United States
| | - Timothy Dean Malouff
- Department of Radiation Oncology, College of Medicine, University of Oklahoma, Oklahoma City, OK, United States
| | - Robin Landy
- College of Medicine, Florida State University, Tallahassee, FL, United States
| | - Gerald Strong
- Department of Radiation Oncology, Mayo Clinic, Jacksonville, FL, United States
| | - Steve Herchko
- Department of Radiation Oncology, Mayo Clinic, Jacksonville, FL, United States
| | - Chris Serago
- Department of Therapeutic Radiology, School of Medicine, Yale University, New Haven, CT, United States
| | | | - Robert Clell Miller
- Department of Radiation Oncology, University of Tennessee Medical Center, Knoxville, TN, United States
| | - Steven Buskirk
- Department of Radiation Oncology, Mayo Clinic, Jacksonville, FL, United States
| | - Mark R. Waddle
- Department of Radiation Oncology, Mayo Clinic, Rochester, MN, United States
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Fischer AM, Hoskin PJ. Radiotherapy-induced toxicity in prostate cancer patients with hip prostheses. Radiat Oncol 2022; 17:9. [PMID: 35039065 PMCID: PMC8762967 DOI: 10.1186/s13014-021-01975-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2021] [Accepted: 12/21/2021] [Indexed: 12/25/2022] Open
Abstract
Introduction Acute and late toxicity was analysed for prostate cancer patients with bilateral hip prostheses, who received fixed field intensity modulated radiotherapy (IMRT). The aims were (1) to establish whether toxicity rates differed from those of a control group with normal hips, (2) to develop a volumetric modulated arc therapy (VMAT) approach for patients with prostheses and (3) to compare doses to bladder and rectum for the control group, prostheses group and VMAT replans for the prostheses group. Methods Genitourinary (GU) and gastrointestinal (GI) toxicity was scored using Common Terminology Criteria for Adverse Events version 5.0. The incidence of grade 2 or worse (G2+) toxicity was compared using Fisher’s exact test. Dose volume histograms (DVHs) and mean doses to organs at risk (OARs) were compared using signed rank tests. Results There were 17 patients in the prostheses group and 50 in the control group. Acute and late GU toxicity was similar. G2+ late GI toxicity incidence was 31% for the prostheses group and 14% for the control group (p = 0.14). Significant differences (p < 0.05) were seen between the OAR DVHs of the prostheses group who had IMRT and the control group for a range of intermediate doses. The rectum mean dose was significantly different (p < 0.001), but no difference was seen for the bladder mean dose (p = 0.08). Conclusions No significant differences were seen in GU and GI toxicity incidence between patients with bilateral hip prostheses and a control group. The DVHs for bladder and rectum were significantly higher for patients with prostheses planned with IMRT. Replanning using a VMAT technique significantly reduced doses to the OARs, whilst maintaining good planning target volume coverage.
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Affiliation(s)
- Andrea M Fischer
- Mount Vernon Cancer Centre, Rickmansworth Road, Northwood, HA6 2RN, UK.
