98 results on '"Kaderka, R."'
Search Results
2. PO-1638 Physician-specific preferences yield minor differences in knowledge-based planning generated plans
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Kaderka, R., primary, Dogan, N., additional, and Bossart, E., additional
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- 2023
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3. PO-2320 Treatment non-compliance analysis of a single room proton center
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Butkus, M., primary, Kaderka, R., additional, Abramowitz, M., additional, and De Ornelas, M., additional
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- 2023
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4. PO-1968 Knowledge-based planning for intensity-modulated proton therapy of the brain and base-of-skull
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Kaderka, R., primary, Vu, N., additional, and Butkus, M., additional
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- 2023
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5. Ultrasound tracking for intra-fractional motion compensation in radiation therapy
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Schwaab, J., Prall, M., Sarti, C., Kaderka, R., Bert, C., Kurz, C., Parodi, K., Günther, M., and Jenne, J.
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- 2014
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6. PD-0730 Automated beam angle selection in proton therapy for liver lesions using an AI approach
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Kaderka, R., primary, Liu, K., additional, Liu, L., additional, Van der Straeten, R., additional, Liu, T., additional, Lee, K., additional, Tu, E., additional, MacEwan, I., additional, Simpson, D., additional, Urbanic, J., additional, and Chang, C., additional
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- 2022
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7. PO-1111 Knowledge-Based Planning as a Real Time Review QA Feedback Tool in the TROG 1501 SPARK trial
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Cook, O., primary, Moore, A., additional, Kaderka, R., additional, Moore, K., additional, Keall, P., additional, and Martin, J., additional
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- 2019
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8. Knowledge-Based Planning as a Real Time Review Quality Assurance Feedback Tool in the TROG 1501 SPARK Trial
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Cook, O.M., primary, Moore, A.J., additional, Kaderka, R., additional, Moore, K.L., additional, Martin, J., additional, and Keall, P., additional
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- 2018
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9. Measuring the Impact of Widespread Clinical Adoption of Knowledge-Based Planning
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Kaderka, R., primary, Mundt, R., additional, LI, N., additional, Bry, V., additional, Cornell, M., additional, and Moore, K., additional
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- 2018
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10. Atrioventricular node ablation in langendorff-perfused porcine hearts using carbon ion particle therapy
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Lehmann H. I., Richter D., Prokesch H., Graeff C., Prall M., Simoniello P., Fournier C., Bauer J., Kaderka R., Weymann A., Szabo G., Sonnenberg K., Constantinescu A. M., Johnson S. B., Misiri J., Takami M., Miller R. C., Herman M. G., Asirvatham S. J., Brons S., Jakel O., Haberer T., Debus J., Durante M., Bert C., Packer D. L., Lehmann, H. I., Richter, D., Prokesch, H., Graeff, C., Prall, M., Simoniello, P., Fournier, C., Bauer, J., Kaderka, R., Weymann, A., Szabo, G., Sonnenberg, K., Constantinescu, A. M., Johnson, S. B., Misiri, J., Takami, M., Miller, R. C., Herman, M. G., Asirvatham, S. J., Brons, S., Jakel, O., Haberer, T., Debus, J., Durante, M., Bert, C., and Packer, D. L.
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carbon particle therapy ,atrioventricular node ,catheter-free ablation ,Atrial fibrillation ,tachycardia, ventricular - Abstract
Particle therapy, with heavy ions such as carbon-12 (12 C), delivered to arrhythmogenic locations of the heart could be a promising new means for catheter-free ablation. As a first investigation, we tested the feasibility of in vivo atrioventricular node ablation, in Langendorff-perfused porcine hearts, using a scanned 12C beam. Methods and Results-Intact hearts were explanted from 4 (30-40 kg) pigs and were perfused in a Langendorff organ bath. Computed tomgraphic scans (1 mm voxel and slice spacing) were acquired and 12 C ion beam treatment planning (optimal accelerator energies, beam positions, and particle numbers) for atrioventricular node ablation was conducted. Orthogonal X-rays with matching of 4 implanted clips were used for positioning. Ten Gray treatment plans were repeatedly administered, using pencil beam scanning. After delivery, positron emission tomography-computed tomgraphic scans for detection of β + (11 C) activity were obtained. A 12 C beam with a full width at half maximum of 10 mm was delivered to the atrioventricular node. Delivery of 130 Gy caused disturbance of atrioventricular conduction with transition into complete heart block after 160 Gy. Positron emission computed tomgraphy demonstrated dose delivery into the intended area. Application did not induce arrhythmias. Macroscopic inspection did not reveal damage to myocardium. Immunostaining revealed strong γH2AX signals in the target region, whereas no γH2AX signals were detected in the unirradiated control heart. Conclusions-This is the first report of the application of a 12 C beam for ablation of cardiac tissue to treat arrhythmias. Catheter-free ablation using 12C beams is feasible and merits exploration in intact animal studies as an energy source for arrhythmia elimination.
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- 2015
11. EP-1979: Automated non-inferiority validation of knowledge-based planning across multiple disease sites
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Kaderka, R., primary, Mundt, R., additional, Li, N., additional, Ziemer, B., additional, Atwood, T., additional, Cornell, M., additional, and Moore, K., additional
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- 2018
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12. Potential Pitfalls When Using Surrogate Radiation Dose Measures in Place of Real Dosimetric Data in Radiation Epidemiology Research
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Kaderka, R., primary, Gillespie, E.F., additional, Mundt, R., additional, Bryant, A.K., additional, Cornell, M., additional, Atwood, T., additional, and Murphy, J.D., additional
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- 2017
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13. Feasibility Study on Cardiac Arrhythmia Ablation Using High-Energy Heavy Ion Beams
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Lehmann, I. H., Graeff, C., Simoniello, P., Constantinescu, A., Takami, M., Lugenbiel, P., Richter, D., Eichhorn, A., Prall, M., Kaderka, R., Fiedler, F., Helmbrecht, S., Fournier, C., Erbeldinger, N., Thomas, D., Katus, H. A., Johnson, S. B., Parker, K. D., Debus, J., Asirvatham, S. J., Bert, C., Durante, M., and Packer, D. L.
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Particle Therapy ,Catheter-free ,Ventricular Tachycardia ,Atrial Fibrillation ,Carbon Ion Beam ,Atrioventricular Node ,Ablation - Abstract
Rationale ─ Accelerated carbon ions (12C) are rigorously accurate and effective in cancer radiation therapy. Objective ─ To ablate cardiac locations using a scanned 12C beam in an intact chronic sham-controlled large animal model. Methods and Results ─ Seventeen pigs were randomized to irradiation of atrioventricular junction (AVJ; 25, 40, and 55 Gy), left atrial right superior pulmonary vein junction (40 Gy), freewall LV (40 Gy), and sham-group. Electroanatomical (EA) mapping, fiducial-, and pacemaker implantation were performed. Cardiac gated CTs were obtained during breath-hold at expiration. Targets were contoured and case-specifically expanded for motion coverage. 12C was delivered using rescanned raster pencil-beams. Animals were followed for up to 6 months. Fourteen pigs (mean weight 33.8 ± 3.5 kg) were irradiated using a horizontal beam line. For AVJ a mean volume of 1.8 ± 0.1 cc was irradiated. For PVI and LV, mean volumes were 14.9 ± 1.8, and 2.4 ± 0.3 cc, respectively. Risk structures were spared. Animals stayed in sinus rhythm during irradiation. In-beam positron-emission-tomography confirmed precise 12C delivery. Complete atrioventricular block developed over the course of 4 months in 40 and 55 Gy animals. EA mapping confirmed an area without electrogram in the His-location. Histology revealed strong target fibrosis. Apoptosis was found as one of the mechanisms of cell death, being present after 3, but not 6 months. Conclusion ─ Accelerated 12C is a highly focused form of particle therapy that is a new means for precise cardiac arrhythmia elimination without any invasive procedural access to the body.
