47 results on '"Berg, C.A.T. van den"'
Search Results
2. Towards real-time motion estimation for MR-guided radiotherapy: From MR-images to MR-MOTUS
- Author
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Berg, C.A.T. van den, Luijten, P.R., Sbrizzi, A., Huttinga, Niek Ricardo Ferdinand, Berg, C.A.T. van den, Luijten, P.R., Sbrizzi, A., and Huttinga, Niek Ricardo Ferdinand
- Published
- 2023
3. Virtual Neurostimulation: Computer-aided transcranial magnetic stimulation (TMS) guidance and dosimetry
- Author
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Dijkhuizen, R.M., Neggers, S.F.W., Berg, C.A.T. van den, Petrov, Petar Ivanov, Dijkhuizen, R.M., Neggers, S.F.W., Berg, C.A.T. van den, and Petrov, Petar Ivanov
- Published
- 2023
4. Towards real-time motion estimation for MR-guided radiotherapy: From MR-images to MR-MOTUS
- Author
-
Berg, C.A.T. van den, Luijten, P.R., Sbrizzi, A., Huttinga, Niek Ricardo Ferdinand, Berg, C.A.T. van den, Luijten, P.R., Sbrizzi, A., and Huttinga, Niek Ricardo Ferdinand
- Published
- 2023
5. Real-time MRI-guided radiotherapy with deep learning
- Author
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Berg, C.A.T. van den, Lagendijk, J.J.W., Maspero, M., Terpstra, Maarten Lennart, Berg, C.A.T. van den, Lagendijk, J.J.W., Maspero, M., and Terpstra, Maarten Lennart
- Published
- 2023
6. RF safety assessment in ultra-high field MRI: New approaches to reduce local SAR estimation errors
- Author
-
Berg, C.A.T. van den, Luijten, P.R., Raaijmakers, A.J.E., Sbrizzi, A., Meliadò, Ettore Flavio, Berg, C.A.T. van den, Luijten, P.R., Raaijmakers, A.J.E., Sbrizzi, A., and Meliadò, Ettore Flavio
- Published
- 2023
7. Activity-dependent spinal cord neuromodulation rapidly restores trunk and leg motor functions after complete paralysis
- Author
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Rowald, A., Komi, S., Demesmaeker, R., Baaklini, E., Hernandez-Charpak, S.D., Paoles, E., Montanaro, H., Cassara, A., Becce, F., Lloyd, B., Newton, T., Ravier, J., Kinany, N., D'Ercole, M., Paley, A., Hankov, N., Varescon, C., McCracken, L., Vat, M., Caban, M., Watrin, A., Jacquet, C., Bole-Feysot, L., Harte, Cathal, Lorach, H., Galvez, A., Tschopp, M., Herrmann, N., Wacker, M., Geernaert, L., Fodor, I., Radevich, V., Keybus, K. Van Den, Eberle, G., Pralong, E., Roulet, M., Ledoux, J.B., Fornari, E., Mandija, S., Mattera, L., Martuzzi, R., Nazarian, B., Benkler, S., Callegari, S., Greiner, N., Fuhrer, B., Froeling, M., Buse, N., Denison, T., Buschman, R., Wende, C., Ganty, D., Bakker, Jurriaan, Delattre, V., Lambert, H., Minassian, K., Berg, C.A.T. van den, Kavounoudias, A., Micera, S., Ville, D. Van De, Barraud, Q., Kurt, E., Kuster, N., Neufeld, E., Capogrosso, M., Asboth, L., Wagner, F.B., Bloch, J., Courtine, G., Rowald, A., Komi, S., Demesmaeker, R., Baaklini, E., Hernandez-Charpak, S.D., Paoles, E., Montanaro, H., Cassara, A., Becce, F., Lloyd, B., Newton, T., Ravier, J., Kinany, N., D'Ercole, M., Paley, A., Hankov, N., Varescon, C., McCracken, L., Vat, M., Caban, M., Watrin, A., Jacquet, C., Bole-Feysot, L., Harte, Cathal, Lorach, H., Galvez, A., Tschopp, M., Herrmann, N., Wacker, M., Geernaert, L., Fodor, I., Radevich, V., Keybus, K. Van Den, Eberle, G., Pralong, E., Roulet, M., Ledoux, J.B., Fornari, E., Mandija, S., Mattera, L., Martuzzi, R., Nazarian, B., Benkler, S., Callegari, S., Greiner, N., Fuhrer, B., Froeling, M., Buse, N., Denison, T., Buschman, R., Wende, C., Ganty, D., Bakker, Jurriaan, Delattre, V., Lambert, H., Minassian, K., Berg, C.A.T. van den, Kavounoudias, A., Micera, S., Ville, D. Van De, Barraud, Q., Kurt, E., Kuster, N., Neufeld, E., Capogrosso, M., Asboth, L., Wagner, F.B., Bloch, J., and Courtine, G.
- Abstract
Item does not contain fulltext, Epidural electrical stimulation (EES) targeting the dorsal roots of lumbosacral segments restores walking in people with spinal cord injury (SCI). However, EES is delivered with multielectrode paddle leads that were originally designed to target the dorsal column of the spinal cord. Here, we hypothesized that an arrangement of electrodes targeting the ensemble of dorsal roots involved in leg and trunk movements would result in superior efficacy, restoring more diverse motor activities after the most severe SCI. To test this hypothesis, we established a computational framework that informed the optimal arrangement of electrodes on a new paddle lead and guided its neurosurgical positioning. We also developed software supporting the rapid configuration of activity-specific stimulation programs that reproduced the natural activation of motor neurons underlying each activity. We tested these neurotechnologies in three individuals with complete sensorimotor paralysis as part of an ongoing clinical trial ( www.clinicaltrials.gov identifier NCT02936453). Within a single day, activity-specific stimulation programs enabled these three individuals to stand, walk, cycle, swim and control trunk movements. Neurorehabilitation mediated sufficient improvement to restore these activities in community settings, opening a realistic path to support everyday mobility with EES in people with SCI.
