97 results on '"Kudchadker RJ"'
Search Results
2. Noninferiority of Hypofractionated vs Conventional Postprostatectomy Radiotherapy for Genitourinary and Gastrointestinal Symptoms: The NRG-GU003 Phase 3 Randomized Clinical Trial.
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Buyyounouski MK, Pugh SL, Chen RC, Mann MJ, Kudchadker RJ, Konski AA, Mian OY, Michalski JM, Vigneault E, Valicenti RK, Barkati M, Lawton CAF, Potters L, Monitto DC, Kittel JA, Schroeder TM, Hannan R, Duncan CE, Rodgers JP, Feng F, and Sandler HM
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- Humans, Male, Middle Aged, Aged, Gastrointestinal Diseases etiology, Prostate-Specific Antigen blood, Male Urogenital Diseases etiology, Radiotherapy, Adjuvant adverse effects, Patient Reported Outcome Measures, Prostatectomy, Prostatic Neoplasms radiotherapy, Prostatic Neoplasms surgery, Prostatic Neoplasms pathology, Radiation Dose Hypofractionation
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Importance: No prior trial has compared hypofractionated postprostatectomy radiotherapy (HYPORT) to conventionally fractionated postprostatectomy (COPORT) in patients primarily treated with prostatectomy., Objective: To determine if HYPORT is noninferior to COPORT for patient-reported genitourinary (GU) and gastrointestinal (GI) symptoms at 2 years., Design, Setting, and Participants: In this phase 3 randomized clinical trial, patients with a detectable prostate-specific antigen (PSA; ≥0.1 ng/mL) postprostatectomy with pT2/3pNX/0 disease or an undetectable PSA (<0.1 ng/mL) with either pT3 disease or pT2 disease with a positive surgical margin were recruited from 93 academic, community-based, and tertiary medical sites in the US and Canada. Between June 2017 and July 2018, a total of 296 patients were randomized. Data were analyzed in December 2020, with additional analyses occurring after as needed., Intervention: Patients were randomized to receive 62.5 Gy in 25 fractions (HYPORT) or 66.6 Gy in 37 fractions (COPORT)., Main Outcomes and Measures: The coprimary end points were the 2-year change in score from baseline for the bowel and urinary domains of the Expanded Prostate Cancer Composite Index questionnaire. Secondary objectives were to compare between arms freedom from biochemical failure, time to progression, local failure, regional failure, salvage therapy, distant metastasis, prostate cancer-specific survival, overall survival, and adverse events., Results: Of the 296 patients randomized (median [range] age, 65 [44-81] years; 100% male), 144 received HYPORT and 152 received COPORT. At the end of RT, the mean GU change scores among those in the HYPORT and COPORT arms were neither clinically significant nor different in statistical significance and remained so at 6 and 12 months. The mean (SD) GI change scores for HYPORT and COPORT were both clinically significant and different in statistical significance at the end of RT (-15.52 [18.43] and -7.06 [12.78], respectively; P < .001). However, the clinically and statistically significant differences in HYPORT and COPORT mean GI change scores were resolved at 6 and 12 months. The 24-month differences in mean GU and GI change scores for HYPORT were noninferior to COPORT using noninferiority margins of -5 and -6, respectively, rejecting the null hypothesis of inferiority (mean [SD] GU score: HYPORT, -5.01 [15.10] and COPORT, -4.07 [14.67]; P = .005; mean [SD] GI score: HYPORT, -4.17 [10.97] and COPORT, -1.41 [8.32]; P = .02). With a median follow-up for censored patients of 2.1 years, there was no difference between HYPORT vs COPORT for biochemical failure, defined as a PSA of 0.4 ng/mL or higher and rising (2-year rate, 12% vs 8%; P = .28)., Conclusions and Relevance: In this randomized clinical trial, HYPORT was associated with greater patient-reported GI toxic effects compared with COPORT at the completion of RT, but both groups recovered to baseline levels within 6 months. At 2 years, HYPORT was noninferior to COPORT in terms of patient-reported GU or GI toxic effects. HYPORT is a new acceptable practice standard for patients receiving postprostatectomy radiotherapy., Trial Registration: ClinicalTrials.gov Identifier: NCT03274687.
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- 2024
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3. A Novel Polymer-Encapsulated Multi-Imaging Modality Fiducial Marker with Positive Signal Contrast for Image-Guided Radiation Therapy.
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Wang L, Sanders J, Ward JF, Lee SR, Poenisch F, Swanson DM, Sahoo N, Zhu XR, Ma J, Kudchadker RJ, Choi SL, Nguyen QN, Mayo LL, Shah SJ, and Frank SJ
- Abstract
Background: Current fiducial markers (FMs) in external-beam radiotherapy (EBRT) for prostate cancer (PCa) cannot be positively visualized on magnetic resonance imaging (MRI) and create dose perturbation and significant imaging artifacts on computed tomography (CT) and MRI. We report our initial experience with clinical imaging of a novel multimodality FM, NOVA., Methods: We tested Gold Anchor [G-FM], BiomarC [carbon, C-FM], and NOVA FMs in phantoms imaged with kilovoltage (kV) X-rays, transrectal ultrasound (TRUS), CT, and MRI. Artifacts of the FMs on CT were quantified by the relative streak artifacts level (rSAL) metric. Proton dose perturbations (PDPs) were measured with Gafchromic EBT3 film, with FMs oriented either perpendicular to or parallel with the beam axis. We also tested the performance of NOVA-FMs in a patient., Results: NOVA-FMs were positively visualized on all 4 imaging modalities tested. The rSAL on CT was 0.750 ± 0.335 for 2-mm reconstructed slices. In F-tests, PDP was associated with marker type and depth of measurement ( p < 10
-6 ); at 5-mm depth, PDP was significantly greater for the G-FM (12.9%, p = 10-6 ) and C-FM (6.0%, p = 0.011) than NOVA (4.5%). EBRT planning with MRI/CT image co-registration and daily alignments using NOVA-FMs in a patient was feasible and reproducible., Conclusions: NOVA-FMs were positively visible and produced less PDP than G-FMs or C-FMs. NOVA-FMs facilitated MRI/CT fusion and identification of regions of interest.- Published
- 2024
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4. Uncertainty in magnetic resonance imaging-based prostate postimplant dosimetry: Results of a 10-person human observer study, and comparisons with automatic postimplant dosimetry.
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Sanders JW, Tang C, Kudchadker RJ, Venkatesan AM, Mok H, Hanania AN, Thames HD, Bruno TL, Starks C, Santiago E, Cunningham M, and Frank SJ
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- Male, Humans, Prostate diagnostic imaging, Prostate pathology, Uncertainty, Radiotherapy Dosage, Tomography, X-Ray Computed methods, Magnetic Resonance Imaging methods, Prostatic Neoplasms diagnostic imaging, Prostatic Neoplasms radiotherapy, Prostatic Neoplasms pathology, Brachytherapy methods
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Purpose: Uncertainties in postimplant quality assessment (QA) for low-dose-rate prostate brachytherapy (LDRPBT) are introduced at two steps: seed localization and contouring. We quantified how interobserver variability (IoV) introduced in both steps impacts dose-volume-histogram (DVH) parameters for MRI-based LDRPBT, and compared it with automatically derived DVH parameters., Methods and Materials: Twenty-five patients received MRI-based LDRPBT. Seven clinical observers contoured the prostate and four organs at risk, and 4 dosimetrists performed seed localization, on each MRI. Twenty-eight unique manual postimplant QAs were created for each patient from unique observer pairs. Reference QA and automatic QA were also performed for each patient. IoV of prostate, rectum, and external urinary sphincter (EUS) DVH parameters owing to seed localization and contouring was quantified with coefficients of variation. Automatically derived DVH parameters were compared with those of the reference plans., Results: Coefficients of variation (CoVs) owing to contouring variability (CoV
contours ) were significantly higher than those due to seed localization variability (CoVseeds ) (median CoVcontours vs. median CoVseeds : prostate D90-15.12% vs. 0.65%, p < 0.001; prostate V100-5.36% vs. 0.37%, p < 0.001; rectum V100-79.23% vs. 8.69%, p < 0.001; EUS V200-107.74% vs. 21.18%, p < 0.001). CoVcontours were lower when the contouring observers were restricted to the 3 radiation oncologists, but were still markedly higher than CoVseeds . Median differences in prostate D90, prostate V100, rectum V100, and EUS V200 between automatically computed and reference dosimetry parameters were 3.16%, 1.63%, -0.00 mL, and -0.00 mL, respectively., Conclusions: Seed localization introduces substantially less variability in postimplant QA than does contouring for MRI-based LDRPBT. While automatic seed localization may potentially help improve workflow efficiency, it has limited potential for improving the consistency and quality of postimplant dosimetry., (Copyright © 2023 American Brachytherapy Society. Published by Elsevier Inc. All rights reserved.)- Published
- 2023
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5. The American Brachytherapy Society and Indian Brachytherapy Society consensus statement for the establishment of high-dose-rate brachytherapy programs for gynecological malignancies in low- and middle-income countries.
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Grover S, Lichter KE, Likhacheva A, Jang JW, Ning MS, Robin TP, Small W Jr, Kudchadker RJ, Swamidas J, Chopra S, Rai B, Sharma SD, Sharma DN, Kuppusamy T, Yang R, Berger D, Mendez LC, Glaser S, Erickson DL, Chino J, Mourtada F, Abdel-Wahab M, Jhingran A, Simonds H, and Mahantshetty U
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- Female, Humans, United States, Developing Countries, Radiotherapy Dosage, Brachytherapy methods, Uterine Cervical Neoplasms radiotherapy, Uterine Cervical Neoplasms pathology, Genital Neoplasms, Female radiotherapy
- Abstract
Purpose: The global cervical cancer burden is disproportionately high in low- and middle-income countries (LMICs), and outcomes can be governed by the accessibility of appropriate screening and treatment. High-dose-rate (HDR) brachytherapy plays a central role in cervical cancer treatment, improving local control and overall survival. The American Brachytherapy Society (ABS) and Indian Brachytherapy Society (IBS) collaborated to provide this succinct consensus statement guiding the establishment of brachytherapy programs for gynecological malignancies in resource-limited settings., Methods and Materials: ABS and IBS members with expertise in brachytherapy formulated this consensus statement based on their collective clinical experience in LMICs with varying levels of resources., Results: The ABS and IBS strongly encourage the establishment of HDR brachytherapy programs for the treatment of gynecological malignancies. With the consideration of resource variability in LMICs, we present 15 minimum component requirements for the establishment of such programs. Guidance on these components, including discussion of what is considered to be essential and what is considered to be optimal, is provided., Conclusions: This ABS/IBS consensus statement can guide the successful and safe establishment of HDR brachytherapy programs for gynecological malignancies in LMICs with varying levels of resources., (Copyright © 2023 American Brachytherapy Society. Published by Elsevier Inc. All rights reserved.)
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- 2023
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6. A Novel Multimodal Approach to Refractory Brain Metastases: A Case Report.
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Katlowitz KA, Beckham TH, Kudchadker RJ, Wefel J, Elamin YY, and Weinberg JS
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Competing Interests: Thomas Beckham reports a relationship with GT Medical Technologies Inc that includes travel reimbursement. Jeffrey Wefel reports a relationship with GT Medical Technologies Inc that includes a consulting or advisory role. Jeffrey S. Weinberg reports a relationship with GT Medical Technologies Inc that includes travel reimbursement and funding grants.
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- 2023
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7. Five-Year Patient-Reported Outcomes in NRG Oncology RTOG 0938, Evaluating Two Ultrahypofractionated Regimens for Prostate Cancer.
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Lukka HR, Deshmukh S, Bruner DW, Bahary JP, Lawton CAF, Efstathiou JA, Kudchadker RJ, Ponsky LE, Seaward SA, Dayes IS, Gopaul DD, Michalski JM, Delouya G, Kaplan ID, Horwitz EM, Roach M 3rd, Feng FY, Pugh SL, Sandler HM, and Kachnic LA
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- Male, Humans, Patient Reported Outcome Measures, Disease-Free Survival, Intestines, Quality of Life, Prostatic Neoplasms radiotherapy
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Purpose: There is considerable interest in very short (ultrahypofractionated) radiation therapy regimens to treat prostate cancer based on potential radiobiological advantages, patient convenience, and resource allocation benefits. Our objective is to demonstrate that detectable changes in health-related quality of life measured by the bowel and urinary domains of the Expanded Prostate Cancer Index Composite (EPIC-50) were not substantially worse than baseline scores., Methods and Materials: NRG Oncology's RTOG 0938 is a nonblinded randomized phase 2 study of National Comprehensive Cancer Network low-risk prostate cancer in which each arm is compared with a historical control. Patients were randomized to 5 fractions (7.25 Gy in 2 week and a day [twice a week]) or 12 fractions (4.3Gy in 2.5 weeks [5 times a week]). Secondary objectives assessed patient-reported toxicity at 5 years using the EPIC. Chi-square tests were used to assess the proportion of patients with a deterioration from baseline of >5 points for bowel, >2 points for urinary, and >11 points for sexual score., Results: The study enrolled 127 patients to 5 fractions (121 eligible) and 128 patients to 12 fractions (125 eligible). The median follow-up for all patients at the time of analysis was 5.38 years. The 5-year frequency for >5 point change in bowel score were 38.4% (P = .27) and 23.4% (P = 0.98) for 5 and 12 fractions, respectively. The 5-year frequencies for >2 point change in urinary score were 46.6% (P = .15) and 36.4% (P = .70) for 5 and 12 fractions, respectively. For 5 fractions, 49.3% (P = .007) of patients had a drop in 5-year EPIC-50 sexual score of ≥11 points; for 12 fractions, 54% (P < .001) of patients had a drop in 5-year EPIC-50 sexual score of ≥11 points. Disease-free survival at 5 years is 89.6% (95% CI: 84.0-95.2) in the 5-fraction arm and 92.3% (95% CI: 87.4-97.1) in the 12-fraction arm. There was no late grade 4 or 5 treatment-related urinary or bowel toxicity., Conclusions: This study confirms that, based on long-term changes in bowel and urinary domains and toxicity, the 5- and 12-fraction regimens are well tolerated. These ultrahypofractionated approaches need to be compared with current standard radiation therapy regimens., (Copyright © 2023 Elsevier Inc. All rights reserved.)
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- 2023
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8. Adding customized electron energy beams to TrueBeam linear accelerators.