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- 2016
14. PO-0862: Correlation of Liver and Pancreas Tumor motion with Normal Anatomical Stru ctures
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Kaderka, R., primary, Paravati, A., additional, Sar kar, R., additional, Tran, J., additional, Fero, K., additional, Panjwani, N., additional, Simpson, D., additional, Murphy, J., additional, and Atwood, T., additional
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- 2017
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15. PO-0897: Atlas-based auto-segmentation of heart structures in breast cancer patients
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Kaderka, R., primary, Mundt, R., additional, Bryant, A., additional, Gillespie, E., additional, Eastman, B., additional, Atwood, T., additional, and Murphy, J., additional
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- 2017
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16. Biological effects in irradiated hearts using carbon ions for cardiac ablation treatment in pigs
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Simoniello, Palma, Lehmann, H. I, Erbeldinger, N, Lugenbiel, P, Takami, M, Richter, D, Eichhorn, A, Prall, M, Constantinescu, A., Dierk, T., Kaderka, R., Durante, M., Graeff, C., Packer, D, and Fournier, C.
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- 2015
17. Arrhythmia Ablation Using Pencil Beam Scanned Carbon Ions in a Porcine Model: First Data from the 12C for Catheter-free Ablation Study
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Simoniello, Palma, Fournier, C, Erbeldinger, N, Fiedler, F, Helmbrecht, S, Kaderka, R, Rivinius, R, Rahm, Ak, Thomas, D, Katus, Ha, Johnson, Sb, Parker, Kd, Kruse, Jj, Cusma, Jt, Debus, J, Haberer, T, Asirvatham, Sj, Miller, Rc, Herman, Mg, Durante, M, Bert, C, and Packer, Dl
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- 2015
18. Catheter-free arrhythmia ablation using scanned carbon ion beams in a porcine model
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Graeff, C., Lehmann, H. I., Constantinescu, A., Simoniello, P., Lugenbiel, P., Prall, M., Richter, D., Takami, M., Eichhorn, Anna, Erbeldinger, N., Fournier, C., Kaderka, R., Helmbrecht, S., Fiedler, F., Debus, J., Thomas, D., Bert, C., Durante, M., and Packer, D. L.
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Physics - Abstract
GSI Scientific Report 2014 - GSI Report 2015-1
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- 2015
19. Reproducible immobilization for porcine heart irradiations
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Prall, M., Lehmann, H. I., Kaderka, R., Anderle, K., Helmbrecht, S., Fiedler, F., Debus, J., Thomas, D., Bert, C., Durante, M., Graeff, C., Packer, D. L., Constantinescu, A., Simoniella, P., Lundenbiel, P., Richter, D., Takami, M., Eichhorn, A., Erbeldinger, N., and Fournier, C.
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Physics - Abstract
GSI Scientific Report 2014 - GSI Report 2015-1
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- 2015
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20. 12C ion beam dose distribution in presence of medium inhomogeneities: comparison between different measurements and simulations with the treatment planning system for particles trip98
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La Tessa, C, CARLINO, Antonio, Scifoni,E, Kramer, M, Durante, M, Panzeca, S, Kaderka,R, Berger, T., MARRALE, Maurizio, BRAI, Maria, LONGO, Anna, La Tessa, C, Carlino, A, Scifoni,E, Kramer, M, Marrale, M, Brai, M, Durante, M, Panzeca, S, Longo, A, Kaderka,R, and Berger, T
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ion therapy ,ESR and TL dosimetry for treatment planning system ,Settore FIS/07 - Fisica Applicata(Beni Culturali, Ambientali, Biol.e Medicin) - Abstract
Heavy-ions beams offer several advantages compared to other radiation such as low lateral scattering and high biological effectiveness (RBE) in the Bragg peak region, making them particularly attractive for the treatment of radio-resistant tumours localized close to organs at risk [1]. The extension of ion therapy to new clinical cases requires the exploitation of a dedicated treatment planning system (TPS) based on the existing version of TRiP98 [2,3], established TPS for carbon ions. The theoretical models and experimental databases included in TRiP98 are presently mainly based on measurements in water. This approximation can be applied successfully to reproduce many biological tissues with the exception of bones, where the presence of heavy elements, like calcium, might change significantly the composition of the resulting mixed radiation field. Presently, the TriP98 physical beam model takes into account for the bone only its density variation, but it neglects difference between bones and water in attenuation of the primary and production of secondary particles through nuclear fragmentation. However, a detailed knowledge of the particle field at each point of the treatment area is crucial for an accurate estimate of the actual dose. A previous study [4] investigated the influence of different types of bone on the carbon particles range. In the present work we aim at understanding the influence of medium inhomogeneities on the 12C beam dose distribution. For the experiment, a bone target was placed inside a water phantom. The irradiation of the target volume positioned partially behind the bone target and partially directly in water was simulated with TRiP98 and the dose at the interface measured at several depths along the primary beam direction. Absolute dose measurements were achieved with a system of pin-point ionization chambers, while the relative dose distribution was investigated with two different solid states detectors: thermoluminescence detectors of type TLD-700 and alanine ESR pellets. The position of the target volume, the thickness and the type of bone were changed to investigate the influence of the inhomogeneity in different quasi-clinical scenarios. The experimental results were compared with the values predicted by TRiP98.
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- 2012
21. Heavy Ion Beam Irradiation of a Langendorff Heart
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Prall, M., Bauer, J., Constantinescu, A., Debus, J., Durante, M., Graeff, C., Haberer, T., Hauswald, H., Lehmann, H. I., Packer, D. L., Prokesch, H., Richter, D., Sonnenberg, K., Szabo, G., Kaderka, R., Korkmaz, S., Weymann, A., and Bert, C.
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Physics - Abstract
GSI Scientific Report 2013 - GSI Report 2014-1
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- 2014
22. Heart beat modelling in a water and anthropomorphic phantom
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Kaderka, R., Constantinescu, A., Lehmann, H. I., Packer, D., Durante, M., Graeff, C., and Bert, C.
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Physics - Abstract
GSI Scientific Report 2013 - GSI Report 2014-1
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- 2014
23. Integration of an optical tracking system for beam guidance in radiotherapy of moving targets using carbon ions
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Kaderka, R., Fattori, G., Bert, C., Pella, A., Seregni, M., Constantinescu, A., Saito, N., Cerveri, P., Riboldi, M., Baroni, G., and Durante, M.
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- 2013
24. Gated phantom irradiation for 4D in-beam and 4D off-beam PET comparison
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Laube, K., Bert, C., Enghardt, W., Helmbrecht, S., Kaderka, R., Kurz, C., Parodi, K., Saito, N., Tian, Y., and Fiedler, F.
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in vivo dose monitoring ,4D PET ,ion beam therapy ,intra-fractional motion - Abstract
no abstract available
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- 2013
25. Ion Beam Tracking using Ultrasound Motion Detection
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Prall, M., Kaderka, R., Jenne, J., Saito, N., Sarti, C., Schwaab, J., and Bert, C.
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- 2013
26. On the feasibility of 4D offline PET-based treatment verification in ion beam therapy
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Kurz, C., Bauer, J., Unholtz, D., Richter, D., Kaderka, R., Bert, C., Laube, K., and Parodi, K.