- Published
- 2022
8. Activity-dependent spinal cord neuromodulation rapidly restores trunk and leg motor functions after complete paralysis
- Author
-
Rowald, A., Komi, S., Demesmaeker, R., Baaklini, E., Hernandez-Charpak, S.D., Paoles, E., Montanaro, H., Cassara, A., Becce, F., Lloyd, B., Newton, T., Ravier, J., Kinany, N., D'Ercole, M., Paley, A., Hankov, N., Varescon, C., McCracken, L., Vat, M., Caban, M., Watrin, A., Jacquet, C., Bole-Feysot, L., Harte, Cathal, Lorach, H., Galvez, A., Tschopp, M., Herrmann, N., Wacker, M., Geernaert, L., Fodor, I., Radevich, V., Keybus, K. Van Den, Eberle, G., Pralong, E., Roulet, M., Ledoux, J.B., Fornari, E., Mandija, S., Mattera, L., Martuzzi, R., Nazarian, B., Benkler, S., Callegari, S., Greiner, N., Fuhrer, B., Froeling, M., Buse, N., Denison, T., Buschman, R., Wende, C., Ganty, D., Bakker, Jurriaan, Delattre, V., Lambert, H., Minassian, K., Berg, C.A.T. van den, Kavounoudias, A., Micera, S., Ville, D. Van De, Barraud, Q., Kurt, E., Kuster, N., Neufeld, E., Capogrosso, M., Asboth, L., Wagner, F.B., Bloch, J., Courtine, G., Rowald, A., Komi, S., Demesmaeker, R., Baaklini, E., Hernandez-Charpak, S.D., Paoles, E., Montanaro, H., Cassara, A., Becce, F., Lloyd, B., Newton, T., Ravier, J., Kinany, N., D'Ercole, M., Paley, A., Hankov, N., Varescon, C., McCracken, L., Vat, M., Caban, M., Watrin, A., Jacquet, C., Bole-Feysot, L., Harte, Cathal, Lorach, H., Galvez, A., Tschopp, M., Herrmann, N., Wacker, M., Geernaert, L., Fodor, I., Radevich, V., Keybus, K. Van Den, Eberle, G., Pralong, E., Roulet, M., Ledoux, J.B., Fornari, E., Mandija, S., Mattera, L., Martuzzi, R., Nazarian, B., Benkler, S., Callegari, S., Greiner, N., Fuhrer, B., Froeling, M., Buse, N., Denison, T., Buschman, R., Wende, C., Ganty, D., Bakker, Jurriaan, Delattre, V., Lambert, H., Minassian, K., Berg, C.A.T. van den, Kavounoudias, A., Micera, S., Ville, D. Van De, Barraud, Q., Kurt, E., Kuster, N., Neufeld, E., Capogrosso, M., Asboth, L., Wagner, F.B., Bloch, J., and Courtine, G.
- Abstract
Contains fulltext : 248245.pdf (Publisher’s version ) (Closed access), Epidural electrical stimulation (EES) targeting the dorsal roots of lumbosacral segments restores walking in people with spinal cord injury (SCI). However, EES is delivered with multielectrode paddle leads that were originally designed to target the dorsal column of the spinal cord. Here, we hypothesized that an arrangement of electrodes targeting the ensemble of dorsal roots involved in leg and trunk movements would result in superior efficacy, restoring more diverse motor activities after the most severe SCI. To test this hypothesis, we established a computational framework that informed the optimal arrangement of electrodes on a new paddle lead and guided its neurosurgical positioning. We also developed software supporting the rapid configuration of activity-specific stimulation programs that reproduced the natural activation of motor neurons underlying each activity. We tested these neurotechnologies in three individuals with complete sensorimotor paralysis as part of an ongoing clinical trial ( www.clinicaltrials.gov identifier NCT02936453). Within a single day, activity-specific stimulation programs enabled these three individuals to stand, walk, cycle, swim and control trunk movements. Neurorehabilitation mediated sufficient improvement to restore these activities in community settings, opening a realistic path to support everyday mobility with EES in people with SCI.
- Published
- 2022
9. See without being seen: Novel, radiolucent MRI receive arrays for MR-linac and PET/MRI
- Author
-
Berg, C.A.T. van den, Lagendijk, J.J.W., Tijssen, H.N., Zijlema, Stefan Emiel, Berg, C.A.T. van den, Lagendijk, J.J.W., Tijssen, H.N., and Zijlema, Stefan Emiel
- Published
- 2022
10. See without being seen: Novel, radiolucent MRI receive arrays for MR-linac and PET/MRI
- Author
-
Berg, C.A.T. van den, Lagendijk, J.J.W., Tijssen, H.N., Zijlema, Stefan Emiel, Berg, C.A.T. van den, Lagendijk, J.J.W., Tijssen, H.N., and Zijlema, Stefan Emiel
- Published
- 2022
11. Blood Pressure During Endovascular Treatment Under Conscious Sedation or Local Anesthesia
- Author
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Samuels, N., Graaf, R.A. van de, Berg, C.A.T. van den, Nieboer, D., Eralp, I., Treurniet, K.M., Emmer, B.J., Immink, R.V., Majoie, C., Zwam, W.H. van, Bokkers, R.P., Uyttenboogaart, M., Hasselt, B. van, Muhling, J., Burke, J.F., Roozenbeek, B., Lugt, A. van der, Dippel, D.W., Jenniskens, S.F.M., Boogaarts, H.D., Dijk, E.J. van, Lingsma, H.F., Es, A. van, Samuels, N., Graaf, R.A. van de, Berg, C.A.T. van den, Nieboer, D., Eralp, I., Treurniet, K.M., Emmer, B.J., Immink, R.V., Majoie, C., Zwam, W.H. van, Bokkers, R.P., Uyttenboogaart, M., Hasselt, B. van, Muhling, J., Burke, J.F., Roozenbeek, B., Lugt, A. van der, Dippel, D.W., Jenniskens, S.F.M., Boogaarts, H.D., Dijk, E.J. van, Lingsma, H.F., and Es, A. van
- Abstract
Contains fulltext : 234980.pdf (Publisher’s version ) (Open Access), OBJECTIVE: To evaluate the role of blood pressure (BP) as mediator of the effect of conscious sedation (CS) compared to local anesthesia (LA) on functional outcome after endovascular treatment (EVT). METHODS: Patients treated in the Multicenter Randomized Clinical Trial of Endovascular Treatment for Acute Ischemic Stroke in the Netherlands (MR CLEAN) Registry centers with CS or LA as preferred anesthetic approach during EVT for ischemic stroke were analyzed. First, we evaluated the effect of CS on area under the threshold (AUT), relative difference between baseline and lowest procedural mean arterial pressure (LMAP), and procedural BP trend, compared to LA. Second, we assessed the association between BP and functional outcome (modified Rankin Scale [mRS]) with multivariable regression. Lastly, we evaluated whether BP explained the effect of CS on mRS. RESULTS: In 440 patients with available BP data, patients treated under CS (n = 262) had larger AUTs (median 228 vs 23 mm Hg*min), larger LMAP (median 16% vs 6%), and a more negative BP trend (-0.22 vs -0.08 mm Hg/min) compared to LA (n = 178). Larger LMAP and AUTs were associated with worse mRS (adjusted common odds ratio [acOR] per 10% drop 0.87, 95% confidence interval [CI] 0.78-0.97, and acOR per 300 mm Hg*min 0.89, 95% CI 0.82-0.97). Patients treated under CS had worse mRS compared to LA (acOR 0.59, 95% CI 0.40-0.87) and this association remained when adjusting for LMAP and AUT (acOR 0.62, 95% CI 0.42-0.92). CONCLUSIONS: Large BP drops are associated with worse functional outcome. However, BP drops do not explain the worse outcomes in the CS group.