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Gao S, Muruganandham M, Du W, Ohrt J, Kudchadker RJ, and Balter PA
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- Humans, Particle Accelerators, Phantoms, Imaging, Radiometry, Radiotherapy Dosage, Electrons, Radiotherapy Planning, Computer-Assisted methods
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Purpose: To better meet clinical needs and facilitate optimal treatment planning, we added two new electron energy beams (7 and 11 MeV) to two Varian TrueBeam linacs., Methods: We worked with the vendor to create two additional customized electron energies without hardware modifications. For each beam, we set the bending magnet current and then optimized other beam-specific parameters to achieve depths of 50% ionization (I
50 ) of 2.9 cm for 7 MeV and 4.2 cm for the 11 MeV beam with the 15 × 15 cm2 cone at 100 cm source-to-surface distance (SSD) by using an ionization chamber profiler (ICP) with a double-wedge (DW) phantom. Beams were steered and balanced to optimize symmetry with the ICP. After all parameters were set, full commissioning was done including measuring beam profiles, percent depth doses (PDDs), output factors (OFs) at standard, and extended SSDs. Measured data were compared between the two linacs and against the values calculated by our RayStation treatment planning system (TPS) following Medical Physics Practice Guideline 5.a (MPPG 5.a) guidelines., Results: The I50 values initially determined with the ICP/DW agreed with those from a PDD-scanned in-water phantom within 0.2 mm for the 7 and 11 MeV on both linacs. Comparison of the beam characteristics from the two linacs indicated that flatness and symmetry agreed within 0.4%, and point-by-point differences in PDD were within 0.01% ± 0.3% for the 7 MeV and 0.01% ± 0.3% for the 11 MeV. The OF ratios between the two linacs were 1.000 ± 0.007 for the 7 MeV and 1.004 ± 0.007 for the 11 MeV. Agreement between TPS-calculated outputs and measurements were -0.1% ± 1.0% for the 7 MeV and 0.2% ± 0.8% for the 11 MeV. All other parameters met the MPPG 5.a's 3%/3-mm criteria., Conclusion: We were able to add two new beam energies with no hardware modifications. Tuning of the new beams was facilitated by the ICP/DW system allowing us to have the procedures done in a few hours and achieve highly consistent results across two linacs. PACS numbers: 87.55.Qr, 87.56.Fc., (© 2022 The Authors. Journal of Applied Clinical Medical Physics published by Wiley Periodicals, LLC on behalf of The American Association of Physicists in Medicine.)- Published
- 2022
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9. Computer-aided segmentation on MRI for prostate radiotherapy, Part I: Quantifying human interobserver variability of the prostate and organs at risk and its impact on radiation dosimetry.
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Sanders JW, Mok H, Hanania AN, Venkatesan AM, Tang C, Bruno TL, Thames HD, Kudchadker RJ, and Frank SJ
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- Computers, Humans, Magnetic Resonance Imaging, Male, Observer Variation, Organs at Risk diagnostic imaging, Prostate diagnostic imaging, Radiometry, Radiotherapy Dosage, Radiotherapy Planning, Computer-Assisted, Brachytherapy, Prostatic Neoplasms diagnostic imaging, Prostatic Neoplasms radiotherapy
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Background and Purpose: Quantifying the interobserver variability (IoV) of prostate and periprostatic anatomy delineation on prostate MRI is necessary to inform its use for treatment planning, treatment delivery, and treatment quality assessment., Materials and Methods: Twenty five prostate cancer patients underwent MRI-based low-dose-rate prostate brachytherapy (LDRPBT). The patients were scanned with a 3D T2-weighted sequence for treatment planning and a 3D T2/T1-weighted sequence for quality assessment. Seven observers involved with the LDRPBT workflow delineated the prostate, external urinary sphincter (EUS), seminal vesicles, rectum, and bladder on all 50 MRIs. IoV was assessed by measuring contour similarity metrics, differences in organ volumes, and differences in dosimetry parameters between unique observer pairs. Measurements from a group of 3 radiation oncologists (G1) were compared against those from a group consisting of the other 4 clinical observers (G2)., Results: IoV of the prostate was lower for G1 than G2 (Matthew's correlation coefficient [MCC], G1 vs. G2: planning-0.906 vs. 0.870, p < 0.001; postimplant-0.899 vs. 0.861, p < 0.001). IoV of the EUS was highest of all the organs for both groups, but was lower for G1 (MCC, G1 vs. G2: planning-0.659 vs. 0.402, p < 0.001; postimplant-0.684 vs. 0.398, p < 0.001). Large differences in prostate dosimetry parameters were observed (G1 maximum absolute prostate ΔD90: planning-76.223 Gy, postimplant-36.545 Gy; G1 maximum absolute prostate ΔV100: planning-13.927%, postimplant-8.860%)., Conclusions: While MRI is optimal in the management of prostate cancer with radiation therapy, significant interobserver variability of the prostate and external urinary sphincter still exist., Competing Interests: Conflicts of interest S.J.F. is a co-founder of C4 Imaging, has ownership interests in the company, and has U.S. and international patents licensed to C4 Imaging., (Copyright © 2021 Elsevier B.V. All rights reserved.)
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- 2022
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10. Computer-aided segmentation on MRI for prostate radiotherapy, part II: Comparing human and computer observer populations and the influence of annotator variability on algorithm variability.
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Sanders JW, Mok H, Hanania AN, Venkatesan AM, Tang C, Bruno TL, Thames HD, Kudchadker RJ, and Frank SJ
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- Algorithms, Computers, Humans, Magnetic Resonance Imaging, Male, Observer Variation, Radiotherapy Planning, Computer-Assisted, Prostate diagnostic imaging, Prostatic Neoplasms diagnostic imaging, Prostatic Neoplasms radiotherapy
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Background and Purpose: Comparing deep learning (DL) algorithms to human interobserver variability, one of the largest sources of noise in human-performed annotations, is necessary to inform the clinical application, use, and quality assurance of DL for prostate radiotherapy., Materials and Methods: One hundred fourteen DL algorithms were developed on 295 prostate MRIs to segment the prostate, external urinary sphincter (EUS), seminal vesicles (SV), rectum, and bladder. Fifty prostate MRIs of 25 patients undergoing MRI-based low-dose-rate prostate brachytherapy were acquired as an independent test set. Groups of DL algorithms were created based on the loss functions used to train them, and the spatial entropy (SE) of their predictions on the 50 test MRIs was computed. Five human observers contoured the 50 test MRIs, and SE maps of their contours were compared with those of the groups of the DL algorithms. Additionally, similarity metrics were computed between DL algorithm predictions and consensus annotations of the 5 human observers' contours of the 50 test MRIs., Results: A DL algorithm yielded statistically significantly higher similarity metrics for the prostate than did the human observers (H) (prostate Matthew's correlation coefficient, DL vs. H: planning-0.931 vs. 0.903, p < 0.001; postimplant-0.925 vs. 0.892, p < 0.001); the same was true for the 4 organs at risk. The SE maps revealed that the DL algorithms and human annotators were most variable in similar anatomical regions: the prostate-EUS, prostate-SV, prostate-rectum, and prostate-bladder junctions., Conclusions: Annotation quality is an important consideration when developing, evaluating, and using DL algorithms clinically., (Copyright © 2021 Elsevier B.V. All rights reserved.)
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- 2022
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11. Prospective Evaluation of Prostate and Organs at Risk Segmentation Software for MRI-based Prostate Radiation Therapy.
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Sanders JW, Kudchadker RJ, Tang C, Mok H, Venkatesan AM, Thames HD, and Frank SJ
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The segmentation of the prostate and surrounding organs at risk (OARs) is a necessary workflow step for performing dose-volume histogram analyses of prostate radiation therapy procedures. Low-dose-rate prostate brachytherapy (LDRPBT) is a curative prostate radiation therapy treatment that delivers a single fraction of radiation over a period of days. Prior studies have demonstrated the feasibility of fully convolutional networks to segment the prostate and surrounding OARs for LDRPBT dose-volume histogram analyses. However, performance evaluations have been limited to measures of global similarity between algorithm predictions and a reference. To date, the clinical use of automatic segmentation algorithms for LDRPBT has not been evaluated, to the authors' knowledge. The purpose of this work was to assess the performance of fully convolutional networks for prostate and OAR delineation on a prospectively identified cohort of patients who underwent LDRPBT by using clinically relevant metrics. Thirty patients underwent LDRPBT and were imaged with fully balanced steady-state free precession MRI after implantation. Custom automatic segmentation software was used to segment the prostate and four OARs. Dose-volume histogram analyses were performed by using both the original automatically generated contours and the physician-refined contours. Dosimetry parameters of the prostate, external urinary sphincter, and rectum were compared without and with the physician refinements. This study observed that physician refinements to the automatic contours did not significantly affect dosimetry parameters. Keywords: MRI, Neural Networks, Radiation Therapy, Radiation Therapy/Oncology, Genital/Reproductive, Prostate, Segmentation, Dosimetry Supplemental material is available for this article. © RSNA, 2022., Competing Interests: Disclosures of Conflicts of Interest: J.W.S. Member of the Radiology: Artificial Intelligence trainee editorial board. R.J.K. Payment from Varian Medical Systems to institution (co-investigator) for Varian Strategic Alliance Project. C.T. No relevant relationships. H.M. No relevant relationships. A.M.V. Grants/contracts to institution from Siemens Healthineers, Baker and Fraydun Family Foundation/Adopt a Scientist Program, UT MD Anderson Cancer Center Support Grant-Radiation Oncology and Cancer Imaging Program: Research Support (CCSG-ROCIP), UT MD Anderson Cancer Center Institutional Research Grant Program, and Oden Institute for Computational Engineering and Sciences, The University of Texas MD Anderson Cancer Center and Texas Advanced Computing Center; payment or honoraria and support for travel from Pfizer to author. H.D.T. No relevant relationships. S.J.F. Royalty payments to institution and author from C4 Imaging; U.S. and international patents issued/licensed to C4 Imaging on MRI positive contrast markers; co-founder of C4 Imaging; has ownership interests in C4 Imaging; served on the board of directors of C4 Imaging., (2022 by the Radiological Society of North America, Inc.)
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- 2022
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12. Improving efficiency and reducing costs of MRI-Guided prostate brachytherapy using Time-Driven Activity-Based costing.
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Thaker NG, Kudchadker RJ, Incalcaterra JR, Bathala TK, Kaplan RS, Agarwal A, Kuban DA, Frank BD, Das P, Feeley TW, and Frank SJ
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- Health Care Costs, Humans, Magnetic Resonance Imaging, Male, Operating Rooms, Prostate, Workflow, Brachytherapy methods
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Introduction: Integrated quality improvement (QI) and cost reduction strategies can help increase value in cancer care. Time-driven activity-based costing (TDABC) is a bottom-up costing tool that measures resource use over the full care cycle. We applied standard QI and TDABC methods to improve workflow efficiency and reduce costs for MRI-guided prostate brachytherapy., Methods and Materials: We constructed process maps of the baseline prostate brachytherapy workflow from initial consultation through one year after treatment. Process maps reflected resources and time required at each step. TDABC costs were calculated by multiplying each process time by the cost per min of the resource(s) used at that step. We then used plan-do-study-act methodology to identify workflow inefficiencies and implement solutions to reduce resource consumption., Results: The highest cost components at baseline were the operating room (OR) (40%), imaging (8.7%), and consultation (7.6%). Higher-than-expected costs (3%) were incurred during surgery scheduling. After targeted QI initiatives, OR time was reduced from 90 to 70 min, which reduced overall cost by 5%. Personnel task downshifting reduced costs by 10% at consultation and 77% at surgery scheduling. Re-engineering of follow-up protocols reduced costs by 8.4%. Costs under the new workflow decreased by 18.2%., Conclusions: TDABC complements traditional QI initiatives by quantifying the highest cost steps and focusing QI initiatives to reduce costs and improve efficiency. As payment reform evolves toward bundled payments, TDABC and QI initiatives will help providers understand, communicate, and improve the value of cancer care., (Copyright © 2021. Published by Elsevier Inc.)
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- 2022
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13. Our Experience Leading a Large Medical Physics Practice During the COVID-19 Pandemic.
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Pollard-Larkin JM, Briere TM, Kudchadker RJ, Sadagopan R, Nitsch PL, Wang XA, Salehpour M, Wang J, Vedam S, Nelson CL, Sahoo N, Zhu XR, Court LE, Balter PA, Robinson IJ, Yang J, Howell RM, Followill DS, Kry S, Beddar SA, and Martel MK
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Purpose: To provide a series of suggestions for other Medical Physics practices to follow in order to provide effective radiation therapy treatments during the COVID-19 pandemic., Methods and Materials: We reviewed our entire Radiation Oncology infrastructure to identify a series of workflows and policy changes that we implemented during the pandemic that yielded more effective practices during this time., Results: We identified a structured list of several suggestions that can help other Medical Physics practices overcome the challenges involved in delivering high quality radiotherapy services during this pandemic., Conclusions: Our facility encompasses 4 smaller Houston Area Locations (HALs), a main campus with 8 distinct services based on treatment site (ie. Thoracic, Head and Neck, Breast, Gastrointestinal, Gynecology, Genitourinary, Hematologic Malignancies, Melanoma and Sarcoma and Central Nervous System/Pediatrics), a Proton Center facility, an MR-Linac, a Gamma Knife clinic and an array of brachytherapy services. Due to the scope of our services, we have gained experience in dealing with the rapidly changing pandemic effects on our clinical practice. Our paper provides a resource to other Medical Physics practices in search of workflows that have been resilient during these challenging times., (© 2021 The University of Texas MD Anderson Cancer Center.)
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- 2021
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14. Fully Balanced SSFP Without an Endorectal Coil for Postimplant QA of MRI-Assisted Radiosurgery (MARS) of Prostate Cancer: A Prospective Study.