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particle therapy ,4D PET ,target motion - Abstract
Aim: Due to the accessible sharp dose gradients, ion beam therapy is prone to uncertainties introduced by organ motion. Hence, in-vivo treatment verification is highly desirable. At the Heidelberg Ion-Beam Therapy Center, this is realised by comparing the irradiation-induced β+-activity within the patient, measured by a commercial full-ring PET/CT scanner installed next to the treatment site, with a corresponding Monte-Carlo (MC) simulation based on the treatment plan. While 3D PET-based treatment verification is used in clinical practice, the feasibility of 4D PET-based treatment monitoring, accounting for tumour motion during the irradiation and the subsequent PET, still needs to be demonstrated. Methods: PMMA phantoms of different geometries have been irradiated under stationary and moving conditions using a dedicated motion platform. Target movement has been monitored by a pressure sensor motion surrogate, enabling a 4D analysis of the ion beam delivery and the post-irradiation PET. Similarly, 4D datasets of the irradiation and the subsequent PET scans of patients with moving tumours have been collected. The acquired PET images were compared to activity distributions calculated within a dedicated 4D MC simulation framework. Results: It could be shown that, in the case of moving phantoms, motion induced blurring in the acquired offline PET data can significantly be reduced by a gated 4D PET reconstruction, yielding results comparable to static reference measurements and thus enable the verification of the actual beam delivery. The analysis of measured irradiation-induced activities within patients is however limited by the very low counting statistics, hindering a reliable verification of the applied treatment. Conclusion: First moving-phantom studies showed the feasibility of 4D offline PET-based treatment verification. For clinical cases the method is currently limited by the low level of the measured activity. Acknowledgement: FP7 EU project ENVISION
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- 2013
27. Integration of Optical Tracking for Organ Motion Compensation in Scanned Ion-Beam Therapy
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Fattori, Giovanni, Saito, N., Pella, Andrea, Kaderka, R., Seregni, Matteo, Constantinescu, A., Cerveri, Pietro, Steidl, P., Riboldi, Marco, Baroni, Guido, and Bert, C.
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- 2012
28. SU‐C‐303‐06: Treatment Planning Study for Non‐Invasive Cardiac Arrhythmia Ablation with Scanned Carbon Ions in An Animal Model
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Eichhorn, A, primary, Constantinescu, A, additional, Lehmann, H I, additional, Lugenbiel, P, additional, Takami, M, additional, Richter, D, additional, Prall, M, additional, Kaderka, R, additional, Thomas, D, additional, Bert, C, additional, Packer, D L, additional, Durante, M, additional, and Graeff, C, additional
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- 2015
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29. Commissioning of an Integrated Platform for Time-Resolved Treatment Delivery in Scanned Ion Beam Therapy by Means of Optical Motion Monitoring
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Fattori, G., primary, Saito, N., additional, Seregni, M., additional, Kaderka, R., additional, Pella, A., additional, Constantinescu, A., additional, Riboldi, M., additional, Steidl, P., additional, Cerveri, P., additional, Bert, C., additional, Durante, M., additional, and Baroni, G., additional
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- 2014
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30. Characterization of the secondary neutron field produced during treatment of an anthropomorphic phantom with x-rays, protons and carbon ions
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Tessa, C La, primary, Berger, T, additional, Kaderka, R, additional, Schardt, D, additional, Burmeister, S, additional, Labrenz, J, additional, Reitz, G, additional, and Durante, M, additional
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- 2014
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31. Ion beam tracking using ultrasound motion detection
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Prall, M., primary, Kaderka, R., additional, Saito, N., additional, Graeff, C., additional, Bert, C., additional, Durante, M., additional, Parodi, K., additional, Schwaab, J., additional, Sarti, C., additional, and Jenne, J., additional
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- 2014
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32. Tumor tracking based on correlation models in scanned ion beam therapy: an experimental study
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Seregni, M, primary, Kaderka, R, additional, Fattori, G, additional, Riboldi, M, additional, Pella, A, additional, Constantinescu, A, additional, Saito, N, additional, Durante, M, additional, Cerveri, P, additional, Bert, C, additional, and Baroni, G, additional
- Published
- 2013
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33. Out-of-field dose measurements in a water phantom using different radiotherapy modalities
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Kaderka, R, primary, Schardt, D, additional, Durante, M, additional, Berger, T, additional, Ramm, U, additional, Licher, J, additional, and Tessa, C La, additional
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- 2012
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34. MO-D-BRB-11: Out-Of-Field Dose Measurements in Radiotherapy Using Photons and Particles
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Kaderka, R, primary, Durante, M, additional, Berger, T, additional, Reitz, G, additional, and Tessa, C La, additional
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- 2012
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35. TU‐A‐BRA‐08: Integration of Optical Tracking for Organ Motion Compensation in Scanned Ion‐Beam Therapy
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Fattori, G, primary, Saito, N, additional, Pella, A, additional, Kaderka, R, additional, Seregni, M, additional, Constantinescu, A, additional, Cerveri, P, additional, Steidl, P, additional, Riboldi, M, additional, Baroni, G, additional, and Bert, C, additional
- Published
- 2012
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36. ECG-based 4D-dose reconstruction of cardiac arrhythmia ablation with carbon ion beams: application in a porcine model
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Christoph Bert, A. Constantinescu, Mitsuru Takami, M. Prall, Christian Graeff, H. Immo Lehmann, Dierk Thomas, Anna Eichhorn, Daniel Richter, Marco Durante, Douglas L. Packer, Patrick Lugenbiel, Robert Kaderka, Richter, D., Lehmann, H. I., Eichhorn, A., Constantinescu, A. M., Kaderka, R., Prall, M., Lugenbiel, P., Takami, M., Thomas, D., Bert, C., Durante, M., Packer, D. L., and Graeff, C.
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Swine ,medicine.medical_treatment ,Heavy Ion Radiotherapy ,Catheter ablation ,Radiosurgery ,030218 nuclear medicine & medical imaging ,Electrocardiography ,cardiac arrhythmia ,03 medical and health sciences ,0302 clinical medicine ,scanned particle therapy ,Animals ,Humans ,Medicine ,Radiology, Nuclear Medicine and imaging ,Irradiation ,Four-Dimensional Computed Tomography ,noncancer disease ,Radiation treatment planning ,Radiological and Ultrasound Technology ,medicine.diagnostic_test ,business.industry ,Radiotherapy Planning, Computer-Assisted ,moving target ,radiosurgery ,Cardiac arrhythmia ,Arrhythmias, Cardiac ,Radiotherapy Dosage ,Ablation ,Carbon ,030220 oncology & carcinogenesis ,Catheter Ablation ,business ,Nuclear medicine - Abstract
Noninvasive ablation of cardiac arrhythmia by scanned particle radiotherapy is highly promising, but especially challenging due to cardiac and respiratory motion. Irradiations for catheter-free ablation in intact pigs were carried out at the GSI Helmholtz Center in Darmstadt using scanned carbon ions. Here, we present real-time electrocardiogram (ECG) data to estimate time-resolved (4D) delivered dose. For 11 animals, surface ECGs and temporal structure of beam delivery were acquired during irradiation. R waves were automatically detected from surface ECGs. Pre-treatment ECG-triggered 4D-CT phases were synchronized to the R-R interval. 4D-dose calculation was performed using GSI's in-house 4D treatment planning system. Resulting dose distributions were assessed with respect to coverage (D95 and V95), heterogeneity (HI = D5-D95) and normal tissue exposure. Final results shown here were performed offline, but first calculations were started shortly after irradiation The D95 for TV and PTV was above 95% for 10 and 8 out of 11 animals, respectively. HI was reduced for PTV versus TV volumes, especially for some of the animals targeted at the atrioventricular junction, indicating residual interplay effects due to cardiac motion. Risk structure exposure was comparable to static and 4D treatment planning simulations. ECG-based 4D-dose reconstruction is technically feasible in a patient treatment-like setting. Further development of the presented approach, such as real-time dose calculation, may contribute to safe, successful treatments using scanned ion beams for cardiac arrhythmia ablation.