- Published
- 2021
12. Technical developments for quantitative and motion resolved MR-guided radiotherapy
- Author
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Lagendijk, J.J.W., Berg, C.A.T. van den, Tijssen, H.N., Sbrizzi, A., Bruijnen, Tom, Lagendijk, J.J.W., Berg, C.A.T. van den, Tijssen, H.N., Sbrizzi, A., and Bruijnen, Tom
- Published
- 2021
13. Technical developments for quantitative and motion resolved MR-guided radiotherapy
- Author
-
Lagendijk, J.J.W., Berg, C.A.T. van den, Tijssen, H.N., Sbrizzi, A., Bruijnen, Tom, Lagendijk, J.J.W., Berg, C.A.T. van den, Tijssen, H.N., Sbrizzi, A., and Bruijnen, Tom
- Published
- 2021
14. Blood Pressure During Endovascular Treatment Under Conscious Sedation or Local Anesthesia
- Author
-
Samuels, N., Graaf, R.A. van de, Berg, C.A.T. van den, Nieboer, D., Eralp, I., Treurniet, K.M., Emmer, B.J., Immink, R.V., Majoie, C., Zwam, W.H. van, Bokkers, R.P., Uyttenboogaart, M., Hasselt, B. van, Muhling, J., Burke, J.F., Roozenbeek, B., Lugt, A. van der, Dippel, D.W., Jenniskens, S.F.M., Boogaarts, H.D., Dijk, E.J. van, Lingsma, H.F., Es, A. van, Samuels, N., Graaf, R.A. van de, Berg, C.A.T. van den, Nieboer, D., Eralp, I., Treurniet, K.M., Emmer, B.J., Immink, R.V., Majoie, C., Zwam, W.H. van, Bokkers, R.P., Uyttenboogaart, M., Hasselt, B. van, Muhling, J., Burke, J.F., Roozenbeek, B., Lugt, A. van der, Dippel, D.W., Jenniskens, S.F.M., Boogaarts, H.D., Dijk, E.J. van, Lingsma, H.F., and Es, A. van
- Abstract
Contains fulltext : 234980.pdf (Publisher’s version ) (Open Access), OBJECTIVE: To evaluate the role of blood pressure (BP) as mediator of the effect of conscious sedation (CS) compared to local anesthesia (LA) on functional outcome after endovascular treatment (EVT). METHODS: Patients treated in the Multicenter Randomized Clinical Trial of Endovascular Treatment for Acute Ischemic Stroke in the Netherlands (MR CLEAN) Registry centers with CS or LA as preferred anesthetic approach during EVT for ischemic stroke were analyzed. First, we evaluated the effect of CS on area under the threshold (AUT), relative difference between baseline and lowest procedural mean arterial pressure (LMAP), and procedural BP trend, compared to LA. Second, we assessed the association between BP and functional outcome (modified Rankin Scale [mRS]) with multivariable regression. Lastly, we evaluated whether BP explained the effect of CS on mRS. RESULTS: In 440 patients with available BP data, patients treated under CS (n = 262) had larger AUTs (median 228 vs 23 mm Hg*min), larger LMAP (median 16% vs 6%), and a more negative BP trend (-0.22 vs -0.08 mm Hg/min) compared to LA (n = 178). Larger LMAP and AUTs were associated with worse mRS (adjusted common odds ratio [acOR] per 10% drop 0.87, 95% confidence interval [CI] 0.78-0.97, and acOR per 300 mm Hg*min 0.89, 95% CI 0.82-0.97). Patients treated under CS had worse mRS compared to LA (acOR 0.59, 95% CI 0.40-0.87) and this association remained when adjusting for LMAP and AUT (acOR 0.62, 95% CI 0.42-0.92). CONCLUSIONS: Large BP drops are associated with worse functional outcome. However, BP drops do not explain the worse outcomes in the CS group.
- Published
- 2021
15. Technical developments for quantitative and motion resolved MR-guided radiotherapy
- Author
-
Lagendijk, J.J.W., Berg, C.A.T. van den, Tijssen, H.N., Sbrizzi, A., Bruijnen, Tom, Lagendijk, J.J.W., Berg, C.A.T. van den, Tijssen, H.N., Sbrizzi, A., and Bruijnen, Tom
- Published
- 2021
16. Blood Pressure During Endovascular Treatment Under Conscious Sedation or Local Anesthesia
- Author
-
Samuels, N., Graaf, R.A. van de, Berg, C.A.T. van den, Nieboer, D., Eralp, I., Treurniet, K.M., Emmer, B.J., Immink, R.V., Majoie, C., Zwam, W.H. van, Bokkers, R.P., Uyttenboogaart, M., Hasselt, B. van, Muhling, J., Burke, J.F., Roozenbeek, B., Lugt, A. van der, Dippel, D.W., Jenniskens, S.F.M., Boogaarts, H.D., Dijk, E.J. van, Lingsma, H.F., Es, A. van, Samuels, N., Graaf, R.A. van de, Berg, C.A.T. van den, Nieboer, D., Eralp, I., Treurniet, K.M., Emmer, B.J., Immink, R.V., Majoie, C., Zwam, W.H. van, Bokkers, R.P., Uyttenboogaart, M., Hasselt, B. van, Muhling, J., Burke, J.F., Roozenbeek, B., Lugt, A. van der, Dippel, D.W., Jenniskens, S.F.M., Boogaarts, H.D., Dijk, E.J. van, Lingsma, H.F., and Es, A. van
- Abstract
Contains fulltext : 234980.pdf (Publisher’s version ) (Open Access), OBJECTIVE: To evaluate the role of blood pressure (BP) as mediator of the effect of conscious sedation (CS) compared to local anesthesia (LA) on functional outcome after endovascular treatment (EVT). METHODS: Patients treated in the Multicenter Randomized Clinical Trial of Endovascular Treatment for Acute Ischemic Stroke in the Netherlands (MR CLEAN) Registry centers with CS or LA as preferred anesthetic approach during EVT for ischemic stroke were analyzed. First, we evaluated the effect of CS on area under the threshold (AUT), relative difference between baseline and lowest procedural mean arterial pressure (LMAP), and procedural BP trend, compared to LA. Second, we assessed the association between BP and functional outcome (modified Rankin Scale [mRS]) with multivariable regression. Lastly, we evaluated whether BP explained the effect of CS on mRS. RESULTS: In 440 patients with available BP data, patients treated under CS (n = 262) had larger AUTs (median 228 vs 23 mm Hg*min), larger LMAP (median 16% vs 6%), and a more negative BP trend (-0.22 vs -0.08 mm Hg/min) compared to LA (n = 178). Larger LMAP and AUTs were associated with worse mRS (adjusted common odds ratio [acOR] per 10% drop 0.87, 95% confidence interval [CI] 0.78-0.97, and acOR per 300 mm Hg*min 0.89, 95% CI 0.82-0.97). Patients treated under CS had worse mRS compared to LA (acOR 0.59, 95% CI 0.40-0.87) and this association remained when adjusting for LMAP and AUT (acOR 0.62, 95% CI 0.42-0.92). CONCLUSIONS: Large BP drops are associated with worse functional outcome. However, BP drops do not explain the worse outcomes in the CS group.