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Sanders JW, Venkatesan AM, Levitt CA, Bathala T, Kudchadker RJ, Tang C, Bruno TL, Starks C, Santiago E, Wells M, Weaver CP, Ma J, and Frank SJ
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- Brachytherapy instrumentation, Humans, Male, Prospective Studies, Radiotherapy Dosage, Signal-To-Noise Ratio, Magnetic Resonance Imaging, Prostatic Neoplasms diagnostic imaging, Prostatic Neoplasms radiotherapy, Radiosurgery instrumentation, Radiotherapy, Image-Guided instrumentation, Rectum
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Purpose: To investigate fully balanced steady-state free precession (bSSFP) with optimized acquisition protocols for magnetic resonance imaging (MRI)-based postimplant quality assessment of low-dose-rate (LDR) prostate brachytherapy without an endorectal coil (ERC)., Methods and Materials: Seventeen patients at a major academic cancer center who underwent MRI-assisted radiosurgery (MARS) LDR prostate cancer brachytherapy were imaged with moderate, high, or very high spatial resolution fully bSSFP MRIs without using an ERC. Between 1 and 3 signal averages (NEX) were acquired with acceleration factors (R) between 1 and 2, with the goal of keeping scan times between 4 and 6 minutes. Acquisitions with R >1 were reconstructed with parallel imaging and compressed sensing (PICS) algorithms. Radioactive seeds were identified by 3 medical dosimetrists. Additionally, some of the MRI techniques were implemented and tested at a community hospital; 3 patients underwent MARS LDR prostate brachytherapy and were imaged without an ERC., Results: Increasing the in-plane spatial resolution mitigated partial volume artifacts and improved overall seed and seed marker visualization at the expense of reduced signal-to-noise ratio (SNR). The reduced SNR as a result of imaging at higher spatial resolution and without an ERC was partially compensated for by the multi-NEX acquisitions enabled by PICS. Resultant image quality was superior to the current clinical standard. All 3 dosimetrists achieved near-perfect precision and recall for seed identification in the 17 patients. The 3 postimplant MRIs acquired at the community hospital were sufficient to identify 208 out of 211 seeds implanted without reference to computed tomography (CT)., Conclusions: Acquiring postimplant prostate brachytherapy MRI without an ERC has several advantages including better patient tolerance, lower costs, higher clinical throughput, and widespread access to precision LDR prostate brachytherapy. This prospective study confirms that the use of an ERC can be circumvented with fully bSSFP and advanced MRI scan techniques in a major academic cancer center and community hospital, potentially enabling postimplant assessment of MARS LDR prostate brachytherapy without CT., (Copyright © 2020 Elsevier Inc. All rights reserved.)
- Published
- 2021
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15. Machine Segmentation of Pelvic Anatomy in MRI-Assisted Radiosurgery (MARS) for Prostate Cancer Brachytherapy.
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Sanders JW, Lewis GD, Thames HD, Kudchadker RJ, Venkatesan AM, Bruno TL, Ma J, Pagel MD, and Frank SJ
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- Cohort Studies, Entropy, Humans, Image Processing, Computer-Assisted methods, Male, Neural Networks, Computer, Pelvis anatomy & histology, Prostate diagnostic imaging, Prostatic Neoplasms diagnostic imaging, Rectum diagnostic imaging, Retrospective Studies, Seminal Vesicles diagnostic imaging, Urethra diagnostic imaging, Urinary Bladder diagnostic imaging, Brachytherapy methods, Deep Learning, Magnetic Resonance Imaging, Interventional methods, Pelvis diagnostic imaging, Prostatic Neoplasms radiotherapy, Radiosurgery methods
- Abstract
Purpose: To investigate machine segmentation of pelvic anatomy in magnetic resonance imaging (MRI)-assisted radiosurgery (MARS) for prostate cancer using prostate brachytherapy MRIs acquired with different pulse sequences and image contrasts., Methods and Materials: Two hundred 3-dimensional (3D) preimplant and postimplant prostate brachytherapy MRI scans were acquired with a T2-weighted sequence, a T2/T1-weighted sequence, or a T1-weighted sequence. One hundred twenty deep machine learning models were trained to segment the prostate, seminal vesicles, external urinary sphincter, rectum, and bladder using the MRI scans acquired with T2-weighted and T2/T1-weighted image contrast. The deep machine learning models consisted of 18 fully convolutional networks (FCNs) with different convolutional encoders. Both 2-dimensional and 3D U-Net FCNs were constructed for comparison. Six objective functions were investigated: cross-entropy, Jaccard distance, focal loss, and 3 variations of Tversky distance. The performance of the models was compared using similarity metrics, including pixel accuracy, Jaccard index, Dice similarity coefficient (DSC), 95% Hausdorff distance, relative volume difference, Matthews correlation coefficient, precision, recall, and average symmetrical surface distance. We selected the highest-performing architecture and investigated how the amount of training data, use of skip connections, and data augmentation affected segmentation performance. In addition, we investigated whether segmentation on T1-weighted MRI was possible with FCNs trained on only T2-weighted and T2/T1-weighted image contrast., Results: Overall, an FCN with a DenseNet201 encoder trained via cross-entropy minimization yielded the highest combined segmentation performance. For the 53 3D test MRI scans acquired with T2-weighted or T2/T1-weighted image contrast, the DSCs of the prostate, external urinary sphincter, seminal vesicles, rectum, and bladder were 0.90 ± 0.04, 0.70 ± 0.15, 0.80 ± 0.12, 0.91 ± 0.06, and 0.96 ± 0.04, respectively, after model fine-tuning. For the 5 T1-weighted images, the DSCs of these organs were 0.82 ± 0.07, 0.17 ± 0.15, 0.46 ± 0.21, 0.87 ± 0.06, and 0.88 ± 0.05, respectively., Conclusions: Machine segmentation of the prostate and surrounding anatomy on 3D MRIs acquired with different pulse sequences for MARS low-dose-rate prostate brachytherapy is possible with a single FCN., (Copyright © 2020 Elsevier Inc. All rights reserved.)
- Published
- 2020
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16. The American Brachytherapy Society prostate brachytherapy LDR/HDR simulation workshops: Hands-on, step-by-step training in the process of quality assurance.
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Frank SJ, Mourtada F, Crook J, Orio PF, Stock RG, Petereit DG, Rossi PJ, Cox BW, Tang C, Kudchadker RJ, Bruno T, Ma J, Sanders J, and Keyes M
- Subjects
- Brachytherapy methods, Brachytherapy statistics & numerical data, Clinical Competence, Humans, Male, Physicians, Radiotherapy Dosage, Simulation Training, United States, Brachytherapy standards, Education, Medical, Continuing methods, Prostatic Neoplasms radiotherapy, Quality Assurance, Health Care, Radiation Oncology education, Societies, Medical
- Abstract
Purpose: Education and training on prostate brachytherapy for radiation oncology and medical physics residents in the United States is inadequate, resulting in fewer competent radiation oncology personnel to perform implants, and is a factor in the subsequent decline of an important, potentially curative cancer treatment modality for patients with cancer. The American Brachytherapy Society (ABS) leadership has recognized the need to establish a sustainable medical simulation low-dose-rate (LDR) and high-dose-rate (HDR) brachytherapy workshop program that includes physician-physicist teams to rapidly translate knowledge to establish high-quality brachytherapy programs., Methods: The ABS, in partnership with industry and academia, has held three radiation oncology team-based LDR/HDR workshops composed of physician-physicist teams in Chicago in 2017, in Houston in 2018, and in Denver in 2019. The predefined key metric of success is the number of attendees who returned to their respective institutions and were actively performing brachytherapy within 6 months of the prostate brachytherapy workshop., Results: Of the 111 physician/physicist teams participating in the Chicago, Houston, and Denver prostate brachytherapy workshops, 87 (78%) were actively performing prostate brachytherapy (51 [59%] HDR and 65 [75%] LDR)., Conclusions: The ABS prostate brachytherapy LDR/HDR simulation workshop has provided a successful education and training structure for medical simulation of the critical procedural steps in quality assurance to shorten the learning curve for delivering consistently high-quality brachytherapy implants for patients with prostate cancer. An ABS initiative, intended to bend the negative slope of the brachytherapy curve, is currently underway to train 300 new competent brachytherapy teams over the next 10 years., (Copyright © 2020 American Brachytherapy Society. Published by Elsevier Inc. All rights reserved.)
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- 2020
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17. Development, implementation, and outcomes of a simulation-based medical education (SBME) prostate brachytherapy workshop for radiation oncology residents.
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Mesko S, Chapman BV, Tang C, Kudchadker RJ, Bruno TL, Sanders J, Das P, Pinnix CC, Thaker NG, and Frank SJ
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- Attitude of Health Personnel, Clinical Competence, Computer Simulation, Curriculum, Humans, Male, Phantoms, Imaging, Radiotherapy Planning, Computer-Assisted, Self Efficacy, Surveys and Questionnaires, Brachytherapy methods, Internship and Residency methods, Prostatic Neoplasms radiotherapy, Radiation Oncology education, Simulation Training
- Abstract
Purpose: Despite a preponderance of data demonstrating strong clinical outcomes and cost-effectiveness, prostate brachytherapy use and competency continue to decline. Enhanced resident education may help reverse this trend. We therefore developed and implemented a simulation-based medical education course for low-dose-rate prostate brachytherapy (LDR-PB)., Materials and Methods: A 1-week LDR-PB course comprised four 1-h lectures on clinical outcomes, physics, radiobiology, and anatomy/contouring, followed by a 4.5-h simulation session on ultrasound-guided prostate phantom implantation, was developed for radiation oncology residents at an academic institution. A 10-statement Likert-scale survey and 20-question multiple-choice test were administered 1 week before and 4 weeks after the course., Results: Precourse and postcourse instruments were completed by 24 and 20 residents, respectively. The median number of prior LDR-PB cases after at least one genitourinary rotation was 10.5 (range 5-20). Overall mean test scores were significantly improved (55% before the course vs 68% after the course; p = 0.010). Mean Likert scores significantly increased on nine of 10 survey statements and were significantly increased overall (2.4 before the course vs 3.3 after the course, p < 0.001). When asked about interest in performing brachytherapy after residency, 37.5% of residents "agreed" or "strongly agreed" before the course vs 50% after the course (p = 0.41). Those with higher postresidency brachytherapy interest (scores of 4-5 vs 1-3) had significantly more LDR-PB cases (11.2 vs 5.3 cases; p = 0.005)., Conclusions: A 1-week simulation-based medical education course for LDR-PB can improve didactic performance and self-reported technical competence/confidence, and may increase overall enthusiasm for brachytherapy. Future studies at our institution will incorporate evaluation of implant quality and assessment of procedural competence into this framework. Residency programs should dedicate resources to this essential component of radiation oncology., (Copyright © 2020 American Brachytherapy Society. Published by Elsevier Inc. All rights reserved.)
- Published
- 2020
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18. Predictors of urinary toxicity with MRI-assisted radiosurgery for low-dose-rate prostate brachytherapy.
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Boyce-Fappiano D, Bathala TK, Ye R, Pasalic D, Gjyshi O, Pezzi TA, Noticewala SS, McGinnis GJ, Maroongroge S, Kuban DA, Nguyen QN, McGuire SE, Hoffman KE, Choi S, Tang C, Kudchadker RJ, and Frank SJ
- Subjects
- Adult, Aged, Humans, Iodine Radioisotopes therapeutic use, Magnetic Resonance Imaging, Male, Middle Aged, Organ Size, Palladium therapeutic use, Radioisotopes therapeutic use, Radiometry, Radiotherapy Dosage, Radiotherapy, Image-Guided, Retrospective Studies, Risk Factors, Urethra anatomy & histology, Urethra diagnostic imaging, Brachytherapy methods, Lower Urinary Tract Symptoms epidemiology, Prostatic Neoplasms radiotherapy, Radiation Injuries epidemiology, Radiosurgery methods, Urethral Diseases epidemiology
- Abstract
Purpose: MRI-assisted radiosurgery (MARS) is a modern technique for prostate brachytherapy that provides superior soft tissue contrast. The purpose of this analysis was to evaluate treatment planning factors associated with urinary toxicity, particularly damage to the membranous urethra (MUL) and external urethral sphincter (EUS), after MARS., Material and Methods: We retrospectively reviewed 227 patients treated with MARS. Comparisons were made between several factors including preimplantation length of the MUL and EUS dosimetric characteristics after implantation with longitudinal changes in American Urological Association (AUA) urinary symptom score., Results: Rates of grade 3 urinary incontinence and obstructive urinary symptoms were 4% and 2%. A piecewise mixed univariate model revealed that MUL and V
200 , V150 , V125 , and D5 to the EUS were all associated with increased rates of urinary toxicity over time. On univariate logistic regression, MUL >14.2 mm (odds ratio [OR] 2.03 per cm3 , 95% confidence interval [CI] 1.10-3.77, p = 0.025), V125 to the EUS (OR 3.21 cm3 , 95% CI 1.18-8.71, p = 0.022), and use of the I-125 isotope (OR 3.45, 95% CI 1.55-7.70, p = 0.001) were associated with subacute urinary toxicity (i.e., that occurring at 4-8 months). Optimal dose-constraint limits to the EUS were determined to be V200 < 0.04 cm3 (p = 0.002), V150 < 0.12 cm3 (p = 0.041), V125 < 0.45 cm3 (p = 0.033), D30 < 160 Gy (p = 0.004), and D5 < 218 Gy (p = 0.016)., Conclusions: MARS brachytherapy provides detailed anatomic information for treatment planning, implantation, and quality assurance. Overall rates of urinary toxicity are low; however, several dosimetric variables associated with the EUS were found to correlate with urinary toxicity., (Copyright © 2020 American Brachytherapy Society. Published by Elsevier Inc. All rights reserved.)- Published
- 2020
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19. Quality comparison between three-dimensional T2-weighted SPACE and two-dimensional T2-weighted turbo spin echo magnetic resonance images for the brachytherapy planning evaluation of prostate and periprostatic anatomy.