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- 2017
37. A descriptive and broadly applicable model of therapeutic and stray absorbed dose from 6 to 25 MV photon beams
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Wayne D. Newhauser, Marco Durante, Roger Harrison, Christopher W. Schneider, Liliana Stolarcyzk, Saveta Miljanić, Željka Knežević, Uwe Schneider, Lydia J. Wilson, Robert Kaderka, Schneider, C. W., Newhauser, W. D., Wilson, L. J., Schneider, U., Kaderka, R., Miljanic, S., Knezevic, Z., Stolarcyzk, L., Durante, M., and Harrison, R. M.
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medicine.medical_treatment ,out-of-field dose ,Dose profile ,external beam radiotherapy ,030218 nuclear medicine & medical imaging ,03 medical and health sciences ,0302 clinical medicine ,Range (statistics) ,medicine ,Humans ,Dosimetry ,External beam radiotherapy ,absorbed dose ,Radiometry ,Physics ,Photons ,business.industry ,Radiotherapy Planning, Computer-Assisted ,Radiotherapy Dosage ,analytical model ,General Medicine ,out-of-field dose, absorbed dose, analytical model, external beam radiotherapy ,Radiation therapy ,Chemistry ,Radiation Science ,030220 oncology & carcinogenesis ,Absorbed dose ,Photon beams ,Nuclear medicine ,business ,Beam energy ,Biomedical engineering - Abstract
Purpose: To develop a simple model of therapeutic and stray absorbed dose for a variety of treatment machines and techniques without relying on proprietary machine-specific parameters. Methods: Dosimetry measurements conducted in this study and from the literature were used to develop an analytical model of absorbed dose from a variety of treatment machines and techniques in the 6 to 25 MV interval. A modified one-dimensional gamma-index analysis was performed to evaluate dosimetric accuracy of the model on an independent dataset consisting of measured dose profiles from seven treatment units spanning four manufacturers. Results: The average difference between the calculated and measured absorbed dose values was 9.9% for those datasets on which the model was trained. Additionally, these results indicate that the model can provide accurate calculations of both therapeutic and stray radiation dose from a wide variety of radiotherapy units and techniques. Conclusions: We have developed a simple analytical model of absorbed dose from external beam radiotherapy treatments in the 6 to 25 MV beam energy range. The model has been tested on measured data from multiple treatment machines and techniques, and is broadly applicable to contemporary external beam radiation therapy.
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- 2017
38. Immobilization for carbon ion beam ablation of cardiac structures in a porcine model
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A. Constantinescu, Douglas L. Packer, H. Immo Lehmann, Patrick Lugenbiel, Robert Kaderka, Christoph Bert, Christian Graeff, M. Prall, Dierk Thomas, Anna Eichhorn, Daniel Richter, Marco Durante, Prall, M., Eichhorn, A., Richter, D., Lehmann, H. I., Constantinescu, A., Kaderka, R., Lugenbiel, P., Thomas, D., Bert, C., Packer, D. L., Durante, M., and Graeff, C.
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Ablation Techniques ,Materials science ,Heartbeat ,Swine ,Patient positioning ,medicine.medical_treatment ,Biophysics ,General Physics and Astronomy ,Heavy Ion Radiotherapy ,030218 nuclear medicine & medical imaging ,law.invention ,Immobilization ,03 medical and health sciences ,0302 clinical medicine ,law ,medicine ,Animals ,Radiology, Nuclear Medicine and imaging ,Four-Dimensional Computed Tomography ,Radiation treatment planning ,Diaphragm (optics) ,Reproducibility ,Particle therapy ,Motion mitigation ,Soft tissue ,Heart ,General Medicine ,Ablation ,Cardiac arrhythmia ablation ,030220 oncology & carcinogenesis ,Gating ,Biomedical engineering - Abstract
Introduction Whereas hadron therapy of static targets is clinically established, treatment of moving organs remains a challenge. One strategy is to minimize motion of surrounding tissue mechanically and to mitigate residual motion with an appropriate irradiation technique. In this technical note, we present and characterize such an immobilization technique for a novel noncancerous application: the irradiation of small targets in hearts with scanned carbon ion beams in a porcine model for elimination of arrhythmias. Material and methods A device for immobilization was custom-built. Both for the treatment planning 4D-CT scan and for irradiation, breath-hold at end-exhale was enforced using a remotely-controlled respirator. Target motion was thus reduced to heartbeat only. Positioning was verified by orthogonal X-rays followed by couch shift if necessary. Reproducibility of bony anatomy, diaphragm, and heart position after repositioning and between repeated breath-hold maneuvers was evaluated on X-rays and cardiac-gated 4D-CTs. Treatment was post hoc simulated on sequential 4D-CTs for a subset of animals, after immediate repositioning and after a delay of one week, similar to the delay between imaging and irradiation. Results Breath-hold without repositioning was highly reproducible with an RMS deviation of at most one millimeter. 4D-CTs showed larger deformations in soft tissue, but treatment simulation on sequential images resulted in full target coverage (V95 >95%). Conclusion The method of immobilization permitted reproducible positioning of mobile, thoracic targets for range-sensitive particle therapy. The presented immobilization strategy could be a reasonable approach for future animal investigations with the ultimate goal of translation to therapy in men.
- Published
- 2017
39. Tumor tracking based on correlation models in scanned ion beam therapy: an experimental study
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Pietro Cerveri, Nami Saito, Matteo Seregni, Andrea Pella, Giovanni Fattori, Christoph Bert, Marco Riboldi, Robert Kaderka, Marco Durante, Guido Baroni, A. Constantinescu, Seregni, M., Kaderka, R., Fattori, G., Riboldi, M., Pella, A., Constantinescu, A., Saito, N., Durante, M., Cerveri, P., Bert, C., and Baroni, G.
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Acoustics ,Statistics as Topic ,Phase (waves) ,Heavy Ion Radiotherapy ,Tracking (particle physics) ,Models, Biological ,Sensitivity and Specificity ,Imaging phantom ,Feedback ,Radiotherapy, High-Energy ,Root mean square ,Position (vector) ,medicine ,Fluoroscopy ,Computer Simulation ,Radiology, Nuclear Medicine and imaging ,Simulation ,Physics ,Models, Statistical ,Radiological and Ultrasound Technology ,State-space representation ,medicine.diagnostic_test ,Brain Neoplasms ,Reproducibility of Results ,Equipment Design ,Bioingegneria ,Radiotherapy, Computer-Assisted ,Equipment Failure Analysis ,Mockup - Abstract
Accurate dose delivery to extra-cranial lesions requires tumor motion compensation. An effective compensation can be achieved by real-time tracking of the target position, either measured in fluoroscopy or estimated through correlation models as a function of external surrogate motion. In this work, we integrated two internal/external correlation models (a state space model and an artificial neural network-based model) into a custom infra-red optical tracking system (OTS). Dedicated experiments were designed and conducted at GSI (Helmholtzzentrum für Schwerionenforschung). A robotic breathing phantom was used to reproduce regular and irregular internal target motion as well as external thorax motion. The position of a set of markers placed on the phantom thorax was measured with the OTS and used by the correlation models to infer the internal target position in real-time. Finally, the estimated target position was provided as input for the dynamic steering of a carbon ion beam. Geometric results showed that the correlation models transversal (2D) targeting error was always lower than 1.3 mm (root mean square). A significant decrease of the dosimetric error with respect to the uncompensated irradiation was achieved in four out of six experiments, demonstrating that phase shifts are the most critical irregularity for external/internal correlation models. © 2013 Institute of Physics and Engineering in Medicine.