| | - Peter J Hoskin
- Mount Vernon Cancer Centre, Rickmansworth Road, Northwood, HA6 2RN, UK.,Division of Cancer Sciences, Faculty of Biology Medicine and Health, University of Manchester, Manchester, UK
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Lao Y, Cao M, Yang Y, Kishan AU, Yang W, Wang Y, Sheng K. Bladder surface dose modeling in prostate cancer radiotherapy: An analysis of motion-induced variations and the cumulative dose across the treatment. Med Phys 2021; 48:8024-8036. [PMID: 34734414 DOI: 10.1002/mp.15326] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2021] [Revised: 09/15/2021] [Accepted: 10/21/2021] [Indexed: 01/04/2023] Open
Abstract
PURPOSE To introduce a novel surface-based dose mapping method to improve quantitative bladder dosimetric assessment in prostate cancer (PC) radiotherapy. METHODS Based on the planning and daily pre and postfraction MRIs of 12 PC patients, bladder surface models (SMs) were generated on manually delineated contours and regionally aligned via surface-based registration. Subsequently, bladder surface dose models (SDMs) were created using face-wise dose sampling. To determine the bladder intrafractional and interfractional motion and dose variation, we performed a pose analysis between pre and postfraction bladder SMs, as well as surface mapping for fractional SMs. Discrepancies between the received dose, accumulated from daily SDMs, and the planned dose were then assessed on the corresponding SDMs. Complementary to the surface dose mapping, dose surface histogram (DSH)-based comparisons were also performed. RESULTS The intrafraction pose analysis revealed a significant (p < 0.05) bladder expansion, as well as an anterior/superior drift during the treatment. The intrafraction motion substantially altered dose to mid-bladder body, but not the bladder surface areas distal to or contiguous with the target. A similar pattern of dose variations was also detected by interfraction comparisons. With surface registration to the common SM, the cumulative bladder dose significantly differs from the planned dose. The discrepancy is evident in the mid-posterior range that corresponds to a mid- to high-dose region. The received DSH significantly differs from the planned DSH after permutation correction (p = 0.0122), while the overall surface-based comparison after multiple comparison correction is nonsignificant (p = 0.0800). CONCLUSIONS We developed a novel surface-based intra and interdose mapping framework applied to a unique daily MR dataset for image-guided radiotherapy. The framework identified significant intrafraction bladder positional changes, localized the intra and interfraction variations, and quantified planned versus received dose differences on the bladder surface. The result indicates the importance of adopting the motion-integrated bladder SDM for bladder dose management.
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Affiliation(s)
- Yi Lao
- Department of Radiation Oncology, University of California, Los Angeles, California, USA
| | - Minsong Cao
- Department of Radiation Oncology, University of California, Los Angeles, California, USA
| | - Yingli Yang
- Department of Radiation Oncology, University of California, Los Angeles, California, USA
| | - Amar U Kishan
- Department of Radiation Oncology, University of California, Los Angeles, California, USA
| | - Wensha Yang
- Department of Radiation Oncology, University of Southern California, Los Angeles, California, USA
| | - Yalin Wang
- School of Computing, Informatics, and Decision Systems Engineering, Arizona State University, Tempe, Arizona, USA
| | - Ke Sheng
- Department of Radiation Oncology, University of California, Los Angeles, California, USA
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Ishibashi N, Maebayashi T, Sakaguchi M, Aizawa T, Okada M. Bladder filling volume variation between the first and second day of planning computed tomography for prostate cancer radiation therapy and correlation with renal function. Asia Pac J Clin Oncol 2021; 18:e275-e279. [PMID: 34605179 DOI: 10.1111/ajco.13603] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2021] [Accepted: 04/18/2021] [Indexed: 11/29/2022]
Abstract
AIM During radiation therapy (RT) for prostate cancer, bladder filling helps exclude the organ from irradiation and reduces adverse effects. For RT planning, we performed computed tomography (CT) for 2 consecutive days to evaluate inter-day variations in organs such as the bladder. However, the patient factors that are associated with large intra-patient variations in bladder filling volume prior to RT are not known. METHODS This was a retrospective study of 97 prostate cancer patients who underwent CT for 2 consecutive days for RT planning between March 2015 and March 2020 and with confirmed water intake volume before the scans. Patients consumed 500 ml of water immediately after urination and underwent CT 30 min after the start of water intake; CT was performed under similar conditions over 2 consecutive days. Patient information was collected from the medical records taken before CT. RESULTS The median bladder filling volume was 102.8 cm3 (range: 31.7-774.0), and the median intra-patient bladder filling volume variation was 23.4 cm3 (range: 0.4-277.7). Univariate analysis revealed that the intra-patient variation was significantly larger in patients with an eGFR higher than the median (p = 0.003). No other factor showed correlations with the variation. As the larger bladder filling volume of the 2 consecutive days in patients increased (median 121.5 cm3 , range: 47.8-774.0), the intra-patient variation also increased. CONCLUSION Patients with a higher eGFR show greater variation in bladder filling volume, and caution should be exercised when applying RT in these patients.