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Bathala TK, Venkatesan AM, Ma J, Bhosale P, Wei W, Kudchadker RJ, Wang J, Anscher MS, Tang C, Bruno TL, Frank SJ, and Szklaruk J
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- Aged, Blood Vessels diagnostic imaging, Contrast Media, Humans, Imaging, Three-Dimensional, Male, Middle Aged, Peripheral Nerves diagnostic imaging, Rectum diagnostic imaging, Retrospective Studies, Seminal Vesicles diagnostic imaging, Urethra diagnostic imaging, Urinary Bladder diagnostic imaging, Anatomic Landmarks diagnostic imaging, Brachytherapy, Magnetic Resonance Imaging methods, Magnetic Resonance Imaging standards, Prostatic Neoplasms diagnostic imaging, Prostatic Neoplasms radiotherapy, Radiotherapy Planning, Computer-Assisted
- Abstract
Purpose: The purpose of this study was to compare an isotropic three-dimensional (3D) T2-weighted sequence sampling perfection with application-optimized contrasts by using flip angle evolution (SPACE) with an axial two-dimensional T2-weighted turbo spin echo (TSE) sequence with regard to overall image quality and the delineation of normal prostate and periprostatic anatomy for low-dose-rate prostate cancer brachytherapy planning evaluation., Methods and Materials: Patients (n = 69) with prostate cancer who had pelvic magnetic resonance imaging (MRI) for low-dose-rate brachytherapy treatment planning were included. Three radiologists independently assessed the visibility of nine anatomic structures on each sequence by using a 5-point scale and overall image quality by using a 4-point scale. The significance of the differences in diagnostic performance was tested with a Wilcoxon signed rank test., Results: No significant intersequence differences were found for most (7/9) anatomical structures and overall image quality. The mean scores for visibility of anatomical structures on the 3D SPACE and 2D TSE sequences, respectively, were as follows: the zonal anatomy (3.7; 3.9, p = 0.05), prostate capsule (3.9; 4.0, p = 0.08), neurovascular bundle (2.9; 2.9, p = 0.9), rectoprostatic angle (3.8; 3.8, p = 0.35), rectum (4.2; 4.3, p = 0.26), urethra (3.8; 3.9, p = 0.12), urinary bladder (4.6; 4.6, p = 0.61), and overall image quality (2.9; 2.9, p = 0.33). 3D SPACE was superior for delineation of the genitourinary diaphragm (3.8; 3.6, p = 0.003), whereas 2D TSE was superior for delineation of the seminal vesicles (3.5; 4.0, p < 0.0001)., Conclusions: Anatomic delineation of the prostatic and periprostatic anatomy provided by the 3D SPACE sequence is as robust in quality as that provided by a conventional 2D TSE sequence with superior delineation of the genitourinary diaphragm. For MRI-based brachytherapy treatment planning, the 3D SPACE sequence with subcentimeter isotropic resolution can replace the 2D TSE sequence and be incorporated into standard MRI protocols., (Published by Elsevier Inc.)
- Published
- 2020
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20. MRI-assisted radiosurgery: A quality assurance nomogram for palladium-103 and iodine-125 prostate brachytherapy.
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Hanania AN, Kudchadker RJ, Bruno TL, Tang C, Anscher MS, and Frank SJ
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- Humans, Iodine Radioisotopes, Magnetic Resonance Imaging, Male, Organ Size, Palladium, Prostate pathology, Prostatic Neoplasms diagnostic imaging, Radiation Dosage, Radioisotopes, Radiometry, Radiosurgery, Radiotherapy Dosage, Radiotherapy Planning, Computer-Assisted methods, Radiotherapy Planning, Computer-Assisted standards, Ultrasonography, Urethra, Brachytherapy methods, Brachytherapy standards, Nomograms, Prostatic Neoplasms radiotherapy, Quality Assurance, Health Care
- Abstract
Purpose: We sought to develop an activity nomogram for magnetic resonance (MR)-planned permanent seed prostate brachytherapy to improve quality assurance through a secondary dosimetric check., Methods and Materials: Patients undergoing MRI-assisted radiosurgery (MARS), whereby MRI is used for preoperative planning and postimplant dosimetry, were reviewed from May 2016 to September 2018. Planned activity (U) was fitted by MR-prostate volume (cc) via simple linear regression. Resulting monotherapy nomograms were compared with institutional nomograms from an ultrasound-planned cohort. Dosimetric coverage and external urinary sphincter (EUS) dose were also assessed for MR-planned patients., Results: We identified 183 patients treated with MARS: 146 patients received palladium-103 (
103 Pd; 102 monotherapy and 44 boost), and 37 received iodine-125 (125 I) monotherapy. Median prostate volume was 28 cc (interquartile range: 22-35). Lines of best fit for implant activity were U = 4.344 × (vol) + 54.13 (R2 : 95%) for103 Pd monotherapy, U = 3.202 (vol) + 39.72 (R2 : 96%) for103 Pd boost and U = 0.684 (vol) + 13.38 (R2 : 96%) for125 I monotherapy. Compared with ultrasound, MR-planned nomograms had lower activity per volume (p < 0.05) for both103 Pd monotherapy (∼6%) and125 I monotherapy (∼11%), given a median size (30 cc) prostate. Across all MARS implants, postimplant dosimetry revealed a median V100% of 94% (interquartile range: 92-96%). Median EUS V125 was <1 cc for all patients, regardless of isotope., Conclusions: We developed a quality assurance nomogram for MR-planned prostate brachytherapy. When compared with ultrasound-planned, MR-planned monotherapy resulted in a lower activity-to-volume ratio while maintaining dosimetric coverage, likely secondary to EUS-sparing and reduced planning target margins., (Copyright © 2020 American Brachytherapy Society. Published by Elsevier Inc. All rights reserved.)- Published
- 2020
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21. Deep learning application engine (DLAE): Development and integration of deep learning algorithms in medical imaging.
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Sanders JW, Fletcher JR, Frank SJ, Liu HL, Johnson JM, Zhou Z, Chen HS, Venkatesan AM, Kudchadker RJ, Pagel MD, and Ma J
- Abstract
Herein we introduce a deep learning (DL) application engine (DLAE) system concept, present potential uses of it, and describe pathways for its integration in clinical workflows. An open-source software application was developed to provide a code-free approach to DL for medical imaging applications. DLAE supports several DL techniques used in medical imaging, including convolutional neural networks, fully convolutional networks, generative adversarial networks, and bounding box detectors. Several example applications using clinical images were developed and tested to demonstrate the capabilities of DLAE. Additionally, a model deployment example was demonstrated in which DLAE was used to integrate two trained models into a commercial clinical software package., Competing Interests: Declaration of competing interest We wish to draw the attention of the Editor to the following facts, which may be considered as potential conflicts of interest, and to significant financial contributions to this work. The nature of potential conflict of interest is described below: Steven J. Frank is a co-founder of C4 Imaging and has ownership interests in this company, and he holds U.S. and international patents of the C4 seed marker technology. Jingfei Ma holds U.S. patents licensed to Siemens Healthineers and GE Healthcare and is a consultant for C4 Imaging.
- Published
- 2019
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22. Development and clinical implementation of SeedNet: A sliding-window convolutional neural network for radioactive seed identification in MRI-assisted radiosurgery (MARS).
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Sanders JW, Frank SJ, Kudchadker RJ, Bruno TL, and Ma J
- Subjects
- Algorithms, Humans, Male, Prostate diagnostic imaging, Prostatic Neoplasms diagnostic imaging, Retrospective Studies, Brachytherapy instrumentation, Brachytherapy methods, Image Processing, Computer-Assisted methods, Magnetic Resonance Imaging, Interventional methods, Neural Networks, Computer, Prostatic Neoplasms radiotherapy, Radiosurgery instrumentation, Radiosurgery methods
- Abstract
Purpose: To develop and evaluate a sliding-window convolutional neural network (CNN) for radioactive seed identification in MRI of the prostate after permanent implant brachytherapy., Methods: Sixty-eight patients underwent prostate cancer low-dose-rate (LDR) brachytherapy using radioactive seeds stranded with positive contrast MR-signal seed markers and were scanned using a balanced steady-state free precession pulse sequence with and without an endorectal coil (ERC). A sliding-window CNN algorithm (SeedNet) was developed to scan the prostate images using 3D sub-windows and to identify the implanted radioactive seeds. The algorithm was trained on sub-windows extracted from 18 patient images. Seed detection performance was evaluated by computing precision, recall, F
1 -score, false discovery rate, and false-negative rate. Seed localization performance was evaluated by computing the RMS error (RMSE) between the manually identified and algorithm-inferred seed locations. SeedNet was implemented into a clinical software package and evaluated on sub-windows extracted from 40 test patients., Results: SeedNet achieved 97.6 ± 2.2% recall and 97.2 ± 1.9% precision for radioactive seed detection and 0.19 ± 0.04 mm RMSE for seed localization in the images acquired with an ERC. Without the ERC, the recall remained high, but the false-positive rate increased; the RMSE of the seed locations increased marginally. The clinical integration of SeedNet slightly increased the run-time, but the overall run-time was still low., Conclusion: SeedNet can be used to perform automated radioactive seed identification in prostate MRI after LDR brachytherapy. Image quality improvement through pulse sequence optimization is expected to improve SeedNet's performance when imaging without an ERC., (© 2019 International Society for Magnetic Resonance in Medicine.)- Published
- 2019
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23. Randomized Trial of Hypofractionated, Dose-Escalated, Intensity-Modulated Radiation Therapy (IMRT) Versus Conventionally Fractionated IMRT for Localized Prostate Cancer.
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Hoffman KE, Voong KR, Levy LB, Allen PK, Choi S, Schlembach PJ, Lee AK, McGuire SE, Nguyen Q, Pugh TJ, Frank SJ, Kudchadker RJ, Du W, and Kuban DA
- Subjects
- Adult, Aged, Dose Fractionation, Radiation, Humans, Incidence, Male, Middle Aged, Radiation Dose Hypofractionation, Radiation Injuries epidemiology, Radiotherapy, Intensity-Modulated adverse effects, Prostatic Neoplasms radiotherapy, Radiotherapy, Intensity-Modulated methods
- Abstract
Purpose: Hypofractionated radiotherapy delivers larger daily doses of radiation and may increase the biologically effective dose delivered to the prostate. We conducted a randomized trial testing the hypothesis that dose-escalated, moderately hypofractionated intensity-modulated radiation therapy (HIMRT) improves prostate cancer control compared with conventionally fractionated IMRT (CIMRT) for men with localized prostate cancer., Patients and Methods: Men were randomly assigned to 75.6 Gy in 1.8-Gy fractions delivered over 8.4 weeks (CIMRT) or 72 Gy in 2.4 Gy fractions delivered over 6 weeks (HIMRT, biologically equivalent to 85 Gy in 1.8-Gy fractions assuming prostate cancer α-to-β ratio of 1.5). Failure was defined as prostate-specific antigen (PSA) failure (nadir plus 2 ng/mL) or initiation of salvage therapy. Modified Radiation Therapy Oncology Group criteria were used to grade late (≥ 90 days after completion of radiotherapy) GI and genitourinary toxicity., Results: Most of the 206 men (72%) had cT1, Gleason score 6 or 7 (99%), and PSA level ≤ 10 ng/mL (90%) disease. Androgen deprivation therapy was received by 24%. With a median follow-up of 8.5 years, men treated with HIMRT experienced fewer treatment failures (n = 10) than men treated with CIMRT (n = 21; P = .036). The 8-year failure rate was 10.7% (95% CI, 5.8% to 19.1%) with HIMRT and 15.4% (95% CI, 9.1% to 25.4%) with CIMRT. There was no difference in overall survival ( P = .39). There was a nonsignificant increase in late grade 2 or 3 GI toxicity with HIMRT (8-year 5.0% v 12.6%; P = .08). However, GI toxicity was only 8.6% when rectal volume receiving 65 Gy of HIMRT was ≤ 15%. Late genitourinary toxicity was similar ( P = .84). There was no grade 4 toxicity., Conclusion: The results of this randomized trial demonstrate superior cancer control for men with localized prostate cancer who receive dose-escalated moderately hypofractionation radiotherapy while shortening treatment duration.
- Published
- 2018
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24. Patient Reported Outcomes in NRG Oncology RTOG 0938, Evaluating Two Ultrahypofractionated Regimens for Prostate Cancer.
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Lukka HR, Pugh SL, Bruner DW, Bahary JP, Lawton CAF, Efstathiou JA, Kudchadker RJ, Ponsky LE, Seaward SA, Dayes IS, Gopaul DD, Michalski JM, Delouya G, Kaplan ID, Horwitz EM, Roach M 3rd, Pinover WH, Beyer DC, Amanie JO, Sandler HM, and Kachnic LA
- Subjects
- Aged, Disease-Free Survival, Femur Head radiation effects, Follow-Up Studies, Humans, Male, Middle Aged, Penis radiation effects, Prostatic Neoplasms mortality, Radiotherapy methods, Radiotherapy statistics & numerical data, Rectum radiation effects, Urethra radiation effects, Urinary Bladder radiation effects, Organs at Risk radiation effects, Patient Reported Outcome Measures, Prostatic Neoplasms radiotherapy, Quality of Life, Radiation Dose Hypofractionation
- Abstract
Purpose: There is considerable interest in very short (ultrahypofractionated) radiation therapy regimens to treat prostate cancer based on potential radiobiological advantages, patient convenience, and resource allocation benefits. Our objective is to demonstrate that detectable changes in health-related quality of life measured by the bowel and urinary domains of the Expanded Prostate Cancer Index Composite (EPIC-50) were not substantially worse than baseline scores., Methods and Materials: NRG Oncology's RTOG 0938 is a nonblinded randomized phase 2 study of National Comprehensive Cancer Network low-risk prostate cancer in which each arm is compared with a historical control. Patients were randomized to 5 fractions (7.25 Gy in 2 weeks) or 12 fractions (4.3 Gy in 2.5 weeks). The co-primary endpoints were the proportion of patients with a change in EPIC-50 bowel score at 1 year (baseline to 1 year) >5 points and in EPIC-50 urinary score >2 points tested with a 1-sample binomial test., Results: The study enrolled 127 patients to 5 fractions (121 analyzed) and 128 patients to 12 fractions (125 analyzed). Median follow-up for all patients at the time of analysis was 3.8 years. The 1-year frequency for >5 point change in bowel score were 29.8% (P < .001) and 28.4% (P < .001) for 5 and 12 fractions, respectively. The 1-year frequencies for >2 point change in urinary score were 45.7% (P < .001) and 42.2% (P < .001) for 5 and 12 fractions, respectively. For 5 fractions, 32.9% of patients had a drop in 1-year EPIC-50 sexual score of ≥11 points (P = .34); for 12 fractions, 30.9% of patients had a drop in 1-year EPIC-50 sexual score of ≥ 11 points (P = .20). Disease-free survival at 2 years is 99.2% (95% confidence interval: 97.5-100) in the 5-fraction arm and 97.5% (95% confidence interval: 94.6-100) in the 12-fraction arm. There was no late grade 4 or 5 treatment-related urinary or bowel toxicity., Conclusions: This study confirms that, based on changes in bowel and urinary domains and toxicity (acute and late), the 5- and 12-fraction regimens are well tolerated. These ultrahypofractionated approaches need to be compared with current standard radiation therapy regimens., (Copyright © 2018 Elsevier Inc. All rights reserved.)
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- 2018
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25. Independent evaluation of the effectiveness of IsoCal in improving image center accuracy on Varian TrueBeam and Clinac machines.