- Published
- 2021
17. Technical developments for quantitative and motion resolved MR-guided radiotherapy
- Author
-
Lagendijk, J.J.W., Berg, C.A.T. van den, Tijssen, H.N., Sbrizzi, A., Bruijnen, Tom, Lagendijk, J.J.W., Berg, C.A.T. van den, Tijssen, H.N., Sbrizzi, A., and Bruijnen, Tom
- Published
- 2021
18. Dosimetric impact of soft-tissue based intrafraction motion from 3D cine-MR in prostate SBRT
- Author
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Muinck-Keizer, D.M. de, Kontaxis, C., Kerkmeijer, L.G.W., Voorst-van Zyp, J.R.N. van der, Berg, C.A.T. van den, Raaymakers, B.W., Lagendijk, J.J., Boer, J.C. den, Muinck-Keizer, D.M. de, Kontaxis, C., Kerkmeijer, L.G.W., Voorst-van Zyp, J.R.N. van der, Berg, C.A.T. van den, Raaymakers, B.W., Lagendijk, J.J., and Boer, J.C. den
- Abstract
Item does not contain fulltext, To investigate the dosimetric impact of intrafraction translation and rotation motion of the prostate, as extracted from daily acquired post-treatment 3D cine-MR based on soft-tissue contrast, in extremely hypofractionated (SBRT) prostate patients. Accurate dose reconstruction is performed by using a prostate intrafraction motion trace which is obtained with a soft-tissue based rigid registration method on 3D cine-MR dynamics with a temporal resolution of 11 s. The recorded motion of each time-point was applied to the planning CT, resulting in the respective dynamic volume used for dose calculation. For each treatment fraction, the treatment delivery record was generated by proportionally splitting the plan into 11 s intervals based on the delivered monitor units. For each fraction the doses of all partial plan/dynamic volume combinations were calculated and were summed to lead to the motion-affected fraction dose. Finally, for each patient the five fraction doses were summed, yielding the total treatment dose. Both daily and total doses were compared to the original reference dose of the respective patient to assess the impact of the intrafraction motion. Depending on the underlying motion of the prostate, different types of motion-affected dose distributions were observed. The planning target volumes (PTVs) ensured CTV_30 (seminal vesicles) D99% coverage for all patients, CTV_35 (prostate corpus) coverage for 97% of the patients and GTV_50 (local boost) for 83% of the patients when compared against the strict planning target D99% value. The dosimetric impact due to prostate intrafraction motion in extremely hypofractionated treatments was determined. The presented study is an essential step towards establishing the actual delivered dose to the patient during radiotherapy fractions.
- Published
- 2020
19. Deep learning-based MR-to-CT synthesis: The influence of varying gradient echo-based MR images as input channels
- Author
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Florkow, M.C., Zijlstra, F., Willemsen, K., Maspero, M., Berg, C.A.T. van den, Kerkmeijer, L.G.W., Castelein, R.M., Weinans, H., Viergever, M.A., Stralen, M. van, Seevinck, P.R., Florkow, M.C., Zijlstra, F., Willemsen, K., Maspero, M., Berg, C.A.T. van den, Kerkmeijer, L.G.W., Castelein, R.M., Weinans, H., Viergever, M.A., Stralen, M. van, and Seevinck, P.R.
- Abstract
Contains fulltext : 219835.pdf (Publisher’s version ) (Open Access), PURPOSE: To study the influence of gradient echo-based contrasts as input channels to a 3D patch-based neural network trained for synthetic CT (sCT) generation in canine and human populations. METHODS: Magnetic resonance images and CT scans of human and canine pelvic regions were acquired and paired using nonrigid registration. Magnitude MR images and Dixon reconstructed water, fat, in-phase and opposed-phase images were obtained from a single T1 -weighted multi-echo gradient-echo acquisition. From this set, 6 input configurations were defined, each containing 1 to 4 MR images regarded as input channels. For each configuration, a UNet-derived deep learning model was trained for synthetic CT generation. Reconstructed Hounsfield unit maps were evaluated with peak SNR, mean absolute error, and mean error. Dice similarity coefficient and surface distance maps assessed the geometric fidelity of bones. Repeatability was estimated by replicating the training up to 10 times. RESULTS: Seventeen canines and 23 human subjects were included in the study. Performance and repeatability of single-channel models were dependent on the TE-related water-fat interference with variations of up to 17% in mean absolute error, and variations of up to 28% specifically in bones. Repeatability, Dice similarity coefficient, and mean absolute error were statistically significantly better in multichannel models with mean absolute error ranging from 33 to 40 Hounsfield units in humans and from 35 to 47 Hounsfield units in canines. CONCLUSION: Significant differences in performance and robustness of deep learning models for synthetic CT generation were observed depending on the input. In-phase images outperformed opposed-phase images, and Dixon reconstructed multichannel inputs outperformed single-channel inputs.
- Published
- 2020
20. MRI safety of implants: transfer function determination from MR images
- Author
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Luijten, P.R., Berg, C.A.T. van den, Raaijmakers, A.J.E., Tokaya, Janot Philippe, Luijten, P.R., Berg, C.A.T. van den, Raaijmakers, A.J.E., and Tokaya, Janot Philippe
- Published
- 2020
21. MRI safety of implants: transfer function determination from MR images
- Author
-
Luijten, P.R., Berg, C.A.T. van den, Raaijmakers, A.J.E., Tokaya, Janot Philippe, Luijten, P.R., Berg, C.A.T. van den, Raaijmakers, A.J.E., and Tokaya, Janot Philippe
- Published
- 2020
22. Dosimetric impact of soft-tissue based intrafraction motion from 3D cine-MR in prostate SBRT
- Author
-
Muinck-Keizer, D.M. de, Kontaxis, C., Kerkmeijer, L.G.W., Voorst-van Zyp, J.R.N. van der, Berg, C.A.T. van den, Raaymakers, B.W., Lagendijk, J.J., Boer, J.C. den, Muinck-Keizer, D.M. de, Kontaxis, C., Kerkmeijer, L.G.W., Voorst-van Zyp, J.R.N. van der, Berg, C.A.T. van den, Raaymakers, B.W., Lagendijk, J.J., and Boer, J.C. den
- Abstract
Item does not contain fulltext, To investigate the dosimetric impact of intrafraction translation and rotation motion of the prostate, as extracted from daily acquired post-treatment 3D cine-MR based on soft-tissue contrast, in extremely hypofractionated (SBRT) prostate patients. Accurate dose reconstruction is performed by using a prostate intrafraction motion trace which is obtained with a soft-tissue based rigid registration method on 3D cine-MR dynamics with a temporal resolution of 11 s. The recorded motion of each time-point was applied to the planning CT, resulting in the respective dynamic volume used for dose calculation. For each treatment fraction, the treatment delivery record was generated by proportionally splitting the plan into 11 s intervals based on the delivered monitor units. For each fraction the doses of all partial plan/dynamic volume combinations were calculated and were summed to lead to the motion-affected fraction dose. Finally, for each patient the five fraction doses were summed, yielding the total treatment dose. Both daily and total doses were compared to the original reference dose of the respective patient to assess the impact of the intrafraction motion. Depending on the underlying motion of the prostate, different types of motion-affected dose distributions were observed. The planning target volumes (PTVs) ensured CTV_30 (seminal vesicles) D99% coverage for all patients, CTV_35 (prostate corpus) coverage for 97% of the patients and GTV_50 (local boost) for 83% of the patients when compared against the strict planning target D99% value. The dosimetric impact due to prostate intrafraction motion in extremely hypofractionated treatments was determined. The presented study is an essential step towards establishing the actual delivered dose to the patient during radiotherapy fractions.