- Published
- 2013
40. Characterization of the secondary neutron field produced during treatment of an anthropomorphic phantom with x-rays, protons and carbon ions
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Marco Durante, Sönke Burmeister, Günther Reitz, Dieter Schardt, Thomas Berger, C. La Tessa, Robert Kaderka, Johannes Labrenz, Tessa, C. La., Berger, T., Kaderka, R., Schardt, D., Burmeister, S., Labrenz, J., Reitz, G., and Durante, M.
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Materials science ,Quantitative Biology::Tissues and Organs ,Physics::Medical Physics ,out-of-field dose ,Heavy Ion Radiotherapy ,Radiation ,X-Ray Therapy ,x-rays ,030218 nuclear medicine & medical imaging ,Percentage depth dose curve ,03 medical and health sciences ,0302 clinical medicine ,neutron ,Proton Therapy ,Humans ,Radiology, Nuclear Medicine and imaging ,Irradiation ,Radiometry ,Proton therapy ,radiotherapy ,Neutrons ,Radiological and Ultrasound Technology ,Equivalent dose ,business.industry ,Phantoms, Imaging ,Radiochemistry ,Temperature ,Charged particle ,Neutron temperature ,particle therapy ,030220 oncology & carcinogenesis ,Absorbed dose ,Nuclear medicine ,business - Abstract
Short- and long-term side effects following the treatment of cancer with radiation are strongly related to the amount of dose deposited to the healthy tissue surrounding the tumor. The characterization of the radiation field outside the planned target volume is the first step for estimating health risks, such as developing a secondary radioinduced malignancy. In ion and high-energy photon treatments, the major contribution to the dose deposited in the far-out-of-field region is given by neutrons, which are produced by nuclear interaction of the primary radiation with the beam line components and the patient's body. Measurements of the secondary neutron field and its contribution to the absorbed dose and equivalent dose for different radiotherapy technologies are presented in this work. An anthropomorphic RANDO phantom was irradiated with a treatment plan designed for a simulated 5 × 2 × 5 cm3 cancer volume located in the center of the head. The experiment was repeated with 25 MV IMRT (intensity modulated radiation therapy) photons and charged particles (protons and carbon ions) delivered with both passive modulation and spot scanning in different facilities. The measurements were performed with active (silicon-scintillation) and passive (bubble, thermoluminescence 6LiF:Mg, Ti (TLD-600) and 7LiF:Mg, Ti (TLD-700)) detectors to investigate the production of neutral particles both inside and outside the phantom. These techniques provided the whole energy spectrum (E 20 MeV) and corresponding absorbed dose and dose equivalent of photo neutrons produced by x-rays, the fluence of thermal neutrons for all irradiation types and the absorbed dose deposited by neutrons with 0.8 < E < 10 MeV during the treatment with scanned carbon ions. The highest yield of thermal neutrons is observed for photons and, among ions, for passively modulated beams. For the treatment with high-energy x-rays, the contribution of secondary neutrons to the dose equivalent is of the same order of magnitude as the primary radiation. In carbon therapy delivered with raster scanning, the absorbed dose deposited by neutrons in the energy region between 0.8 and 10 MeV is almost two orders of magnitude lower than charged fragments. We conclude that, within the energy range explored in this experimental work, the out-of-field dose from secondary neutrons is lowest for ions delivered by scanning, followed by passive modulation, and finally by high-energy IMRT photons. © 2014 Institute of Physics and Engineering in Medicine.
- Published
- 2014
41. Commissioning of an integrated platform for time-resolved treatment delivery in scanned ion beam therapy by means of optical motion monitoring
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Andrea Pella, Robert Kaderka, Matteo Seregni, Marco Durante, Giovanni Fattori, A. Constantinescu, Christoph Bert, Marco Riboldi, Peter Steidl, N. Saito, Pietro Cerveri, Guido Baroni, Fattori, G., Saito, N., Seregni, M., Kaderka, R., Pella, A., Constantinescu, A., Riboldi, M., Steidl, P., Cerveri, P., Bert, C., Durante, M., and Baroni, G.
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Cancer Research ,medicine.medical_specialty ,Time Factors ,Ion beam ,Remote patient monitoring ,Computer science ,medicine.medical_treatment ,Phase (waves) ,Particle therapy ,Imaging phantom ,030218 nuclear medicine & medical imaging ,03 medical and health sciences ,0302 clinical medicine ,Medizinische Fakultät ,Neoplasms ,medicine ,Humans ,Medical physics ,ddc:610 ,Time domain ,Simulation ,Optical tracking system ,Signal processing ,Radiotherapy ,Phantoms, Imaging ,Radiotherapy Planning, Computer-Assisted ,Reproducibility of Results ,Radiotherapy Dosage ,Articles ,Bioingegneria ,Beam tracking ,Real time ,Tumor tracking ,Oncology ,030220 oncology & carcinogenesis ,Beam (structure) - Abstract
The integrated use of optical technologies for patient monitoring is addressed in the framework of time-resolved treatment delivery for scanned ion beam therapy. A software application has been designed to provide the therapy control system (TCS) with a continuous geometrical feedback by processing the external surrogates tridimensional data, detected in real-time via optical tracking. Conventional procedures for phase-based respiratory phase detection were implemented, as well as the interface to patient specific correlation models, in order to estimate internal tumor motion from surface markers. In this paper, particular attention is dedicated to the quantification of time delays resulting from system integration and its compensation by means of polynomial interpolation in the time domain. Dedicated tests to assess the separate delay contributions due to optical signal processing, digital data transfer to the TCS and passive beam energy modulation actuation have been performed. We report the system technological commissioning activities reporting dose distribution errors in a phantom study, where the treatment of a lung lesion was simulated, with both lateral and range beam position compensation. The zero-delay systems integration with a specific active scanning delivery machine was achieved by tuning the amount of time prediction applied to lateral (14.61 ± 0.98 ms) and depth (34.1 ± 6.29 ms) beam position correction signals, featuring sub-millimeter accuracy in forward estimation. Direct optical target observation and motion phase (MPh) based tumor motion discretization strategies were tested, resulting in 20.3(2.3)% and 21.2(9.3)% median (IQR) percentual relative dose difference with respect to static irradiation, respectively. Results confirm the technical feasibility of the implemented strategy towards 4D treatment delivery, with negligible percentual dose deviations with respect to static irradiation. © Adenine Press (2014).