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Du W, Gao S, Jiang W, and Kudchadker RJ
- Subjects
- Particle Accelerators, Phantoms, Imaging, Linear Models
- Abstract
Modern medical linear accelerators (linacs) are often equipped with image guidance systems that are capable of megavolt (MV), kilovolt (kV), planar, or volumetric imaging. On Varian TrueBeam linacs, the isocenter accuracies of the imaging systems are calibrated with a procedure named IsoCal. On Clinac series linacs from Varian, installation of IsoCal is optional and the effects of IsoCal on the imaging systems can be turned on or off after the IsoCal procedure is performed. In this study, we report on the effectiveness of IsoCal in improving the coincidence of the image centers with the radiation isocenter, using an independent Winston-Lutz (WL) method to locate the radiation isocenter. A ball-bearing phantom was imaged with 2D MV, 2D kV, and cone beam computed radiography systems on two TrueBeam and two Clinac machines. Using the same phantom, digital WL tests with 16 combinations of gantry and collimator angles were performed to locate the radiation isocenter. The offsets between the IsoCal-calibrated image centers and the WL radiation isocenter were found to be within 0.4 mm on the four linacs in this study. When IsoCal was turned off, the maximal offsets of the image centers were greater than 1.0 mm on the two Clinac machines. The method developed in this study can be used as a vendor-independent quality assurance tool to assess the isocentricity of the image centers and radiation central axes., (© 2018 The Authors. Journal of Applied Clinical Medical Physics published by Wiley Periodicals, Inc. on behalf of American Association of Physicists in Medicine.)
- Published
- 2018
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26. Patient-reported Urinary, Bowel, and Sexual Function After Hypofractionated Intensity-modulated Radiation Therapy for Prostate Cancer: Results From a Randomized Trial.
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Hoffman KE, Skinner H, Pugh TJ, Voong KR, Levy LB, Choi S, Frank SJ, Lee AK, Mahmood U, McGuire SE, Schlembach PJ, Du W, Johnson J, Kudchadker RJ, and Kuban DA
- Subjects
- Aged, Aged, 80 and over, Follow-Up Studies, Humans, Male, Middle Aged, Prognosis, Prospective Studies, Prostatic Neoplasms pathology, Radiation Dose Hypofractionation, Radiation Injuries diagnosis, Rectal Diseases diagnosis, Urination Disorders diagnosis, Patient Reported Outcome Measures, Prostatic Neoplasms radiotherapy, Radiation Injuries etiology, Radiotherapy, Intensity-Modulated adverse effects, Rectal Diseases etiology, Urination Disorders etiology
- Abstract
Objectives: Hypofractionated prostate radiotherapy may increase biologically effective dose delivered while shortening treatment duration, but information on patient-reported urinary, bowel, and sexual function after dose-escalated hypofractionated radiotherapy is limited. We report patient-reported outcomes (PROs) from a randomized trial comparing hypofractionated and conventional prostate radiotherapy., Methods: Men with localized prostate cancer were enrolled in a trial that randomized men to either conventionally fractionated intensity-modulated radiation therapy (CIMRT, 75.6 Gy in 1.8 Gy fractions) or to dose-escalated hypofractionated IMRT (HIMRT, 72 Gy in 2.4 Gy fractions). Questionnaires assessing urinary, bowel, and sexual function were completed pretreatment and at 2, 3, 4, and 5 years after treatment., Results: Of 203 eligible patients, 185 were evaluable for PROs. A total of 173 completed the pretreatment questionnaire (82 CIMRT, 91 HIMRT) and 102 completed the 2-year questionnaire (46 CIMRT, 56 HIMRT). Patients who completed PROs were similar to those who did not complete PROs (all P>0.05). Patient characteristics, clinical characteristics, and baseline symptoms were well balanced between the treatment arms (all P>0.05). There was no difference in patient-reported bowel (urgency, control, frequency, or blood per rectum), urinary (dysuria, hematuria, nocturia, leakage), or sexual symptoms (erections firm enough for intercourse) between treatment arms at 2, 3, 4, and 5 years after treatment (all P>0.01). Concordance between physician-assessed toxicity and PROs varied across urinary and bowel domains., Discussion: We did not detect an increase in patient-reported urinary, bowel, and sexual symptom burden after dose-escalated intensity-modulated prostate radiation therapy using a moderate hypofractionation regimen (72 Gy in 2.4 Gy fractions) compared with conventionally fractionated radiation.
- Published
- 2018
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27. A methodology to investigate the impact of image distortions on the radiation dose when using magnetic resonance images for planning.
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Yan Y, Yang J, Beddar S, Ibbott G, Wen Z, Court LE, Hwang KP, Kadbi M, Krishnan S, Fuller CD, Frank SJ, Yang J, Balter P, Kudchadker RJ, and Wang J
- Subjects
- Humans, Neoplasms diagnostic imaging, Neoplasms radiotherapy, Phantoms, Imaging, Radiotherapy Dosage, Radiotherapy, Intensity-Modulated, Tomography, X-Ray Computed, Magnetic Resonance Imaging, Radiation Dosage, Radiotherapy Planning, Computer-Assisted methods, Radiotherapy, Image-Guided methods
- Abstract
We developed a novel technique to study the impact of geometric distortion of magnetic resonance imaging (MRI) on intensity-modulated radiation therapy treatment planning. The measured 3D datasets of residual geometric distortion (a 1.5 T MRI component of an MRI linear accelerator system) was fitted with a second-order polynomial model to map the spatial dependence of geometric distortions. Then the geometric distortion model was applied to computed tomography (CT) image and structure data to simulate the distortion of MRI data and structures. Fourteen CT-based treatment plans were selected from patients treated for gastrointestinal, genitourinary, thoracic, head and neck, or spinal tumors. Plans based on the distorted CT and structure data were generated (as the distorted plans). Dose deviations of the distorted plans were calculated and compared with the original plans to study the dosimetric impact of MRI distortion. The MRI geometric distortion led to notable dose deviations in five of the 14 patients, causing loss of target coverage of up to 3.68% and dose deviations to organs at risk in three patients, increasing the mean dose to the chest wall by up to 6.19 Gy in a gastrointestinal patient, and increases the maximum dose to the lung by 5.17 Gy in a thoracic patient.
- Published
- 2018
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28. Comparison of prostate distortion by inflatable and rigid endorectal MRI coils in permanent prostate brachytherapy imaging.
- Author
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Martin GV, Kudchadker RJ, Bruno TL, Frank SJ, and Wang J
- Subjects
- Cross-Sectional Studies, Humans, Magnetic Resonance Imaging methods, Male, Brachytherapy, Magnetic Resonance Imaging instrumentation, Prostate diagnostic imaging, Prostatic Neoplasms diagnostic imaging, Prostatic Neoplasms radiotherapy
- Abstract
Purpose: To study the deformation of the prostate by a rigid reusable endorectal coil and a balloon-type endorectal coil (BTC) during MRI of the prostate in brachytherapy imaging., Methods and Materials: The prostate gland was contoured on 157 MRI scans from 52 prostate cancer patients undergoing brachytherapy. The curvature of the posterior prostate surface deformation was computed as a measure of prostate distortion and compared between scans with a BTC, rigid endorectal coil (REC), or no endorectal coil. For the nine patients who had MRIs with all three endorectal scenarios, a mean prostate deformation vector was also calculated between scenarios using deformable image registration. These measures of prostate distortion were compared with the prostate anterior-to-posterior to left-to-right ratio (AP/LR) on the largest prostate axial slice., Results: Significant differences in prostate curvature were found between scans without an endorectal coil versus a REC versus a BTC (p < 0.001). The mean prostate deformation was 3.9 mm due to the BTC and 2.0 mm for the REC (p = 0.012). The mean AP/LR ratio was 0.62 with a BTC versus 0.76 without a coil or 0.73 with a REC (p < 0.001), but no difference existed between scans with a REC versus no coil (p = 0.7). The AP/LR ratio showed moderate correlation with prostate curvature (r = 0.48), and with mean prostate deformation (r = -0.64 to 0.68)., Conclusions: The REC caused minimal deformation of the prostate compared with a BTC with adequate MR image quality, and calculation of the cross-sectional AP/LR ratio on the largest axial prostate slice can serve as a simple measure of prostate distortion., (Published by Elsevier Inc.)
- Published
- 2018
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29. Patient-reported health-related quality of life for men treated with low-dose-rate prostate brachytherapy as monotherapy with 125-iodine, 103-palladium, or 131-cesium: Results of a prospective phase II study.
- Author
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Blanchard P, Pugh TJ, Swanson DA, Mahmood U, Chen HC, Wang X, Graber WJ, Kudchadker RJ, Bruno T, Feeley T, and Frank SJ
- Subjects
- Aged, Brachytherapy economics, Cesium Radioisotopes economics, Follow-Up Studies, Health Care Costs, Humans, Iodine Radioisotopes economics, Male, Middle Aged, Palladium economics, Patient Reported Outcome Measures, Prospective Studies, Radioisotopes economics, Rectal Diseases etiology, Rectal Diseases physiopathology, Sexual Dysfunction, Physiological etiology, Urologic Diseases etiology, Urologic Diseases physiopathology, Brachytherapy adverse effects, Cesium Radioisotopes therapeutic use, Iodine Radioisotopes therapeutic use, Palladium therapeutic use, Prostatic Neoplasms radiotherapy, Quality of Life, Radioisotopes therapeutic use
- Abstract
Purpose: To compare quality of life (QoL) after brachytherapy with one of the three approved radioactive isotopes., Methods and Materials: Patients with mostly favorable intermediate-risk prostate cancer were treated on this prospective phase II trial with brachytherapy as monotherapy, without hormonal therapy. QoL was recorded at baseline and each follow-up by using the Expanded Prostate Cancer Index Composite instrument. The minimal clinically important difference was defined as half the standard deviation of the baseline score for each domain. Mixed effect models were used to compare the different isotopes, and time-driven activity-based costing was used to compute costs., Results: From 2006 to 2013, 300 patients were treated with iodine-125 (I-125, n = 98, prescribed dose [PD] = 145 Gy), palladium-103 (Pd-103, n = 102, PD = 125 Gy), or cesium-131 (Cs-131, n = 100, PD = 115 Gy). Median age was 64.9 years. Median follow-up time was 5.1 years for the entire cohort, and 7.1, 4.8 and 3.3 years for I-125, Pd-103, and Cs-131 groups, respectively. All three isotope groups showed an initial drop in QoL at first follow-up, which gradually improved over the first 2 years for urinary and bowel domains. QoL profiles were similar between I-125 and Pd-103, whereas Cs-131 showed a statistically significant decrease in QoL regarding bowel and sexual function at 12 months compared with Pd-103. However, these differences did not reach the minimal clinically important difference. Compared with I-125, the use of Pd-103 or Cs-131 resulted in cost increases of 18% and 34% respectively., Conclusions: The three different isotopes produced a similar QoL profile. Statistically significant differences favored Pd-103/I-125 over Cs-131 for bowel and sexual QoL, but this did not reach clinical significance., (Copyright © 2017 American Brachytherapy Society. Published by Elsevier Inc. All rights reserved.)
- Published
- 2018
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30. Prospective Phase 2 Trial of Permanent Seed Implantation Prostate Brachytherapy for Intermediate-Risk Localized Prostate Cancer: Efficacy, Toxicity, and Quality of Life Outcomes.
- Author
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Frank SJ, Pugh TJ, Blanchard P, Mahmood U, Graber WJ, Kudchadker RJ, Davis JW, Kim J, Choi H, Troncoso P, Kuban DA, Choi S, McGuire S, Hoffman KE, Chen HC, Wang X, and Swanson DA
- Subjects
- Adult, Aged, Aged, 80 and over, Brachytherapy adverse effects, Humans, Male, Middle Aged, Prospective Studies, Prostate-Specific Antigen analysis, Prostatic Neoplasms blood, Prostatic Neoplasms psychology, Risk, Brachytherapy methods, Prostatic Neoplasms radiotherapy, Quality of Life
- Abstract
Purpose: To report the efficacy, physician-reported toxicity, and patient-reported outcomes of men with intermediate-risk prostate cancer after brachytherapy in a prospective phase 2 trial., Methods and Materials: This prospective phase 2 trial involved 300 patients with previously untreated prostate cancer treated from 2006 through 2013. Eligible patients had ≤cT2b (T3 excluded according to magnetic resonance imaging), Gleason score (GS) 6 with prostate-specific antigen (PSA) level 10-15 ng/mL, or GS 7 with PSA <10 ng/mL, and were treated with prostate brachytherapy (without hormonal therapy)., Results: Median patient age was 64.9 years; 3.7% had GS 6, 78.7% had GS 7 (3+4), and 17.7% had GS 7 (4+3). Median follow-up time was 5.1 years. Median PSA at 5 years was 0.01 ng/mL (range, 0-6.0 ng/mL). Ten biochemical failures occurred, for a 5-year freedom from biochemical failure rate of 97.3% (95% confidence interval [CI], 95.1-99.5), and 16 patients died, only 1 from prostate cancer, for 5-year rates of overall and biochemical progression-free survival of 94.9% (95% CI, 92.1-97.9) and 92.7% (95% CI, 89.3-96.2%). Four patients had late grade 3 genitourinary toxicity, and 2 patients had late grade 3 rectal toxicity; no grade 4 or 5 toxicity was observed. Rates of "moderate or big problems" at 4 years were 7.4% for urinary (vs 0.4% at baseline), 2.9% bowel (vs 0.4%), and 29.7% sexual function (vs 19.7%). Most men were "satisfied or extremely satisfied" (91% at 2 years after treatment and 93% at 4 years)., Conclusions: Brachytherapy monotherapy is safe and effective and leads to good quality of life for some men with localized intermediate-risk prostate cancer., (Copyright © 2017 The Authors. Published by Elsevier Inc. All rights reserved.)
- Published
- 2018
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31. Pulse sequence considerations for simulation and postimplant dosimetry of prostate brachytherapy.
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Ma J, Moerland MA, Venkatesan AM, Bathala TK, Kudchadker RJ, Brock KK, and Frank SJ
- Abstract
Purpose: The purpose of this work is to present a brief review of MRI physics principles pertinent to prostate brachytherapy, and a summary of our experience in optimizing protocols for prostate brachytherapy applications., Methods and Materials: We summarized essential MR imaging characteristics and their interplays that need to be considered for prostate brachytherapy applications. These include spatial resolution, signal-to-noise ratio, image contrast, artifacts, geometric distortion, specific absorption rate, and total scan time. We further described the optimization of the protocols for three pulse sequences: three-dimensional (3D) fast-spoiled gradient echo sequence for T1-weighted imaging, 3D fast-spin echo sequence for T2-weighted imaging, and 3D fast imaging in steady-state precession sequence for combined T1 and T2-weighed imaging. The utilization of an endorectal coil was also described., Results: Using the optimized protocols, we acquired high-quality images of the entire prostate within 3-5 minutes for each sequence. These images display the desired image contrasts and a spatial resolution that is equal to or better than 0.59 mm × 0.73 mm × 1.2 mm. While 3D fast-spoiled gradient echo sequence and 3D fast-spin echo sequence depict radioactive seed markers and anatomic structures separately, 3D fast imaging in steady-state precession sequence demonstrates great promise for imaging both seed markers and prostate anatomy simultaneously in a single acquisition., Conclusions: We have optimized current MRI protocols and demonstrated that the anatomic structures and positive contrast radioactive seed markers for prostate post-implant dosimetry can be adequately imaged either separately or simultaneously using different pulse sequences within a total scan time of 3-5 minutes each., (Copyright © 2016 American Brachytherapy Society. Published by Elsevier Inc. All rights reserved.)