- Published
- 2020
23. Deep learning-based MR-to-CT synthesis: The influence of varying gradient echo-based MR images as input channels
- Author
-
Florkow, M.C., Zijlstra, F., Willemsen, K., Maspero, M., Berg, C.A.T. van den, Kerkmeijer, L.G.W., Castelein, R.M., Weinans, H., Viergever, M.A., Stralen, M. van, Seevinck, P.R., Florkow, M.C., Zijlstra, F., Willemsen, K., Maspero, M., Berg, C.A.T. van den, Kerkmeijer, L.G.W., Castelein, R.M., Weinans, H., Viergever, M.A., Stralen, M. van, and Seevinck, P.R.
- Abstract
Contains fulltext : 219835.pdf (Publisher’s version ) (Open Access), PURPOSE: To study the influence of gradient echo-based contrasts as input channels to a 3D patch-based neural network trained for synthetic CT (sCT) generation in canine and human populations. METHODS: Magnetic resonance images and CT scans of human and canine pelvic regions were acquired and paired using nonrigid registration. Magnitude MR images and Dixon reconstructed water, fat, in-phase and opposed-phase images were obtained from a single T1 -weighted multi-echo gradient-echo acquisition. From this set, 6 input configurations were defined, each containing 1 to 4 MR images regarded as input channels. For each configuration, a UNet-derived deep learning model was trained for synthetic CT generation. Reconstructed Hounsfield unit maps were evaluated with peak SNR, mean absolute error, and mean error. Dice similarity coefficient and surface distance maps assessed the geometric fidelity of bones. Repeatability was estimated by replicating the training up to 10 times. RESULTS: Seventeen canines and 23 human subjects were included in the study. Performance and repeatability of single-channel models were dependent on the TE-related water-fat interference with variations of up to 17% in mean absolute error, and variations of up to 28% specifically in bones. Repeatability, Dice similarity coefficient, and mean absolute error were statistically significantly better in multichannel models with mean absolute error ranging from 33 to 40 Hounsfield units in humans and from 35 to 47 Hounsfield units in canines. CONCLUSION: Significant differences in performance and robustness of deep learning models for synthetic CT generation were observed depending on the input. In-phase images outperformed opposed-phase images, and Dixon reconstructed multichannel inputs outperformed single-channel inputs.
- Published
- 2020
24. MRI safety of implants: transfer function determination from MR images
- Author
-
Luijten, P.R., Berg, C.A.T. van den, Raaijmakers, A.J.E., Tokaya, Janot Philippe, Luijten, P.R., Berg, C.A.T. van den, Raaijmakers, A.J.E., and Tokaya, Janot Philippe
- Published
- 2020
25. Dosimetric impact of soft-tissue based intrafraction motion from 3D cine-MR in prostate SBRT
- Author
-
Muinck-Keizer, D.M. de, Kontaxis, C., Kerkmeijer, L.G.W., Voorst-van Zyp, J.R.N. van der, Berg, C.A.T. van den, Raaymakers, B.W., Lagendijk, J.J., Boer, J.C. den, Muinck-Keizer, D.M. de, Kontaxis, C., Kerkmeijer, L.G.W., Voorst-van Zyp, J.R.N. van der, Berg, C.A.T. van den, Raaymakers, B.W., Lagendijk, J.J., and Boer, J.C. den
- Abstract
Item does not contain fulltext, To investigate the dosimetric impact of intrafraction translation and rotation motion of the prostate, as extracted from daily acquired post-treatment 3D cine-MR based on soft-tissue contrast, in extremely hypofractionated (SBRT) prostate patients. Accurate dose reconstruction is performed by using a prostate intrafraction motion trace which is obtained with a soft-tissue based rigid registration method on 3D cine-MR dynamics with a temporal resolution of 11 s. The recorded motion of each time-point was applied to the planning CT, resulting in the respective dynamic volume used for dose calculation. For each treatment fraction, the treatment delivery record was generated by proportionally splitting the plan into 11 s intervals based on the delivered monitor units. For each fraction the doses of all partial plan/dynamic volume combinations were calculated and were summed to lead to the motion-affected fraction dose. Finally, for each patient the five fraction doses were summed, yielding the total treatment dose. Both daily and total doses were compared to the original reference dose of the respective patient to assess the impact of the intrafraction motion. Depending on the underlying motion of the prostate, different types of motion-affected dose distributions were observed. The planning target volumes (PTVs) ensured CTV_30 (seminal vesicles) D99% coverage for all patients, CTV_35 (prostate corpus) coverage for 97% of the patients and GTV_50 (local boost) for 83% of the patients when compared against the strict planning target D99% value. The dosimetric impact due to prostate intrafraction motion in extremely hypofractionated treatments was determined. The presented study is an essential step towards establishing the actual delivered dose to the patient during radiotherapy fractions.