- Published
- 2013
42. Ion beam tracking using ultrasound motion detection
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Cristina Sarti, Christian Graeff, Katia Parodi, Nami Saito, Christoph Bert, Robert Kaderka, M. Prall, Jürgen Jenne, Julia Schwaab, Marco Durante, Prall, M., Kaderka, R., Saito, N., Graeff, C., Bert, C., Durante, M., Parodi, K., Schwaab, J., Sarti, C., Jenne, J., and Publica
- Subjects
Ion beam ,Movement ,medicine.medical_treatment ,Physics::Medical Physics ,Heavy Ion Radiotherapy ,Tracking (particle physics) ,Imaging phantom ,030218 nuclear medicine & medical imaging ,03 medical and health sciences ,0302 clinical medicine ,Optics ,Medizinische Fakultät ,Neoplasms ,motion detection ,medicine ,Pencil-beam scanning ,Ultrasonography ,Physics ,Particle therapy ,business.industry ,Motion detection ,Tracking system ,General Medicine ,030220 oncology & carcinogenesis ,Neural Networks, Computer ,hadron therapy ,moving tumors ,ddc:500 ,diagnostic ultrasound ,business ,Beam (structure) - Abstract
Purpose: The use of motion mitigation techniques such as tracking and gating in particle therapy requires real-time knowledge of tumor position with millimeter precision. The aim of this phantom-based study was to evaluate the option of diagnostic ultrasound (US) imaging (sonography) as real-time motion detection method for scanned heavy ion beam irradiation of moving targets. Methods: For this pilot experiment, a tumor surrogate was moved inside a water bath along two-dimensional trajectories. A rubber ball was used for this purpose. This ball was moved by a robotic arm in two dimensions lateral to the heavy ion beam. Trajectories having a period of 3 s and peak to peak amplitude of 20 mm were used. Square radiation fields 3 × 3 cm2 were irradiated on radiosensitive films with a 200 MeV/u beam of calcium ions having a FWHM of 6 mm. Pencil beam scanning and beam tracking were employed. The films were attached on the robotic arm and thus moved with the rubber ball. The position of the rubber ball was continuously measured by a US tracking system (Mediri GmbH, Heidelberg) and sent to the GSI therapy control system (TCS). This position was used as tracking vector. Position reconstruction from the US tracking system and data communication introduced a delay leading to a position error of several millimeters. An artificial neural network (ANN) was implemented in the TCS to predict motion from US measurements and thus to compensate for the delay. Results: Using ANN delay compensation and large motion amplitudes, the authors could produce irradiation patterns with a few percent inhomogeneity and about 1 mm geometrical conformity. Conclusions: This pilot experiment suggests that diagnostic US should be further investigated as dose-free, high frame-rate, and model-independent motion detection method for scanning heavy ion beam irradiation of moving targets. © 2014 American Association of Physicists in Medicine.
- Published
- 2014
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43. Effects of model size and composition on quality of head-and-neck knowledge-based plans.
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Kaderka R, Dogan N, Jin W, and Bossart E
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- Humans, Radiotherapy Dosage, Knowledge Bases, Radiometry, Organs at Risk, Radiotherapy Planning, Computer-Assisted methods, Radiotherapy, Intensity-Modulated methods
- Abstract
Purpose: Knowledge-based planning (KBP) aims to automate and standardize treatment planning. New KBP users are faced with many questions: How much does model size matter, and are multiple models needed to accommodate specific physician preferences? In this study, six head-and-neck KBP models were trained to address these questions., Methods: The six models differed in training size and plan composition: The KBP
Full (n = 203 plans), KBP101 (n = 101), KBP50 (n = 50), and KBP25 (n = 25) were trained with plans from two head-and-neck physicians. KBPA and KBPB each contained n = 101 plans from only one physician, respectively. An independent set of 39 patients treated to 6000-7000 cGy by a third physician was re-planned with all KBP models for validation. Standard head-and-neck dosimetric parameters were used to compare resulting plans. KBPFull plans were compared to the clinical plans to evaluate overall model quality. Additionally, clinical and KBPFull plans were presented to another physician for blind review. Dosimetric comparison of KBPFull against KBP101 , KBP50 , and KBP25 investigated the effect of model size. Finally, KBPA versus KBPB tested whether training KBP models on plans from one physician only influences the resulting output. Dosimetric differences were tested for significance using a paired t-test (p < 0.05)., Results: Compared to manual plans, KBPFull significantly increased PTV Low D95% and left parotid mean dose but decreased dose cochlea, constrictors, and larynx. The physician preferred the KBPFull plan over the manual plan in 20/39 cases. Dosimetric differences between KBPFull , KBP101 , KBP50 , and KBP25 plans did not exceed 187 cGy on aggregate, except for the cochlea. Further, average differences between KBPA and KBPB were below 110 cGy., Conclusions: Overall, all models were shown to produce high-quality plans. Differences between model outputs were small compared to the prescription. This indicates only small improvements when increasing model size and minimal influence of the physician when choosing treatment plans for training head-and-neck KBP models., (© 2023 The Authors. Journal of Applied Clinical Medical Physics published by Wiley Periodicals LLC on behalf of American Association of Physicists in Medicine.)- Published
- 2024
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44. Toward automatic beam angle selection for pencil-beam scanning proton liver treatments: A deep learning-based approach.
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Kaderka R, Liu KC, Liu L, VanderStraeten R, Liu TL, Lee KM, Tu YE, MacEwan I, Simpson D, Urbanic J, and Chang C
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- Humans, Pilot Projects, Protons, Radiotherapy Dosage, Radiotherapy Planning, Computer-Assisted methods, Deep Learning, Liver, Proton Therapy methods, Radiotherapy, Intensity-Modulated methods
- Abstract
Background: Dose deposition characteristics of proton radiation can be advantageous over photons. Proton treatment planning, however, poses additional challenges for the planners. Proton therapy is usually delivered with only a small number of beam angles, and the quality of a proton treatment plan is largely determined by the beam angles employed. Finding the optimal beam angles for a proton treatment plan requires time and experience, motivating the investigation of automatic beam angle selection methods., Purpose: A deep learning-based approach to automatic beam angle selection is proposed for the proton pencil-beam scanning treatment planning of liver lesions., Methods: We cast beam-angle selection as a multi-label classification problem. To account for angular boundary discontinuity, the underlying convolution neural network is trained with the proposed Circular Earth Mover's Distance-based regularization and multi-label circular-smooth label technique. Furthermore, an analytical algorithm emulating proton treatment planners' clinical practice is employed in post-processing to improve the output of the model. Forty-nine patients that received proton liver treatments between 2017 and 2020 were randomly divided into training (n = 31), validation (n = 7), and test sets (n = 11). AI-selected beam angles were compared with those angles selected by human planners, and the dosimetric outcome was investigated by creating plans using knowledge-based treatment planning., Results: For 7 of the 11 cases in the test set, AI-selected beam angles agreed with those chosen by human planners to within 20° (median angle difference = 10°; mean = 18.6°). Moreover, out of the total 22 beam angles predicted by the model, 15 (68%) were within 10° of the human-selected angles. The high correlation in beam angles resulted in comparable dosimetric statistics between proton treatment plans generated using AI- and human-selected angles. For the cases with beam angle differences exceeding 20°, the dosimetric analysis showed similar plan quality although with different emphases on organ-at-risk sparing., Conclusions: This pilot study demonstrated the feasibility of a novel deep learning-based beam angle selection technique. Testing on liver cancer patients showed that the resulting plans were clinically viable with comparable dosimetric quality to those using human-selected beam angles. In tandem with auto-contouring and knowledge-based treatment planning tools, the proposed model could represent a pathway for nearly fully automated treatment planning in proton therapy., (© 2022 American Association of Physicists in Medicine.)
- Published
- 2022
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45. Wide-Scale Clinical Implementation of Knowledge-Based Planning: An Investigation of Workforce Efficiency, Need for Post-automation Refinement, and Data-Driven Model Maintenance.