- Published
- 2017
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32. Permanent prostate brachytherapy pubic arch evaluation with diagnostic magnetic resonance imaging.
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Martin GV, Pugh TJ, Mahmood U, Kudchadker RJ, Wang J, Bruno TL, Bathala T, and Frank SJ
- Abstract
Purpose: Pubic arch interference (PAI), when it occurs, is often a limiting factor for patients pursuing brachytherapy treatment of prostate cancer. Pre-brachytherapy pubic arch evaluation is often performed by CT or transrectal ultrasound (TRUS), but MRI has increasingly replaced these modalities for prostate cancer evaluation. The purpose of this study was to determine if staging MRI could be used to evaluate PAI and compare it with these other imaging methods., Methods and Materials: Forty-one consecutive patients undergoing brachytherapy evaluation had pelvic MRI-, CT-, and TRUS-based brachytherapy simulation. Pubic arch overlap on T2-weighted MRI and CT was determined by contouring the prostate gland on its largest axial slice and superimposing this contour onto the pubic arch bones. The largest degree of overlap of the prostate gland on MRI and CT was used to predict the existence of PAI as determined by TRUS-based simulation. The correlation between prostate contour overlap was also compared between MRI and CT., Results: Nineteen patients (48%) exhibited PAI on TRUS brachytherapy simulation evaluation. The average (±standard error) amount of prostate contour overlap on the pubic arch on CT was 2.9 ± 0.6 mm and on MRI was 2.0 ± 0.6 mm (linear correlation, R, of 0.783, p < 0.001). CT and MRI were equally predictive of PAI on TRUS evaluation (area under the curve = 0.75)., Conclusion: Pre-brachytherapy pubic arch assessment with diagnostic MRI provides similar predictability of PAI compared with CT, potentially obviating the need for additional pre-brachytherapy CT in the setting of staging MRI., (Copyright © 2017 American Brachytherapy Society. Published by Elsevier Inc. All rights reserved.)
- Published
- 2017
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33. Permanent prostate brachytherapy postimplant magnetic resonance imaging dosimetry using positive contrast magnetic resonance imaging markers.
- Author
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Martin GV, Pugh TJ, Mahmood U, Kudchadker RJ, Wang J, Bruno TL, Bathala T, Blanchard P, and Frank SJ
- Abstract
Purpose: Permanent prostate brachytherapy dosimetry using computed tomography-magnetic resonance imaging (CT-MRI) fusion combines the anatomic detail of MRI with seed localization on CT but requires multimodality imaging acquisition and fusion. The purpose of this study was to compare the utility of MRI only postimplant dosimetry to standard CT-MRI fusion-based dosimetry., Methods and Materials: Twenty-three patients undergoing permanent prostate brachytherapy with use of positive contrast MRI markers were included in this study. Dose calculation to the whole prostate, apex, mid-gland, and base was performed via standard CT-MRI fusion and MRI only dosimetry with prostate delineated on the same T2 MRI sequence. The 3-dimensional (3D) distances between seed positions of these two methods were also evaluated. Wilcoxon-matched-pair signed-rank test compared the D90 and V100 of the prostate and its sectors between methods., Results: The day 0 D90 and V100 for the prostate were 98% versus 94% and 88% versus 86% for CT-MRI fusion and MRI only dosimetry. There were no differences in the D90 or V100 of the whole prostate, mid-gland, or base between dosimetric methods (p > 0.19), but prostate apex D90 was high by 13% with MRI dosimetry (p = 0.034). The average distance between seeds on CT-MRI fusion and MRI alone was 5.5 mm. After additional automated rigid registration of 3D seed positions, the average distance between seeds was 0.3 mm, and the previously observed differences in apex dose between methods was eliminated (p > 0.11)., Conclusions: Permanent prostate brachytherapy dosimetry based only on MRI using positive contrast MRI markers is feasible, accurate, and reduces the uncertainties arising from CT-MRI fusion abating the need for postimplant multimodality imaging., (Copyright © 2017 American Brachytherapy Society. Published by Elsevier Inc. All rights reserved.)
- Published
- 2017
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34. Prostate brachytherapy, either alone or in combination with external beam radiation, is associated with longer overall survival in men with favorable pathologic Group 4 (Gleason score 8) prostate cancer.
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Jackson MW, Amini A, Jones BL, Kavanagh B, Maroni P, Frank SJ, Mahmood U, Kudchadker RJ, and Pugh TJ
- Abstract
Purpose: Conventional prostate cancer risk stratification results in considerable heterogeneity within each prognostic group. Men with pathologic grade Group 4 (Gleason score 8) but otherwise low-risk features have been identified as a favorable subset of high-risk prostate cancer. Given recent randomized data supporting improved cancer outcome with brachytherapy in intermediate- and high-risk prostate cancer, we sought to evaluate brachytherapy utilization and overall survival (OS) for these patients., Methods and Materials: We queried the National Cancer Database for clinical T1c-T2a N0 M0 prostate cancer with prostate-specific antigen <10 ng/mL and Gleason score 8 adenocarcinoma on biopsy. All patients received androgen deprivation therapy and either external beam radiation therapy (EBRT) alone, brachytherapy alone, or a combination of EBRT with brachytherapy boost (brachytherapy + EBRT). Kaplan-Meier OS estimates as well as univariate and multivariate Cox proportional hazards regression analyses were performed. Propensity score-matched analyses were performed to further control for baseline confounders., Results: Four thousand four hundred ninety-six patients were identified with a median followup of 62.5 months (range, 2.3-119.8). Median age was 72 years (range, 41-90+). Utilization of brachytherapy decreased from 2004 to 2009. The odds ratio for brachytherapy by year (continuous variable) was 0.86 (p < 0.001). Five-year OS was 84%, 88%, and 89% for the EBRT alone, brachytherapy alone, and brachytherapy + EBRT groups, respectively. On multivariate analysis, higher median income, low comorbidity score, and treatment with brachytherapy alone (hazard ratio, 0.66; p = 0.005) or brachytherapy + EBRT (hazard ratio, 0.70; p = 0.001) remained associated with longer OS. Propensity score matching confirmed longer OS associated with either brachytherapy regimen., Conclusions: Of those men with World Health Organization pathologic grade Group 4 (Gleason score 8) prostate cancer and otherwise favorable prognostic features treated with androgen deprivation therapy and radiation therapy, longer OS was achieved when prostate brachytherapy was included, whether used alone or in combination with supplemental EBRT. In spite of these excellent outcomes, prostate brachytherapy utilization is declining in the United States., (Copyright © 2017 American Brachytherapy Society. Published by Elsevier Inc. All rights reserved.)
- Published
- 2017
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35. Magnetic resonance imaging basics for the prostate brachytherapist.
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Wang J, Tanderup K, Cunha A, Damato AL, Cohen GN, Kudchadker RJ, and Mourtada F
- Abstract
Magnetic resonance imaging (MRI) is increasingly being used in radiation therapy, and integration of MRI into brachytherapy in particular is becoming more common. We present here a systematic review of the basic physics and technical aspects of incorporating MRI into prostate brachytherapy. Terminology and MRI system components are reviewed along with typical work flows in prostate high-dose-rate and low-dose-rate brachytherapy. In general, the brachytherapy workflow consists of five key components: diagnosis, implantation, treatment planning (scan + plan), implant verification, and delivery. MRI integration is discussed for diagnosis; treatment planning; and MRI-guided brachytherapy implants, in which MRI is used to guide the physical insertion of the brachytherapy applicator or needles. Considerations and challenges for establishing an MRI brachytherapy program are also discussed., (Copyright © 2017 American Brachytherapy Society. Published by Elsevier Inc. All rights reserved.)
- Published
- 2017
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36. Out-of-field doses and neutron dose equivalents for electron beams from modern Varian and Elekta linear accelerators.
- Author
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Cardenas CE, Nitsch PL, Kudchadker RJ, Howell RM, and Kry SF
- Subjects
- Algorithms, Humans, Photons, Radiometry instrumentation, Radiotherapy Dosage, Radiotherapy Planning, Computer-Assisted instrumentation, Radiotherapy, High-Energy instrumentation, Water, Electrons, Neutrons, Particle Accelerators, Phantoms, Imaging, Radiometry methods, Radiotherapy Planning, Computer-Assisted methods, Radiotherapy, High-Energy methods
- Abstract
Out-of-field doses from radiotherapy can cause harmful side effects or eventually lead to secondary cancers. Scattered doses outside the applicator field, neutron source strength values, and neutron dose equivalents have not been broadly investigated for high-energy electron beams. To better understand the extent of these exposures, we measured out-of-field dose characteristics of electron applicators for high-energy electron beams on two Varian 21iXs, a Varian TrueBeam, and an Elekta Versa HD operating at various energy levels. Out-of-field dose profiles and percent depth-dose curves were measured in a Wellhofer water phantom using a Farmer ion chamber. Neutron dose was assessed using a combination of moderator buckets and gold activation foils placed on the treatment couch at various locations in the patient plane on both the Varian 21iX and Elekta Versa HD linear accelerators. Our findings showed that out-of-field electron doses were highest for the highest electron energies. These doses typically decreased with increasing distance from the field edge but showed substantial increases over some distance ranges. The Elekta linear accelerator had higher electron out-of-field doses than the Varian units examined, and the Elekta dose profiles exhibited a second dose peak about 20 to 30 cm from central-axis, which was found to be higher than typical out-of-field doses from photon beams. Electron doses decreased sharply with depth before becoming nearly constant; the dose was found to decrease to a depth of approximately E(MeV)/4 in cm. With respect to neutron dosimetry, Q values and neutron dose equivalents increased with electron beam energy. Neutron contamination from electron beams was found to be much lower than that from photon beams. Even though the neutron dose equivalent for electron beams represented a small portion of neutron doses observed under photon beams, neutron doses from electron beams may need to be considered for special cases.
- Published
- 2016
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37. Effect of pulse sequence parameter selection on signal strength in positive-contrast MRI markers for MRI-based prostate postimplant assessment.
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Lim TY, Kudchadker RJ, Wang J, Stafford RJ, MacLellan C, Rao A, Ibbott GS, and Frank SJ
- Subjects
- Artifacts, Computer Simulation, Humans, Imaging, Three-Dimensional, Male, Phantoms, Imaging, Prostatic Neoplasms diagnostic imaging, Prostatic Neoplasms radiotherapy, Radiometry instrumentation, Radiometry methods, Brachytherapy instrumentation, Brachytherapy methods, Fiducial Markers, Magnetic Resonance Imaging instrumentation, Magnetic Resonance Imaging methods, Prostate diagnostic imaging
- Abstract
Purpose: For postimplant dosimetric assessment, computed tomography (CT) is commonly used to identify prostate brachytherapy seeds, at the expense of accurate anatomical contouring. Magnetic resonance imaging (MRI) is superior to CT for anatomical delineation, but identification of the negative-contrast seeds is challenging. Positive-contrast MRI markers were proposed to replace spacers to assist seed localization on MRI images. Visualization of these markers under varying scan parameters was investigated., Methods: To simulate a clinical scenario, a prostate phantom was implanted with 66 markers and 86 seeds, and imaged on a 3.0T MRI scanner using a 3D fast radiofrequency-spoiled gradient recalled echo acquisition with various combinations of scan parameters. Scan parameters, including flip angle, number of excitations, bandwidth, field-of-view, slice thickness, and encoding steps were systematically varied to study their effects on signal, noise, scan time, image resolution, and artifacts., Results: The effects of pulse sequence parameter selection on the marker signal strength and image noise were characterized. The authors also examined the tradeoff between signal-to-noise ratio, scan time, and image artifacts, such as the wraparound artifact, susceptibility artifact, chemical shift artifact, and partial volume averaging artifact. Given reasonable scan time and managable artifacts, the authors recommended scan parameter combinations that can provide robust visualization of the MRI markers., Conclusions: The recommended MRI pulse sequence protocol allows for consistent visualization of the markers to assist seed localization, potentially enabling MRI-only prostate postimplant dosimetry.
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- 2016
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38. Development of a magnetic resonance imaging protocol to visualize encapsulated contrast agent markers in prostate brachytherapy recipients: initial patient experience.
- Author
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Lim TY, Kudchadker RJ, Wang J, Bathala T, Szklaruk J, Pugh TJ, Mahmood U, Ibbott GS, and Frank SJ
- Abstract
Purpose: Computed tomography (CT)-based prostate post-implant dosimetry allows for definitive seed localization but is associated with high interobserver variation in prostate contouring. Currently, magnetic resonance imaging (MRI)-based post-implant dosimetry allows for accurate anatomical delineation but is limited due to inconsistent seed localization. Encapsulated contrast agent markers were previously proposed to overcome the seed localization limitation on MRI images by placing hyperintense markers adjacent to hypointense seeds. The aim of this study was to assess the appearance of these markers in prostatic tissue, and develop an MRI protocol to enable marker visualization., Material and Methods: We acquired MRI scans in prostate implant patients (n = 10) on day 0 (day of implant) and day 30 (month after implant). Before implantation of the markers, the routine post-implant MRI protocol included a 3D T2-weighted fast-spin-echo (FSE) sequence with which markers and seeds could not be clearly visualized. To visualize the MRI markers, a 3D fast radiofrequency-spoiled gradient-recalled echo (FSPGR) sequence was evaluated for marker and seed visibility, as well as prostate boundary definitions., Results: The 3D FSPGR sequence allowed for the visualization of markers in the prostate, enabling the distinction of signal voids as seeds versus needle tracks. The updated post-implant MRI protocol consists of this 3D FSPGR scan and an optional 3D T2-weighted FSE scan. The optional 3D T2-weighted FSE sequence may be employed to better visualize intraprostatic detail. We also described the observed image artifacts, including seed susceptibility, marker chemical shift, partial volume averaging, motion, and wraparound artifacts., Conclusions: We have demonstrated an MRI protocol for use with hyperintense encapsulated contrast agent markers to assist in the identification of hypointense seeds.