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Affiliation(s)
- Naoya Ishibashi
- Department of Radiology, Nihon University School of Medicine, Tokyo, Japan
| | - Toshiya Maebayashi
- Department of Radiology, Nihon University School of Medicine, Tokyo, Japan
| | - Masakuni Sakaguchi
- Department of Radiology, Nihon University School of Medicine, Tokyo, Japan
| | - Takuya Aizawa
- Department of Radiology, Nihon University School of Medicine, Tokyo, Japan
| | - Masahiro Okada
- Department of Radiology, Nihon University School of Medicine, Tokyo, Japan
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Devlin L, Dodds D, Sadozye A, McLoone P, MacLeod N, Lamb C, Currie S, Thomson S, Duffton A. Dosimetric impact of organ at risk daily variation during prostate stereotactic ablative radiotherapy. Br J Radiol 2020; 93:20190789. [PMID: 31971829 PMCID: PMC7362910 DOI: 10.1259/bjr.20190789] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2019] [Revised: 12/19/2019] [Accepted: 01/13/2020] [Indexed: 12/25/2022] Open
Abstract
OBJECTIVE Prostate stereotactic ablative radiotherapy (SABR) delivers large doses using a fast dose rate. This amplifies the effect geometric uncertainties have on normal tissue dose. The aim of this study was to determine whether the treatment dose-volume histogram (DVH) agrees with the planned dose to organs at risk (OAR). METHODS 41 low-intermediate risk prostate cancer patients were treated with SABR using a linac based technique. Dose prescribed was 35 Gy in five fractions delivered on alternate days, planned using volumetric modulated arc therapy (VMAT) with 10X flattening filter free (FFF). On treatment, prostate was matched to fiducial markers on cone beam CT (CBCT). OAR were retrospectively delineated on 205 pre-treatment CBCT images. Daily CBCT contours were overlaid on the planning CT for dosimetric analysis. Verification plan used to evaluate the daily DVH for each structure. The daily doses received by OAR were recorded using the D%. RESULTS The median rectum and bladder volumes at planning were 67.1 cm3 (interquartile range 56.4-78.2) and 164.4 cm3 (interquartile range 120.3-213.4) respectively. There was no statistically significant difference in median rectal volume at each of the five treatment scans compared to the planning scan (p = 0.99). This was also the case for median bladder volume (p = 0.79). The median dose received by rectum and bladder at each fraction was higher than planned, at the majority of dose levels. For rectum the increase ranged from 0.78-1.64Gy and for bladder 0.14-1.07Gy. The percentage of patients failing for rectum D35% < 18 Gy (p = 0.016), D10% < 28 Gy (p = 0.004), D5% < 32 Gy (p = 0.0001), D1% < 35 Gy (p = 0.0001) and bladder D1% < 35 Gy (p = 0.001) at treatment were all statistically significant. CONCLUSION In this cohort of prostate SABR patients, we estimate the OAR treatment DVH was higher than planned. This was due to rectal and bladder organ variation. ADVANCES IN KNOWLEDGE OAR variation in prostate SABR using a FFF technique, may cause the treatment DVH to be higher than planned.