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Kaderka R, Hild SJ, Bry VN, Cornell M, Ray XJ, Murphy JD, Atwood TF, and Moore KL
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- Automation, Humans, Knowledge Bases, Male, Organs at Risk, Radiotherapy Dosage, Radiotherapy Planning, Computer-Assisted, Workforce, Lung Diseases, Radiotherapy, Intensity-Modulated
- Abstract
Purpose: Our purpose was to investigate the effect of automated knowledge-based planning (KBP) on real-world clinical workflow efficiency, assess whether manual refinement of KBP plans improves plan quality across multiple disease sites, and develop a data-driven method to periodically improve KBP automated planning routines., Methods and Materials: Using clinical knowledge-based automated planning routines for prostate, prostatic fossa, head and neck, and hypofractionated lung disease sites in a commercial KBP solution, workflow efficiency was compared in terms of planning time in a pre-KBP (n = 145 plans) and post-KBP (n = 503) patient cohort. Post-KBP, planning was initialized with KBP (KBP-only) and subsequently manually refined (KBP +human). Differences in planning time were tested for significance using a 2-tailed Mann-Whitney U test (P < .05, null hypothesis: planning time unchanged). Post-refinement plan quality was assessed using site-specific dosimetric parameters of the original KBP-only plan versus KBP +human; 2-tailed paired t test quantified statistical significance (Bonferroni-corrected P < .05, null hypothesis: no dosimetric difference after refinement). If KBP +human significantly improved plans across the cohort, optimization objectives were changed to create an updated KBP routine (KBP'). Patients were replanned with KBP' and plan quality was compared with KBP +human as described previously., Results: KBP significantly reduced planning time in all disease sites: prostate (median: 7.6 hrs → 2.1 hrs; P < .001), prostatic fossa (11.1 hrs → 3.7 hrs; P = .001), lung (9.9 hrs → 2.0 hrs; P < .001), and head and neck (12.9 hrs → 3.5 hrs; P <.001). In prostate, prostatic fossa, and lung disease sites, organ-at-risk dose changes in KBP +human versus KBP-only were minimal (<1% prescription dose). In head and neck, KBP +human did achieve clinically relevant dose reductions in some parameters. The head and neck routine was updated (KBP'
HN ) to incorporate dose improvements from manual refinement. The only significant dosimetric differences to KBP +human after replanning with KBP'HN were in favor of the new routine., Conclusions: KBP increased clinical efficiency by significantly reducing planning time. On average, human refinement offered minimal dose improvements over KBP-only plans. In the single disease site where KBP +human was superior to KBP-only, differences were eliminated by adjusting optimization parameters in a revised KBP routine., (Copyright © 2021 Elsevier Inc. All rights reserved.)- Published
- 2021
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46. Framework for Evaluation of Automated Knowledge-Based Planning Systems Using Multiple Publicly Available Prostate Routines.
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Ray X, Kaderka R, Hild S, Cornell M, and Moore KL
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- Cohort Studies, Humans, Knowledge Bases, Male, Prostatic Neoplasms epidemiology
- Abstract
Purpose: To establish a framework for the evaluation of knowledge-based planning routines that empowers new adopters to select systems that best match their clinical priorities. We demonstrate the power of this framework using 4 publicly available prostate routines., Methods and Materials: Four publicly available prostate routines (CCMB, Miami, UCSD, WUSTL) were automatically applied across a 25-patient cohort using Eclipse scripting and a PTV prescription of V81 Gy = 95%. The institutions' routines differed in contouring guidelines for planning target volume (PTV) and organs at risk, beam arrangements, and optimization parameters. Model-estimated dose-volume histograms (DVHs) and deliverable postoptimization DVHs were extracted from plans to calculate average DVHs for each routine. Each routine's average calculated DVH was subtracted from the average DVH for all plans and from the model's average predicted DVH for comparison. DVH metrics for PTV (DMAX, D1%, D99%, DMIN), Rectum (DMAX, V70, V60, V40), Bladder (V75, V40), Femur (DMAX), and PenileBulb (DMEAN) were compared with the average using 2-sided paired t tests (Bonferroni-corrected P < .05). To control for contouring effects, the full analysis was conducted for 2 PTV margin schemas: 5 mm uniform and 3 mm or 7 mm posterior/else., Results: Calculated plans generally aligned with their routine's DVH estimations, except CCMB organ-at-risk Dmaxes. Dosimetric parameter differences were not significant, with the exception of PTV DMAX (Miami = 111.1% [P < .001]), PTV D99% (Miami = 97.4% [P = .05]; UCSD = 97.4% [P = .03]; CCMB = 98.5% [P = .001]), Rectum V40 (Miami = 19.1% [P < .001]; UCSD = 22.7% [P = .003]; CCMB = 53.5% [P < .001]), and Femur DMAX (WUSTL = 48.6% [P = .001.]; CCMB = 37.9% [P < .001]). Overall, UCSD and Miami had lower rectum doses, and CCMB and WUSTL had higher PTV homogeneity. Conclusions were unchanged with different PTV margin schemas., Conclusions: Using publicly available knowledge-based planning routines spares clinicians substantial effort in developing new models. Our results allow clinicians to select the prostate routine that matches their clinical priorities, and our methodology sets the precedent for comparing routines for different treatment sites., (Copyright © 2019 American Society for Radiation Oncology. Published by Elsevier Inc. All rights reserved.)
- Published
- 2020
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47. Noninferiority Study of Automated Knowledge-Based Planning Versus Human-Driven Optimization Across Multiple Disease Sites.
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Cornell M, Kaderka R, Hild SJ, Ray XJ, Murphy JD, Atwood TF, and Moore KL
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- Head and Neck Neoplasms pathology, Humans, Knowledge Bases, Lung Neoplasms pathology, Male, Organ Sparing Treatments methods, Organs at Risk, Prostatic Neoplasms pathology, Quality Assurance, Health Care, Radiometry, Radiotherapy Dosage, Radiotherapy Planning, Computer-Assisted standards, Therapeutic Equipoise, Clinical Protocols, Head and Neck Neoplasms radiotherapy, Knowledge Management, Lung Neoplasms radiotherapy, Prostatic Neoplasms radiotherapy, Radiotherapy Planning, Computer-Assisted methods
- Abstract
Purpose: To evaluate whether automated knowledge-based planning (KBP) (a) is noninferior to human-driven planning across multiple disease sites and (b) systematically affects dosimetric plan quality and variability., Methods and Materials: Clinical KBP automated planning routines were developed for prostate, prostatic fossa, hypofractionated lung, and head and neck. Clinical implementation consisted of independent generation of human-generated and KBP plans (145 cases across all sites), followed by blinded plan selection. Reviewing physicians were prompted to select a single plan; when plan equivalence was volunteered, this scored as KBP selection. Plan selection analysis used a noninferiority framework testing the hypothesis that KBP is not worse than human-driven planning (threshold: lower 95% confidence interval [CI] > 0.45 = noninferiority; > 0.5 = superiority). Target and organ-at-risk metrics were compared by dose differencing: ΔDx = Dx, human-Dx, KBP (2-tailed paired t test, Bonferroni-corrected P < .05 significance threshold). To evaluate the aggregated effect of KBP on planning performance, we examined post-KBP dosimetric parameters against 183 plans generated just before KBP implementation (2-tailed unpaired t test, Bonferroni-corrected P < .05)., Results: Across all disease sites, the KBP success rate (physician preferred + equivalent) was noninferior compared with human-driven planning (83 of 145 = 57.2%; range, 49.2%-65.3%) but did not cross the threshold for superiority. The KBP success rate in respective disease sites was superior with head and neck ([22 + 2]/36 = 66.7%; 95% CI, 51%-82%) and noninferior for lung stereotactic body radiation therapy ([21 + 2]/36 = 63.9%; 95% CI, 48%-80%) but did not meet noninferiority criteria with prostate ([16 + 3]/41 = 46.3%; 95% CI, 31%-62%) or prostatic fossa ([17 + 0]/32 = 53.1%; 95% CI, 36%-70%). Prostate, prostatic fossa, and head and neck showed significant differences in KBP-selected plans versus human-selected plans, with KBP generally exhibiting greater organ-at-risk sparing and human plans exhibiting better target homogeneity. Analysis of plan quality pre- and post-KBP showed some reductions in organ doses and quality metric variability in prostate and head and neck., Conclusions: Fully automated KBP was noninferior to human-driven plan optimization across multiple disease sites. Dosimetric analysis of treatment plans before and after KBP implementation showed a systematic shift to higher plan quality and lower variability with the introduction of KBP., (Copyright © 2019 Elsevier Inc. All rights reserved.)