- Published
- 2020
26. MRI safety of implants: transfer function determination from MR images
- Author
-
Luijten, P.R., Berg, C.A.T. van den, Raaijmakers, A.J.E., Tokaya, Janot Philippe, Luijten, P.R., Berg, C.A.T. van den, Raaijmakers, A.J.E., and Tokaya, Janot Philippe
- Published
- 2020
27. Visualization of gold fiducial markers in the prostate using phase-cycled bSSFP imaging for MRI-only radiotherapy
- Author
-
Shcherbakova, Y., Bartels, L.W., Mandija, S., Beld, E., Seevinck, P.R., Voort van Zyp, J.R.N. van der, Kerkmeijer, L.G.W., Moonen, C.T., Lagendijk, J.J., Berg, C.A.T. van den, Shcherbakova, Y., Bartels, L.W., Mandija, S., Beld, E., Seevinck, P.R., Voort van Zyp, J.R.N. van der, Kerkmeijer, L.G.W., Moonen, C.T., Lagendijk, J.J., and Berg, C.A.T. van den
- Abstract
Contains fulltext : 215740.pdf (publisher's version ) (Open Access), In this work, we present a new method for visualization of fiducial markers (FMs) in the prostate for MRI-only radiotherapy with a positive contrast directly at the MR console. The method is based on high bandwidth phase-cycled balanced steady-state free precession (bSSFP) sequence, which is available on many clinical scanners, does not require any additional post-processing or software, and has a higher signal-to-noise (SNR) compared to conventional gradient-echo (GE) imaging. Complex phase-cycled bSSFP data is acquired with different RF phase increment settings such that the manifestation of the artifacts around FMs in the acquired complex images is different for each dynamic acquisition and depends on the RF phase increment used. First, we performed numerical simulations to investigate the complex-valued phase-cycled bSSFP signal in the presence of a gold FM, and to investigate the relation of the true physical location of the FM with the geometrical manifestation of the artifacts. Next, to validate the simulations, we performed phantoms and in vivo studies and compared the experimentally obtained artifacts with those predicted in simulations. The accuracy of the method was assessed by comparing the distances between the FM's centers and the center of mass of FMs system measured using phase-cycled bSSFP MR images and using reference CT (or MRI-only) images. The results show accurate (within 1 mm) matching of FMs localization between CT and MR images on five patients, proving the feasibility of in vivo FMs detection on MR images only. The FMs show a positive contrast with respect to the prostate background on real/imaginary phase-cycled bSSFP images, which was confirmed by simulations. The proposed method facilitates robust FMs visualization with positive contrast directly at the MR console, allowing RT technicians to obtain immediate feedback on the anticipated feasibility of accurate FMs localization while the patient is being scanned.
- Published
- 2019
28. Fiducial marker based intra-fraction motion assessment on cine-MR for MR-linac treatment of prostate cancer
- Author
-
Muinck Keizer, D.M.D. de, Pathmanathan, A.U., Andreychenko, A., Kerkmeijer, L.G.W., Voort van Zyp, J.R.N. van der, Tree, A.C., Berg, C.A.T. van den, Boer, J.C.J. de, Muinck Keizer, D.M.D. de, Pathmanathan, A.U., Andreychenko, A., Kerkmeijer, L.G.W., Voort van Zyp, J.R.N. van der, Tree, A.C., Berg, C.A.T. van den, and Boer, J.C.J. de
- Abstract
Item does not contain fulltext, We have developed a method to determine intrafraction motion of the prostate through automatic fiducial marker (FM) tracking on 3D cine-magnetic resonance (MR) images with high spatial and temporal resolution. Twenty-nine patients undergoing prostate stereotactic body radiotherapy (SBRT), with four implanted cylindrical gold FMs, had cine-MR imaging sessions after each of five weekly fractions. Each cine-MR examination consisted of 55 sequentially obtained 3D datasets ('dynamics'), acquired over a 11 s period, covering a total of 10 min. FM locations in the first dynamic were manually identified by a clinician, FM centers in subsequent dynamics were automatically determined. Center of mass (COM) translations and rotations were determined by calculating the rigid transformations between the FM template of the first and subsequent dynamics. The algorithm was applied to 7315 dynamics over 133 scans of 29 patients and the obtained results were validated by comparing the COM locations recorded by the clinician at the halfway-dynamic (after 5 min) and end dynamic (after 10 min). The mean COM translations at 10 min were X: 0.0 [Formula: see text] 0.8 mm, Y: 1.0 [Formula: see text] 1.9 mm and Z: 0.9 [Formula: see text] 2.0 mm. The mean rotation results at 10 min were X: 0.1 [Formula: see text] 3.9 degrees , Y: 0.0 [Formula: see text] 1.3 degrees and Z: 0.1 [Formula: see text] 1.2 degrees . The tracking success rate was 97.7% with a mean 3D COM error of 1.1 mm. We have developed a robust, fast and accurate FM tracking algorithm for cine-MR data, which allows for continuous monitoring of prostate motion during MR-guided radiotherapy (MRgRT). These results will be used to validate automatic prostate tracking based on soft-tissue contrast.
- Published
- 2019
29. Soft-tissue prostate intrafraction motion tracking in 3D cine-MR for MR-guided radiotherapy
- Author
-
Keizer, D.M. de Muinck, Kerkmeijer, L.G.W., Maspero, M., Andreychenko, A., Voort van Zyp, J.R.N. van der, Berg, C.A.T. van den, Raaymakers, B.W., Lagendijk, J.J., Boer, J.C. den, Keizer, D.M. de Muinck, Kerkmeijer, L.G.W., Maspero, M., Andreychenko, A., Voort van Zyp, J.R.N. van der, Berg, C.A.T. van den, Raaymakers, B.W., Lagendijk, J.J., and Boer, J.C. den
- Abstract
Item does not contain fulltext, To develop a method to automatically determine intrafraction motion of the prostate based on soft tissue contrast on 3D cine-magnetic resonance (MR) images with high spatial and temporal resolution. Twenty-nine patients who underwent prostate stereotactic body radiotherapy (SBRT), with four implanted cylindrical gold fiducial markers (FMs), had cine-MR imaging sessions after each of five weekly fractions. Each cine-MR session consisted of 55 sequentially obtained 3D data sets ('dynamics') and was acquired over an 11 s period, covering a total of 10 min. The prostate was delineated on the first dynamic of every dataset and this delineation was used as the starting position for the soft tissue tracking (SST). Each subsequent dynamic was rigidly aligned to the first dynamic, based on the contrast of the prostate. The obtained translation and rotation describes the intrafraction motion of the prostate. The algorithm was applied to 6270 dynamics over 114 scans of 29 patients and the results were validated by comparing to previously obtained fiducial marker tracking data of the same dataset. Our proposed tracking method was also retro-perspectively applied to cine-MR images acquired during MR-guided radiotherapy of our first prostate patient treated on the MR-Linac. The difference in the 3D translation results between the soft tissue and marker tracking was below 1 mm for 98.2% of the time. The mean translation at 10 min were X: 0.0 [Formula: see text] 0.8 mm, Y: 1.0 [Formula: see text] 1.8 mm and Z: [Formula: see text] mm. The mean rotation results at 10 min were X: [Formula: see text], Y: 0.1 [Formula: see text] 0.6 degrees and Z: 0.0 [Formula: see text] 0.7 degrees . A fast, robust and accurate SST algorithm was developed which obviates the need for FMs during MR-guided prostate radiotherapy. To our knowledge, this is the first data using full 3D cine-MR images for real-time soft tissue prostate tracking, which is validated against previously obtained marker tracking d
- Published
- 2019
30. Visualization of gold fiducial markers in the prostate using phase-cycled bSSFP imaging for MRI-only radiotherapy
- Author
-
Shcherbakova, Y., Bartels, L.W., Mandija, S., Beld, E., Seevinck, P.R., Voort van Zyp, J.R.N. van der, Kerkmeijer, L.G.W., Moonen, C.T., Lagendijk, J.J., Berg, C.A.T. van den, Shcherbakova, Y., Bartels, L.W., Mandija, S., Beld, E., Seevinck, P.R., Voort van Zyp, J.R.N. van der, Kerkmeijer, L.G.W., Moonen, C.T., Lagendijk, J.J., and Berg, C.A.T. van den
- Abstract
Contains fulltext : 215740.pdf (publisher's version ) (Open Access), In this work, we present a new method for visualization of fiducial markers (FMs) in the prostate for MRI-only radiotherapy with a positive contrast directly at the MR console. The method is based on high bandwidth phase-cycled balanced steady-state free precession (bSSFP) sequence, which is available on many clinical scanners, does not require any additional post-processing or software, and has a higher signal-to-noise (SNR) compared to conventional gradient-echo (GE) imaging. Complex phase-cycled bSSFP data is acquired with different RF phase increment settings such that the manifestation of the artifacts around FMs in the acquired complex images is different for each dynamic acquisition and depends on the RF phase increment used. First, we performed numerical simulations to investigate the complex-valued phase-cycled bSSFP signal in the presence of a gold FM, and to investigate the relation of the true physical location of the FM with the geometrical manifestation of the artifacts. Next, to validate the simulations, we performed phantoms and in vivo studies and compared the experimentally obtained artifacts with those predicted in simulations. The accuracy of the method was assessed by comparing the distances between the FM's centers and the center of mass of FMs system measured using phase-cycled bSSFP MR images and using reference CT (or MRI-only) images. The results show accurate (within 1 mm) matching of FMs localization between CT and MR images on five patients, proving the feasibility of in vivo FMs detection on MR images only. The FMs show a positive contrast with respect to the prostate background on real/imaginary phase-cycled bSSFP images, which was confirmed by simulations. The proposed method facilitates robust FMs visualization with positive contrast directly at the MR console, allowing RT technicians to obtain immediate feedback on the anticipated feasibility of accurate FMs localization while the patient is being scanned.