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Affiliation(s)
- Lynsey Devlin
- Department of Clinical Oncology, Beatson West of Scotland Cancer Centre, Glasgow, United Kingdom
| | - David Dodds
- Department of Clinical Oncology, Beatson West of Scotland Cancer Centre, Glasgow, United Kingdom
| | - Azmat Sadozye
- Department of Clinical Oncology, Beatson West of Scotland Cancer Centre, Glasgow, United Kingdom
| | - Philip McLoone
- Institute of Health & Wellbeing, University of Glasgow, Glasgow, United Kingdom
| | - Nicholas MacLeod
- Department of Clinical Oncology, Beatson West of Scotland Cancer Centre, Glasgow, United Kingdom
| | - Carolynn Lamb
- Department of Clinical Oncology, Beatson West of Scotland Cancer Centre, Glasgow, United Kingdom
| | - Suzanne Currie
- Department of Clinical Physics and Bioengineering, Beatson West of Scotland Cancer Centre, Glasgow, United Kingdom
| | - Stefanie Thomson
- Department of Clinical Physics and Bioengineering, Beatson West of Scotland Cancer Centre, Glasgow, United Kingdom
| | - Aileen Duffton
- Department of Clinical Oncology, Beatson West of Scotland Cancer Centre, Glasgow, United Kingdom
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Casares-Magaz O, Moiseenko V, Hopper A, Pettersson NJ, Thor M, Knopp R, Deasy JO, Muren LP, Einck J. Associations between volume changes and spatial dose metrics for the urinary bladder during local versus pelvic irradiation for prostate cancer. Acta Oncol 2017; 56:884-890. [PMID: 28401808 DOI: 10.1080/0284186x.2017.1312014] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
BACKGROUND Inter-fractional variation in urinary bladder volumes during the course of radiotherapy (RT) for prostate cancer causes deviations between planned and delivered doses. This study compared planned versus daily cone-beam CT (CBCT)-based spatial bladder dose distributions, for prostate cancer patients receiving local prostate treatment (local treatment) versus prostate including pelvic lymph node irradiation (pelvic treatment). MATERIAL AND METHODS Twenty-seven patients (N = 15 local treatment; N = 12 pelvic treatment) were treated using daily image-guided RT (1.8 Gy@43-45 fx), adhering to a full bladder/empty rectum protocol. For each patient, 9-10 CBCTs were registered to the planning CT, using the clinically applied translations. The urinary bladder was manually segmented on each CBCT, 3 mm inner shells were generated, and semi and quadrant sectors were created using axial/coronal cuts. Planned and delivered DVH metrics were compared across patients and between the two groups of treatment (t-test, p < .05; Holm-Bonferroni correction). Associations between bladder volume variations and the dose-volume histograms (DVH) of the bladder and its sectors were evaluated (Spearman's rank correlation coefficient, rs). RESULTS Bladder volumes varied considerably during RT (coefficient of variation: 16-58%). The population-averaged planned and delivered DVH metrics were not significantly different at any dose level. Larger treatment bladder volumes resulted in increased absolute volume of the posterior/inferior bladder sector receiving intermediate-high doses, in both groups. The superior bladder sector received less dose with larger bladder volumes for local treatments (rs ± SD: -0.47 ± 0.32), but larger doses for pelvic treatments (rs ± SD: 0.74 ± 0.24). CONCLUSIONS Substantial bladder volume changes during the treatment course occurred even though patients were treated under a full bladder/daily image-guided protocol. Larger bladder volumes resulted in less bladder wall spared at the posterior-inferior sector, regardless the treatment received. Contrary, larger bladder volumes meant larger delivered doses to the superior bladder sector for pelvic RT but smaller doses for local treatments.
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Affiliation(s)
| | - Vitali Moiseenko
- Department of Radiation Medicine and Applied Sciences, University of California San Diego, La Jolla, CA, USA
| | - Austin Hopper
- Department of Radiation Medicine and Applied Sciences, University of California San Diego, La Jolla, CA, USA
| | - Niclas Johan Pettersson
- Department of Radiation Medicine and Applied Sciences, University of California San Diego, La Jolla, CA, USA
| | - Maria Thor
- Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York City, NY, USA
| | - Rick Knopp
- Department of Radiation Medicine and Applied Sciences, University of California San Diego, La Jolla, CA, USA
| | - Joseph O. Deasy
- Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York City, NY, USA
| | - Ludvig Paul Muren
- Department of Medical Physics, Aarhus University Hospital, Aarhus, Denmark
| | - John Einck
- Department of Radiation Medicine and Applied Sciences, University of California San Diego, La Jolla, CA, USA
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