- Published
- 2016
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39. Defining the value framework for prostate brachytherapy using patient-centered outcome metrics and time-driven activity-based costing.
- Author
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Thaker NG, Pugh TJ, Mahmood U, Choi S, Spinks TE, Martin NE, Sio TT, Kudchadker RJ, Kaplan RS, Kuban DA, Swanson DA, Orio PF, Zelefsky MJ, Cox BW, Potters L, Buchholz TA, Feeley TW, and Frank SJ
- Subjects
- Aged, Aged, 80 and over, Data Display, Disease-Free Survival, Follow-Up Studies, Humans, Magnetic Resonance Imaging economics, Male, Middle Aged, Neoplasm Recurrence, Local etiology, Patient-Centered Care, Prostate-Specific Antigen, Prostatic Neoplasms diagnostic imaging, Survival Rate, Time Factors, Treatment Outcome, Brachytherapy adverse effects, Brachytherapy economics, Cost-Benefit Analysis methods, Health Care Costs, Patient Reported Outcome Measures, Prostatic Neoplasms radiotherapy
- Abstract
Purpose: Value, defined as outcomes over costs, has been proposed as a measure to evaluate prostate cancer (PCa) treatments. We analyzed standardized outcomes and time-driven activity-based costing (TDABC) for prostate brachytherapy (PBT) to define a value framework., Methods and Materials: Patients with low-risk PCa treated with low-dose-rate PBT between 1998 and 2009 were included. Outcomes were recorded according to the International Consortium for Health Outcomes Measurement standard set, which includes acute toxicity, patient-reported outcomes, and recurrence and survival outcomes. Patient-level costs to 1 year after PBT were collected using TDABC. Process mapping and radar chart analyses were conducted to visualize this value framework., Results: A total of 238 men were eligible for analysis. Median age was 64 (range, 46-81). Median followup was 5 years (0.5-12.1). There were no acute Grade 3-5 complications. Expanded Prostate Cancer Index Composite 50 scores were favorable, with no clinically significant changes from baseline to last followup at 48 months for urinary incontinence/bother, bowel bother, sexual function, and vitality. Ten-year outcomes were favorable, including biochemical failure-free survival of 84.1%, metastasis-free survival 99.6%, PCa-specific survival 100%, and overall survival 88.6%. TDABC analysis demonstrated low resource utilization for PBT, with 41% and 10% of costs occurring in the operating room and with the MRI scan, respectively. The radar chart allowed direct visualization of outcomes and costs., Conclusions: We successfully created a visual framework to define the value of PBT using the International Consortium for Health Outcomes Measurement standard set and TDABC costs. PBT is associated with excellent outcomes and low costs. Widespread adoption of this methodology will enable value comparisons across providers, institutions, and treatment modalities., (Copyright © 2016 American Brachytherapy Society. Published by Elsevier Inc. All rights reserved.)
- Published
- 2016
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40. On the selection of gantry and collimator angles for isocenter localization using Winston-Lutz tests.
- Author
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Du W, Johnson JL, Jiang W, and Kudchadker RJ
- Subjects
- Humans, Software, Image Processing, Computer-Assisted methods, Particle Accelerators instrumentation, Phantoms, Imaging
- Abstract
In Winston-Lutz (WL) tests, the isocenter of a linear accelerator (linac) is determined as the intersection of radiation central axes (CAX) from multiple gantry, collimator, and couch angles. It is well known that the CAX can wobble due to mechanical imperfections of the linac. Previous studies suggested that the wobble varies with gantry and collimator angles. Therefore, the isocenter determined in the WL tests has a profound dependence on the gantry and collimator angles at which CAX are sampled. In this study, we evaluated the systematic and random errors in the iso-centers determined with different CAX sampling schemes. Digital WL tests were performed on six linacs. For each WL test, 63 CAX were sampled at nine gantry angles and seven collimator angles. Subsets of these data were used to simulate the effects of various CAX sampling schemes. An isocenter was calculated from each subset of CAX and compared against the reference isocenter, which was calculated from 48 opposing CAX. The differences between the calculated isocenters and the reference isocenters ranged from 0 to 0.8 mm. The differences diminished to less than 0.2 mm when 24 or more CAX were sampled. Isocenters determined with collimator 0° were vertically lower than those determined with collimator 90° and 270°. Isocenter localization errors in the longitudinal direction (along the axis of gantry rotation) showed a strong dependence on the collimator angle selected. The errors in all directions were significantly reduced when opposing collimator angles and opposing gantry angles were employed. The isocenter localization errors were less than 0.2 mm with the common CAX sampling scheme, which used four cardinal gantry angles and two opposing collimator angles. Reproducibility stud-ies on one linac showed that the mean and maximum variations of CAX during the WL tests were 0.053 mm and 0.30 mm, respectively. The maximal variation in the resulting isocenters was 0.068 mm if 48 CAX were used, or 0.13 mm if four CAX were used. Quantitative results from this study are useful for understanding and minimizing the isocenter uncertainty in WL tests.
- Published
- 2016
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41. Evaluation of the MIM Symphony treatment planning system for low-dose-rate- prostate brachytherapy.
- Author
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Dhanesar SK, Lim TY, Du W, Bruno TL, Frank SJ, and Kudchadker RJ
- Subjects
- Algorithms, Humans, Iodine Radioisotopes, Male, Monte Carlo Method, Prostate radiation effects, Radiotherapy Dosage, Brachytherapy, Phantoms, Imaging, Prostatic Neoplasms radiotherapy, Radiotherapy Planning, Computer-Assisted methods, Software
- Abstract
MIM Symphony is a recently introduced low-dose-rate prostate brachytherapy treatment planning system (TPS). We evaluated the dosimetric and planning accuracy of this new TPS compared to the universally used VariSeed TPS. For dosimetric evaluation of the MIM Symphony version 5.4 TPS, we compared dose calculations from the MIM Symphony TPS with the formalism recommended by the American Association of Physicists in Medicine Task Group 43 report (TG-43) and those generated by the VariSeed version 8.0 TPS for iodine-125 (I-125; Models 6711 and IAI-125A), palladium-103 (Pd-103; Model 200), and cesium-131 (Cs-131; Model Cs-1). Validation was performed for both line source and point source approximations. As part of the treatment planning validation, first a QA phantom (CIRS Brachytherapy QA Phantom Model 045 SN#D7210-3) containing three ellipsoid objects with certified volumes was scanned in order to check the volume accuracy of the contoured structures in MIM Symphony. Then the DICOM data containing 100 patient plans from the VariSeed TPS were imported into the MIM Symphony TPS. The 100 plans included 25 each of I-125 pre-implant plans, Pd-103 pre-implant plans, I-125 Day 30 plans (i.e., from 1 month after implantation), and Pd-103 Day 30 plans. The dosimetric parameters (including prostate volume, prostate D90 values, and rectum V100 values) of the 100 plans were calculated independently on the two TPSs. Other TPS tests that were done included verification of source input and geometrical accuracy, data transfer between different planning systems, text printout, 2D dose plots, DVH printout, and template grid accuracy. According to the line source formalism, the dosimetric results between the MIM Symphony TPS and TG-43 were within 0.5% (0.02 Gy) for r > 1 cm. In the line source approximation validation, MIM Symphony TPS values agreed with VariSeed TPS values to within 0.5% (0.09 Gy) for r > 1 cm. Similarly, in point source approximation validation, the MIM Symphony values agreed to within 1% of the TG-43 and VariSeed values for r > 1 cm. The volume calculations obtained from the MIM Symphony TPS for the CIRS Brachytherapy QA Phantom were within 1% of the actual volume of the phantom. For the clinical cases, the volume and dosimetric parameter calculations for the prostate and rectum did not differ substantially between the pre-implant and Day 30 plans. Overall, our investigations showed negligible differences in dosimetry calculations and planning parameters between the two TPSs. The tests done to check the performance of the MIM Symphony TPS, such as the library data, data transfer, isodose and DVH printout, were found to be satisfactory. On the basis of these results, we conclude that the MIM Symphony TPS can be used as an alternative to the VariSeed TPS for low-dose-rate prostate brachytherapy.
- Published
- 2015
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42. Sexual potency preservation and quality of life after prostate brachytherapy and low-dose tadalafil.
- Author
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Pugh TJ, Mahmood U, Swanson DA, Munsell MF, Wang R, Kudchadker RJ, Bruno TL, and Frank SJ
- Subjects
- Adult, Aged, Aged, 80 and over, Brachytherapy methods, Carbolines administration & dosage, Drug Administration Schedule, Erectile Dysfunction prevention & control, Humans, Male, Middle Aged, Penile Erection radiation effects, Phosphodiesterase 5 Inhibitors administration & dosage, Prospective Studies, Prostatic Neoplasms rehabilitation, Radiation Injuries etiology, Surveys and Questionnaires, Tadalafil, Brachytherapy adverse effects, Carbolines therapeutic use, Erectile Dysfunction etiology, Phosphodiesterase 5 Inhibitors therapeutic use, Prostatic Neoplasms radiotherapy, Quality of Life
- Abstract
Purpose: To prospectively determine sexual function, bother, and potency preservation in men treated with prostate brachytherapy and twice-weekly tadalafil., Methods and Materials: From 2005 to 2011, men treated with low-dose-rate prostate brachytherapy were treated on a prospective registration study. All patients were prescribed tadalafil 10mg twice weekly. The expanded prostate cancer index composite questionnaire was administered before treatment and at each followup. A subgroup analysis of men with sexual potency at baseline was performed., Results: A total of 237 men were analyzed. Median age was 64 years (range, 44-86). Median followup was 24.8 months (range, 1-60). At baseline, 175 men (74%) reported erections firm enough for sexual activity and 148 (62%) were potent (erections firm enough for intercourse). Statistically significant changes in sexual function/bother were appreciated from baseline throughout the analysis period, although absolute changes were relatively small and did not meet criteria for clinical significance. At 24-months followup, 72% reported erections firm enough for sexual activity and 56% were potent. Of men with potency at baseline, 89% had erections firm enough for sexual activity and 76% remained potent 24 months after treatment., Conclusions: Peri-procedural tadalafil and prostate brachytherapy resulted in high rates of sexual potency preservation and no clinically significant effect on sexual quality of life., (Copyright © 2015 American Brachytherapy Society. Published by Elsevier Inc. All rights reserved.)
- Published
- 2015
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43. Establishing high-quality prostate brachytherapy using a phantom simulator training program.
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Thaker NG, Kudchadker RJ, Swanson DA, Albert JM, Mahmood U, Pugh TJ, Boehling NS, Bruno TL, Prestidge BR, Crook JM, Cox BW, Potters L, Moran BJ, Keyes M, Kuban DA, and Frank SJ
- Subjects
- Brachytherapy methods, Humans, Internship and Residency, Learning Curve, Male, Prostatic Neoplasms diagnostic imaging, Ultrasonography, Interventional, Brachytherapy standards, Iodine Radioisotopes administration & dosage, Phantoms, Imaging standards, Prostatic Neoplasms radiotherapy, Radiation Oncology education
- Abstract
Purpose: To design and implement a unique training program that uses a phantom-based simulator to teach the process of prostate brachytherapy (PB) quality assurance and improve the quality of education., Methods and Materials: Trainees in our simulator program were practicing radiation oncologists, radiation oncology residents, and fellows of the American Brachytherapy Society. The program emphasized 6 core areas of quality assurance: patient selection, simulation, treatment planning, implant technique, treatment evaluation, and outcome assessment. Using the Iodine 125 ((125)I) preoperative treatment planning technique, trainees implanted their ultrasound phantoms with dummy seeds (ie, seeds with no activity). Pre- and postimplant dosimetric parameters were compared and correlated using regression analysis., Results: Thirty-one trainees successfully completed the simulator program during the period under study. The mean phantom prostate size, number of seeds used, and total activity were generally consistent between trainees. All trainees met the V100 >95% objective both before and after implantation. Regardless of the initial volume of the prostate phantom, trainees' ability to cover the target volume with at least 100% of the dose (V100) was not compromised (R=0.99 pre- and postimplant). However, the V150 had lower concordance (R=0.37) and may better reflect heterogeneity control of the implant process., Conclusions: Analysis of implants from this phantom-based simulator shows a high degree of consistency between trainees and uniformly high-quality implants with respect to parameters used in clinical practice. This training program provides a valuable educational opportunity that improves the quality of PB training and likely accelerates the learning curve inherent in PB. Prostate phantom implantation can be a valuable first step in the acquisition of the required skills to safely perform PB., (Copyright © 2014 Elsevier Inc. All rights reserved.)
- Published
- 2014
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44. Forecasting longitudinal changes in oropharyngeal tumor morphology throughout the course of head and neck radiation therapy.
- Author
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Yock AD, Rao A, Dong L, Beadle BM, Garden AS, Kudchadker RJ, and Court LE
- Subjects
- Adult, Aged, Disease Progression, Forecasting, Humans, Linear Models, Middle Aged, Oropharyngeal Neoplasms diagnosis, Prognosis, Randomized Controlled Trials as Topic, Retrospective Studies, Time, Tomography, X-Ray Computed, Tumor Burden radiation effects, Models, Biological, Oropharyngeal Neoplasms pathology, Oropharyngeal Neoplasms radiotherapy, Radiotherapy, Intensity-Modulated methods
- Abstract
Purpose: To create models that forecast longitudinal trends in changing tumor morphology and to evaluate and compare their predictive potential throughout the course of radiation therapy., Methods: Two morphology feature vectors were used to describe 35 gross tumor volumes (GTVs) throughout the course of intensity-modulated radiation therapy for oropharyngeal tumors. The feature vectors comprised the coordinates of the GTV centroids and a description of GTV shape using either interlandmark distances or a spherical harmonic decomposition of these distances. The change in the morphology feature vector observed at 33 time points throughout the course of treatment was described using static, linear, and mean models. Models were adjusted at 0, 1, 2, 3, or 5 different time points (adjustment points) to improve prediction accuracy. The potential of these models to forecast GTV morphology was evaluated using leave-one-out cross-validation, and the accuracy of the models was compared using Wilcoxon signed-rank tests., Results: Adding a single adjustment point to the static model without any adjustment points decreased the median error in forecasting the position of GTV surface landmarks by the largest amount (1.2 mm). Additional adjustment points further decreased the forecast error by about 0.4 mm each. Selection of the linear model decreased the forecast error for both the distance-based and spherical harmonic morphology descriptors (0.2 mm), while the mean model decreased the forecast error for the distance-based descriptor only (0.2 mm). The magnitude and statistical significance of these improvements decreased with each additional adjustment point, and the effect from model selection was not as large as that from adding the initial points., Conclusions: The authors present models that anticipate longitudinal changes in tumor morphology using various models and model adjustment schemes. The accuracy of these models depended on their form, and the utility of these models includes the characterization of patient-specific response with implications for treatment management and research study design.