- Published
- 2019
31. Fiducial marker based intra-fraction motion assessment on cine-MR for MR-linac treatment of prostate cancer
- Author
-
Muinck Keizer, D.M.D. de, Pathmanathan, A.U., Andreychenko, A., Kerkmeijer, L.G.W., Voort van Zyp, J.R.N. van der, Tree, A.C., Berg, C.A.T. van den, Boer, J.C.J. de, Muinck Keizer, D.M.D. de, Pathmanathan, A.U., Andreychenko, A., Kerkmeijer, L.G.W., Voort van Zyp, J.R.N. van der, Tree, A.C., Berg, C.A.T. van den, and Boer, J.C.J. de
- Abstract
Item does not contain fulltext, We have developed a method to determine intrafraction motion of the prostate through automatic fiducial marker (FM) tracking on 3D cine-magnetic resonance (MR) images with high spatial and temporal resolution. Twenty-nine patients undergoing prostate stereotactic body radiotherapy (SBRT), with four implanted cylindrical gold FMs, had cine-MR imaging sessions after each of five weekly fractions. Each cine-MR examination consisted of 55 sequentially obtained 3D datasets ('dynamics'), acquired over a 11 s period, covering a total of 10 min. FM locations in the first dynamic were manually identified by a clinician, FM centers in subsequent dynamics were automatically determined. Center of mass (COM) translations and rotations were determined by calculating the rigid transformations between the FM template of the first and subsequent dynamics. The algorithm was applied to 7315 dynamics over 133 scans of 29 patients and the obtained results were validated by comparing the COM locations recorded by the clinician at the halfway-dynamic (after 5 min) and end dynamic (after 10 min). The mean COM translations at 10 min were X: 0.0 [Formula: see text] 0.8 mm, Y: 1.0 [Formula: see text] 1.9 mm and Z: 0.9 [Formula: see text] 2.0 mm. The mean rotation results at 10 min were X: 0.1 [Formula: see text] 3.9 degrees , Y: 0.0 [Formula: see text] 1.3 degrees and Z: 0.1 [Formula: see text] 1.2 degrees . The tracking success rate was 97.7% with a mean 3D COM error of 1.1 mm. We have developed a robust, fast and accurate FM tracking algorithm for cine-MR data, which allows for continuous monitoring of prostate motion during MR-guided radiotherapy (MRgRT). These results will be used to validate automatic prostate tracking based on soft-tissue contrast.
- Published
- 2019
32. Soft-tissue prostate intrafraction motion tracking in 3D cine-MR for MR-guided radiotherapy
- Author
-
Keizer, D.M. de Muinck, Kerkmeijer, L.G.W., Maspero, M., Andreychenko, A., Voort van Zyp, J.R.N. van der, Berg, C.A.T. van den, Raaymakers, B.W., Lagendijk, J.J., Boer, J.C. den, Keizer, D.M. de Muinck, Kerkmeijer, L.G.W., Maspero, M., Andreychenko, A., Voort van Zyp, J.R.N. van der, Berg, C.A.T. van den, Raaymakers, B.W., Lagendijk, J.J., and Boer, J.C. den
- Abstract
Item does not contain fulltext, To develop a method to automatically determine intrafraction motion of the prostate based on soft tissue contrast on 3D cine-magnetic resonance (MR) images with high spatial and temporal resolution. Twenty-nine patients who underwent prostate stereotactic body radiotherapy (SBRT), with four implanted cylindrical gold fiducial markers (FMs), had cine-MR imaging sessions after each of five weekly fractions. Each cine-MR session consisted of 55 sequentially obtained 3D data sets ('dynamics') and was acquired over an 11 s period, covering a total of 10 min. The prostate was delineated on the first dynamic of every dataset and this delineation was used as the starting position for the soft tissue tracking (SST). Each subsequent dynamic was rigidly aligned to the first dynamic, based on the contrast of the prostate. The obtained translation and rotation describes the intrafraction motion of the prostate. The algorithm was applied to 6270 dynamics over 114 scans of 29 patients and the results were validated by comparing to previously obtained fiducial marker tracking data of the same dataset. Our proposed tracking method was also retro-perspectively applied to cine-MR images acquired during MR-guided radiotherapy of our first prostate patient treated on the MR-Linac. The difference in the 3D translation results between the soft tissue and marker tracking was below 1 mm for 98.2% of the time. The mean translation at 10 min were X: 0.0 [Formula: see text] 0.8 mm, Y: 1.0 [Formula: see text] 1.8 mm and Z: [Formula: see text] mm. The mean rotation results at 10 min were X: [Formula: see text], Y: 0.1 [Formula: see text] 0.6 degrees and Z: 0.0 [Formula: see text] 0.7 degrees . A fast, robust and accurate SST algorithm was developed which obviates the need for FMs during MR-guided prostate radiotherapy. To our knowledge, this is the first data using full 3D cine-MR images for real-time soft tissue prostate tracking, which is validated against previously obtained marker tracking d
- Published
- 2019
33. Soft-tissue prostate intrafraction motion tracking in 3D cine-MR for MR-guided radiotherapy
- Author
-
Keizer, D.M. de Muinck, Kerkmeijer, L.G.W., Maspero, M., Andreychenko, A., Voort van Zyp, J.R.N. van der, Berg, C.A.T. van den, Raaymakers, B.W., Lagendijk, J.J., Boer, J.C. den, Keizer, D.M. de Muinck, Kerkmeijer, L.G.W., Maspero, M., Andreychenko, A., Voort van Zyp, J.R.N. van der, Berg, C.A.T. van den, Raaymakers, B.W., Lagendijk, J.J., and Boer, J.C. den
- Abstract