- Published
- 2020
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48. Urticating setae of tarantulas (Araneae: Theraphosidae): Morphology, revision of typology and terminology and implications for taxonomy.
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Kaderka R, Bulantová J, Heneberg P, and Řezáč M
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- Animals, Spiders classification, Sensilla anatomy & histology, Spiders anatomy & histology
- Abstract
Tarantula urticating setae are modified setae located on the abdomen or pedipalps, which represent an effective defensive mechanism against vertebrate or invertebrate predators and intruders. They are also useful taxonomic tools as morphological characters facilitating the classification of New World theraphosid spiders. In the present study, the morphology of urticating setae was studied on 144 taxa of New World theraphosids, including ontogenetic stages in chosen species, except for species with urticating setae of type VII. The typology of urticating setae was revised, and types I, III and IV were redescribed. The urticating setae in spiders with type I setae, which were originally among type III or were considered setae of intermediate morphology between types I and III, are newly considered to be ontogenetic derivatives of type I and are described as subtypes. Setae of intermediate morphology between that of body setae and type II urticating setae that were found in Iridopelma hirsutum and Antillena rickwesti may provide another evidence that type II urticating setae evolved from body setae. It is supposed that the fusion of barbs with the shaft may lead to the morphology of type II setae. As the type II setae of Aviculariinae evolved independently to the UrS of Theraphosinae and both subfamilies represent two non-sister groups, this should explain the differences in the morphology of body setae in Aviculariinae and Theraphosinae. The terminology of "barbs" and "reversed barbs" was revised and redefined, newly emphasizing the real direction of barbs., Competing Interests: The authors have declared that no competing interests exist.
- Published
- 2019
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49. Automated Closed- and Open-Loop Validation of Knowledge-Based Planning Routines Across Multiple Disease Sites.
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Kaderka R, Mundt RC, Li N, Ziemer B, Bry VN, Cornell M, and Moore KL
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- Humans, Male, Retrospective Studies, Validation Studies as Topic, Disease genetics, Knowledge Bases, Radiotherapy, Intensity-Modulated methods
- Abstract
Purpose: Knowledge-based planning (KBP) clinical implementation necessitates significant upfront effort, even within a single disease site. The purpose of this study was to demonstrate an efficient method for clinicians to assess the noninferiority of KBP across multiple disease sites and estimate any systematic dosimetric differences after implementation. We sought to establish these endpoints in a plurality of previously treated patients (validation set) with both closed-loop (training set overlapping validation set) and open-loop (independent training set) KBP routines., Methods and Materials: We identified 53 prostate, 24 prostatic fossa, 54 hypofractionated lung, and 52 head and neck patients treated with volumetric modulated arc therapy in the year directly preceding our clinic's broad adoption of RapidPlan (Varian Medical Systems, Palo Alto, CA). Using the Varian Eclipse Scripting API, our program takes as input a list of patients, then performs semiautomated structure matching, fully automated RapidPlan-driven optimization, and plan comparison. All plans were normalized to the planning target volume (PTV) D
95% = 100%. Dose metric differences (ΔDx = Dx,clinical - Dx,KBP ) were computed for standard PTV and organ-at-risk (OAR) dose-volume histogram parameters across disease sites. A 2-tailed paired t test quantified statistical significance (P < .001)., Results: Statistically significant organ dose-volume histogram improvements were observed in the KBP cohort: the rectum, bladder, and penile bulb in prostate/prostatic fossa; and the larynx, esophagus, cricopharyngeus, parotid glands, and cochlea in head and neck. No OAR dose metric was statistically worse in any KBP sample. PTV ΔD1% increases in prostatic fossa were deemed acceptable given organ-sparing gains. PTV ΔD1% and internal target volume ΔD99% increase for the lung was by design owing to the prescription normalization variance in the pre-KBP lung sample., Conclusions: Our automated method showed multiple disease sites' KBP routines to be noninferior to manual planning, with statistically significant superiority in some aspects of OAR sparing. This method is applicable to any institution implementing either closed-loop or open-loop KBP autoplanning routines., (Copyright © 2019. Published by Elsevier Inc.)- Published
- 2019
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50. Geometric and dosimetric evaluation of atlas based auto-segmentation of cardiac structures in breast cancer patients.
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Kaderka R, Gillespie EF, Mundt RC, Bryant AK, Sanudo-Thomas CB, Harrison AL, Wouters EL, Moiseenko V, Moore KL, Atwood TF, and Murphy JD
- Subjects
- Breast Neoplasms surgery, Dose Fractionation, Radiation, Female, Heart radiation effects, Humans, Image Processing, Computer-Assisted methods, Organs at Risk anatomy & histology, Organs at Risk diagnostic imaging, Radiometry methods, Tomography, X-Ray Computed methods, Breast Neoplasms diagnostic imaging, Breast Neoplasms radiotherapy, Heart anatomy & histology, Heart diagnostic imaging, Radiotherapy Planning, Computer-Assisted methods
- Abstract
Background and Purpose: Auto-segmentation represents an efficient tool to segment organs on CT imaging. Primarily used in clinical setting, auto-segmentation plays an increasing role in research, particularly when analyzing thousands of images in the "big data" era. In this study we evaluate the accuracy of cardiac dosimetric endpoints derived from atlas based auto-segmentation compared to gold standard manual segmentation., Material and Methods: Heart and cardiac substructures were manually delineated on 54 breast cancer patients. Twenty-seven patients were used to build the auto-segmentation atlas, the other 27 to validate performance. We evaluated accuracy of the auto-segmented contours with standard geometric indices and assessed dosimetric endpoints., Results: Auto-segmented contours overlapped geometrically with manual contours of the heart and chambers with Dice-similarity coefficients of 0.93 ± 0.02 (mean ± standard deviation) and 0.79 ± 0.07 respectively. Similarly, there was a strong link between dosimetric parameters derived from auto-segmented and manual contours (R
2 = 0.955-1.000). On the other hand, the left anterior descending artery had little geometric overlap (Dice-similarity coefficient 0.09 ± 0.07), though acceptable representation of dosimetric parameters (R2 = 0.646-0.992)., Conclusions: The atlas based auto-segmentation approach delineates heart structures with sufficient accuracy for research purposes. Our results indicate that quality of auto-segmented contours cannot be determined by geometric values only., (Copyright © 2018. Published by Elsevier B.V.)- Published
- 2019
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