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- 2014
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45. MRI characterization of cobalt dichloride-N-acetyl cysteine (C4) contrast agent marker for prostate brachytherapy.
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Lim TY, Stafford RJ, Kudchadker RJ, Sankaranarayanapillai M, Ibbott G, Rao A, Martirosyan KS, and Frank SJ
- Subjects
- Humans, Male, Temperature, Time Factors, Acetylcysteine, Brachytherapy standards, Contrast Media, Fiducial Markers, Magnetic Resonance Imaging, Prostatic Neoplasms diagnosis, Prostatic Neoplasms radiotherapy
- Abstract
Brachytherapy, a radiotherapy technique for treating prostate cancer, involves the implantation of numerous radioactive seeds into the prostate. While the implanted seeds can be easily identified on a computed tomography image, distinguishing the prostate and surrounding soft tissues is not as straightforward. Magnetic resonance imaging (MRI) offers superior anatomical delineation, but the seeds appear as dark voids and are difficult to identify, thus creating a conundrum. Cobalt dichloride-N-acetyl-cysteine (C4) has previously been shown to be promising as an encapsulated contrast agent marker. We performed spin-lattice relaxation time (T1) and spin-spin relaxation time (T2) measurements of C4 solutions with varying cobalt dichloride concentrations to determine the corresponding relaxivities, r1 and r2. These relaxation parameters were investigated at different field strengths, temperatures and orientations. T1 measurements obtained at 1.5 and 3.0 T, as well as at room and body temperature, showed that r1 is field-independent and temperature-independent. Conversely, the T2 values at 3.0 T were shorter than at 1.5 T, while the T2 values at body temperature were slightly higher than at room temperature. By examining the relaxivities with the C4 vials aligned in three different planes, we found no orientation-dependence. With these relaxation characteristics, we aim to develop pulse sequences that will enhance the C4 signal against prostatic stroma. Ultimately, the use of C4 as a positive contrast agent marker will encourage the use of MRI to obtain an accurate representation of the radiation dose delivered to the prostate and surrounding normal anatomical structures.
- Published
- 2014
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46. Predicting oropharyngeal tumor volume throughout the course of radiation therapy from pretreatment computed tomography data using general linear models.
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Yock AD, Rao A, Dong L, Beadle BM, Garden AS, Kudchadker RJ, and Court LE
- Subjects
- Adult, Aged, Algorithms, Humans, Linear Models, Middle Aged, Oropharyngeal Neoplasms diagnosis, Oropharyngeal Neoplasms radiotherapy, Retrospective Studies, Tongue Neoplasms diagnosis, Tongue Neoplasms pathology, Tongue Neoplasms radiotherapy, Tonsillar Neoplasms diagnosis, Tonsillar Neoplasms pathology, Tonsillar Neoplasms radiotherapy, Models, Biological, Oropharyngeal Neoplasms pathology, Radiotherapy, Computer-Assisted methods, Tomography, X-Ray Computed methods, Tumor Burden
- Abstract
Purpose: The purpose of this work was to develop and evaluate the accuracy of several predictive models of variation in tumor volume throughout the course of radiation therapy., Methods: Nineteen patients with oropharyngeal cancers were imaged daily with CT-on-rails for image-guided alignment per an institutional protocol. The daily volumes of 35 tumors in these 19 patients were determined and used to generate (1) a linear model in which tumor volume changed at a constant rate, (2) a general linear model that utilized the power fit relationship between the daily and initial tumor volumes, and (3) a functional general linear model that identified and exploited the primary modes of variation between time series describing the changing tumor volumes. Primary and nodal tumor volumes were examined separately. The accuracy of these models in predicting daily tumor volumes were compared with those of static and linear reference models using leave-one-out cross-validation., Results: In predicting the daily volume of primary tumors, the general linear model and the functional general linear model were more accurate than the static reference model by 9.9% (range: -11.6%-23.8%) and 14.6% (range: -7.3%-27.5%), respectively, and were more accurate than the linear reference model by 14.2% (range: -6.8%-40.3%) and 13.1% (range: -1.5%-52.5%), respectively. In predicting the daily volume of nodal tumors, only the 14.4% (range: -11.1%-20.5%) improvement in accuracy of the functional general linear model compared to the static reference model was statistically significant., Conclusions: A general linear model and a functional general linear model trained on data from a small population of patients can predict the primary tumor volume throughout the course of radiation therapy with greater accuracy than standard reference models. These more accurate models may increase the prognostic value of information about the tumor garnered from pretreatment computed tomography images and facilitate improved treatment management.
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- 2014
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47. Risk of late toxicity in men receiving dose-escalated hypofractionated intensity modulated prostate radiation therapy: results from a randomized trial.
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Hoffman KE, Voong KR, Pugh TJ, Skinner H, Levy LB, Takiar V, Choi S, Du W, Frank SJ, Johnson J, Kanke J, Kudchadker RJ, Lee AK, Mahmood U, McGuire SE, and Kuban DA
- Subjects
- Adult, Aged, Aged, 80 and over, Dose-Response Relationship, Radiation, Gastrointestinal Tract radiation effects, Humans, Male, Middle Aged, Proportional Hazards Models, Prospective Studies, Prostate radiation effects, Radiation Dosage, Radiation Injuries etiology, Radiometry, Rectum radiation effects, Risk, Urinary Bladder radiation effects, Dose Fractionation, Radiation, Prostatic Neoplasms radiotherapy, Radiotherapy, Intensity-Modulated adverse effects, Radiotherapy, Intensity-Modulated methods
- Abstract
Objective: To report late toxicity outcomes from a randomized trial comparing conventional and hypofractionated prostate radiation therapy and to identify dosimetric and clinical parameters associated with late toxicity after hypofractionated treatment., Methods and Materials: Men with localized prostate cancer were enrolled in a trial that randomized men to either conventionally fractionated intensity modulated radiation therapy (CIMRT, 75.6 Gy in 1.8-Gy fractions) or to dose-escalated hypofractionated IMRT (HIMRT, 72 Gy in 2.4-Gy fractions). Late (≥90 days after completion of radiation therapy) genitourinary (GU) and gastrointestinal (GI) toxicity were prospectively evaluated and scored according to modified Radiation Therapy Oncology Group criteria., Results: 101 men received CIMRT and 102 men received HIMRT. The median age was 68, and the median follow-up time was 6.0 years. Twenty-eight percent had low-risk, 71% had intermediate-risk, and 1% had high-risk disease. There was no difference in late GU toxicity in men treated with CIMRT and HIMRT. The actuarial 5-year grade ≥2 GU toxicity was 16.5% after CIMRT and 15.8% after HIMRT (P=.97). There was a nonsignificant numeric increase in late GI toxicity in men treated with HIMRT compared with men treated with CIMRT. The actuarial 5-year grade ≥2 GI toxicity was 5.1% after CIMRT and 10.0% after HIMRT (P=.11). In men receiving HIMRT, the proportion of rectum receiving 36.9 Gy, 46.2 Gy, 64.6 Gy, and 73.9 Gy was associated with the development of late GI toxicity (P<.05). The 5-year actuarial grade ≥2 GI toxicity was 27.3% in men with R64.6Gy ≥ 20% but only 6.0% in men with R64.6Gy < 20% (P=.016)., Conclusions: Dose-escalated IMRT using a moderate hypofractionation regimen (72 Gy in 2.4-Gy fractions) can be delivered safely with limited grade 2 or 3 late toxicity. Minimizing the proportion of rectum that receives moderate and high dose decreases the risk of late rectal toxicity after this hypofractionation regimen., (Copyright © 2014 Elsevier Inc. All rights reserved.)
- Published
- 2014
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48. Brachytherapy dose-volume histogram commissioning with multiple planning systems.
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Gossman MS, Hancock SS, Kudchadker RJ, Lundahl PR, Cao M, and Melhus CS
- Subjects
- Humans, Iodine Radioisotopes chemistry, Iridium Radioisotopes chemistry, Models, Statistical, Monte Carlo Method, Quality Control, Radioisotopes therapeutic use, Radiometry methods, Radiotherapy Dosage, Reproducibility of Results, Brachytherapy methods, Radiotherapy Planning, Computer-Assisted methods
- Abstract
The first quality assurance process for validating dose-volume histogram data involving brachytherapy procedures in radiation therapy is presented. The process is demonstrated using both low dose-rate and high dose-rate radionuclide sources. A rectangular cuboid was contoured in five commercially available brachytherapy treatment planning systems. A single radioactive source commissioned for QA testing was positioned coplanar and concentric with one end. Using the brachytherapy dosimetry formalism defined in the AAPM Task Group 43 report series, calculations were performed to estimate dose deposition in partial volumes of the cuboid structure. The point-source approximation was used for a 125I source and the line-source approximation was used for a 192Ir source in simulated permanent and temporary implants, respectively. Hand-calculated, dose-volume results were compared to TPS-generated, dose-volume histogram (DVH) data to ascertain acceptance. The average disagreement observed between hand calculations and the treatment planning system DVH was less than 1% for the five treatment planning systems and less than 5% for 1 cm ≤ r ≤ 5 cm. A reproducible method for verifying the accuracy of volumetric statistics from a radiation therapy TPS can be employed. The process satisfies QA requirements for TPS commissioning, upgrading, and annual testing. We suggest that investigations be performed if the DVH %Vol(TPS) "actual variance" calculations differ by more than 5% at any specific radial distance with respect to %Vol(TG-43), or if the "average variance" DVH %Vol(TPS) calculations differ by more than 2% over all radial distances with respect to %Vol(TG-43).
- Published
- 2014
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49. Quantification of beam complexity in intensity-modulated radiation therapy treatment plans.
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Du W, Cho SH, Zhang X, Hoffman KE, and Kudchadker RJ
- Subjects
- Humans, Neoplasms radiotherapy, Radiotherapy Planning, Computer-Assisted methods, Radiotherapy, Intensity-Modulated methods
- Abstract
Purpose: Excessive complexity in intensity-modulated radiation therapy (IMRT) plans increases the dose uncertainty, prolongs the treatment time, and increases the susceptibility to changes in patient or target geometry. To date, the tools for quantitative assessment of IMRT beam complexity are still lacking. In this study, The authors have sought to develop metrics to characterize different aspects of beam complexity and investigate the beam complexity for IMRT plans of different disease sites., Methods: The authors evaluated the beam complexity scores for 65 step-and-shoot IMRT plans from three sites (prostate, head and neck, and spine) and 26 volumetric-modulated arc therapy (VMAT) plans for the prostate. On the basis of the beam apertures and monitor unit weights of all segments, the authors calculated the mean aperture area, extent of aperture shape irregularity, and degree of beam modulation for each beam. Then the beam complexity values were averaged to obtain the complexity metrics of the IMRT plans. The authors studied the correlation between the beam complexity metrics and the quality assurance (QA) results. Finally, the effects of treatment planning parameters on beam complexity were studied., Results: The beam complexity scores were not uniform among the prostate IMRT beams from different gantry angles. The lateral beams had larger monitor units and smaller shape irregularity, while the anterior-posterior beams had larger modulation values. On average, the prostate IMRT plans had the smallest aperture irregularity, beam modulation, and normalized monitor units; the head and neck IMRT plans had large beam irregularity and beam modulation; and the spine stereotactic radiation therapy plans often had small beam apertures, which may have been associated with the relatively large discrepancies between planned and QA measured doses. There were weak correlations between the beam complexity scores and the measured dose errors. The prostate VMAT beams showed greater complexity than the prostate step-and-shoot IMRT beams. In the treatment planning process, the beam complexity increased as the minimum segment area decreased and as the number of optimization iterations and the maximum number of segments increased., Conclusions: The proposed metrics were effective in characterizing the beam complexity of different disease sites and for different treatment modalities. Efforts should be made to reduce the unnecessary complexity of IMRT beams to minimize the radiation dose uncertainties.
- Published
- 2014
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50. MRI-based sector analysis enhances prostate palladium-103 brachytherapy quality assurance in a phase II prospective trial of men with intermediate-risk localized prostate cancer.
- Author
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Takiar V, Pugh TJ, Swanson D, Kudchadker RJ, Bruno TL, McAvoy S, Mahmood U, and Frank SJ
- Subjects
- Adult, Aged, Humans, Male, Middle Aged, Neoplasm Staging, Prostate radiation effects, Prostatic Neoplasms diagnosis, Brachytherapy standards, Magnetic Resonance Imaging methods, Palladium therapeutic use, Prostate pathology, Prostatic Neoplasms radiotherapy, Quality Assurance, Health Care methods, Radioisotopes therapeutic use
- Abstract
Purpose: Palladium-103 ((103)Pd) may be superior to other isotopes in brachytherapy for localized intermediate-risk prostate cancer because of its relatively short half-life, higher initial dose rate, and greater dose heterogeneity within the target volume; these properties also underscore the need for accurate target delineation and postimplant quality assurance. We assessed the use of prostate sector analysis based on MRI for quality assurance after (103)Pd monotherapy., Methods and Materials: Fifty men with intermediate-risk prostate cancer underwent (103)Pd monotherapy in a prospective phase II trial at MD Anderson Cancer Center. Dosimetric analyses on day 30 after the implant were done using both CT and fused CT/MRI scans. Dosimetric variables were assessed for the entire prostate and for each of three or six sectors. Volumes and dosimetric variables were compared with paired t tests., Results: Postimplant dosimetric variables for the entire prostate were significantly different on CT vs. CT/MRI (p = 0.019 for V100 and p < 0.01 for D90). Prostate volumes were smaller on the CT/MRI scans (p < 0.00001). The base sector contributed the greatest difference, with doses based on CT/MRI lower than those based on CT (p < 0.01 for V100 and D90). To date, these lower base doses have not affected biochemical outcomes for patients with disease in prostate base biopsy samples., Conclusions: CT/MRI is more precise than CT for prostate volume delineation and dosimetric quality assessment and thus provides superior heterogeneity control assessment after (103)Pd monotherapy implants., (Copyright © 2014 American Brachytherapy Society. Published by Elsevier Inc. All rights reserved.)
- Published
- 2014
- Full Text
- View/download PDF
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