Item does not contain fulltext, To develop a method to automatically determine intrafraction motion of the prostate based on soft tissue contrast on 3D cine-magnetic resonance (MR) images with high spatial and temporal resolution. Twenty-nine patients who underwent prostate stereotactic body radiotherapy (SBRT), with four implanted cylindrical gold fiducial markers (FMs), had cine-MR imaging sessions after each of five weekly fractions. Each cine-MR session consisted of 55 sequentially obtained 3D data sets ('dynamics') and was acquired over an 11 s period, covering a total of 10 min. The prostate was delineated on the first dynamic of every dataset and this delineation was used as the starting position for the soft tissue tracking (SST). Each subsequent dynamic was rigidly aligned to the first dynamic, based on the contrast of the prostate. The obtained translation and rotation describes the intrafraction motion of the prostate. The algorithm was applied to 6270 dynamics over 114 scans of 29 patients and the results were validated by comparing to previously obtained fiducial marker tracking data of the same dataset. Our proposed tracking method was also retro-perspectively applied to cine-MR images acquired during MR-guided radiotherapy of our first prostate patient treated on the MR-Linac. The difference in the 3D translation results between the soft tissue and marker tracking was below 1 mm for 98.2% of the time. The mean translation at 10 min were X: 0.0 [Formula: see text] 0.8 mm, Y: 1.0 [Formula: see text] 1.8 mm and Z: [Formula: see text] mm. The mean rotation results at 10 min were X: [Formula: see text], Y: 0.1 [Formula: see text] 0.6 degrees and Z: 0.0 [Formula: see text] 0.7 degrees . A fast, robust and accurate SST algorithm was developed which obviates the need for FMs during MR-guided prostate radiotherapy. To our knowledge, this is the first data using full 3D cine-MR images for real-time soft tissue prostate tracking, which is validated against previously obtained marker tracking d
- Published
- 2019
34. Fiducial marker based intra-fraction motion assessment on cine-MR for MR-linac treatment of prostate cancer
- Author
-
Muinck Keizer, D.M.D. de, Pathmanathan, A.U., Andreychenko, A., Kerkmeijer, L.G.W., Voort van Zyp, J.R.N. van der, Tree, A.C., Berg, C.A.T. van den, Boer, J.C.J. de, Muinck Keizer, D.M.D. de, Pathmanathan, A.U., Andreychenko, A., Kerkmeijer, L.G.W., Voort van Zyp, J.R.N. van der, Tree, A.C., Berg, C.A.T. van den, and Boer, J.C.J. de
- Abstract
Item does not contain fulltext, We have developed a method to determine intrafraction motion of the prostate through automatic fiducial marker (FM) tracking on 3D cine-magnetic resonance (MR) images with high spatial and temporal resolution. Twenty-nine patients undergoing prostate stereotactic body radiotherapy (SBRT), with four implanted cylindrical gold FMs, had cine-MR imaging sessions after each of five weekly fractions. Each cine-MR examination consisted of 55 sequentially obtained 3D datasets ('dynamics'), acquired over a 11 s period, covering a total of 10 min. FM locations in the first dynamic were manually identified by a clinician, FM centers in subsequent dynamics were automatically determined. Center of mass (COM) translations and rotations were determined by calculating the rigid transformations between the FM template of the first and subsequent dynamics. The algorithm was applied to 7315 dynamics over 133 scans of 29 patients and the obtained results were validated by comparing the COM locations recorded by the clinician at the halfway-dynamic (after 5 min) and end dynamic (after 10 min). The mean COM translations at 10 min were X: 0.0 [Formula: see text] 0.8 mm, Y: 1.0 [Formula: see text] 1.9 mm and Z: 0.9 [Formula: see text] 2.0 mm. The mean rotation results at 10 min were X: 0.1 [Formula: see text] 3.9 degrees , Y: 0.0 [Formula: see text] 1.3 degrees and Z: 0.1 [Formula: see text] 1.2 degrees . The tracking success rate was 97.7% with a mean 3D COM error of 1.1 mm. We have developed a robust, fast and accurate FM tracking algorithm for cine-MR data, which allows for continuous monitoring of prostate motion during MR-guided radiotherapy (MRgRT). These results will be used to validate automatic prostate tracking based on soft-tissue contrast.
- Published
- 2019
35. Assessment of RF heating by MR-based measurements and models
- Author
-
Lagendijk, J.J.W., Berg, C.A.T. van den, Simonis, F.F.J., Lagendijk, J.J.W., Berg, C.A.T. van den, and Simonis, F.F.J.
- Published
- 2016
36. Assessment of RF heating by MR-based measurements and models
- Author
-
Lagendijk, J.J.W., Berg, C.A.T. van den, Simonis, F.F.J., Lagendijk, J.J.W., Berg, C.A.T. van den, and Simonis, F.F.J.
- Published
- 2016
37. Assessment of RF heating by MR-based measurements and models
- Author
-
Lagendijk, J.J.W., Berg, C.A.T. van den, Simonis, F.F.J., Lagendijk, J.J.W., Berg, C.A.T. van den, and Simonis, F.F.J.
- Published
- 2016
38. Radiofrequency fields in hyperthermia and MRI : Exploiting their similarities for mutual benefit
- Author
-
Berg, C.A.T. van den and Berg, C.A.T. van den
- Published
- 2006
39. Radiofrequency fields in hyperthermia and MRI : Exploiting their similarities for mutual benefit
- Author
-
Berg, C.A.T. van den and Berg, C.A.T. van den
- Published
- 2006
40. Radiofrequency fields in hyperthermia and MRI : Exploiting their similarities for mutual benefit
- Author
-
Berg, C.A.T. van den and Berg, C.A.T. van den
- Published
- 2006
41. Radiofrequency fields in hyperthermia and MRI : Exploiting their similarities for mutual benefit
- Author
-
Berg, C.A.T. van den and Berg, C.A.T. van den
- Published
- 2006
42. Radiofrequency fields in hyperthermia and MRI : Exploiting their similarities for mutual benefit
- Author
-
Berg, C.A.T. van den and Berg, C.A.T. van den
- Published
- 2006
43. Radiofrequency fields in hyperthermia and MRI : Exploiting their similarities for mutual benefit
- Author
-
Berg, C.A.T. van den and Berg, C.A.T. van den
- Published
- 2006
44. Radiofrequency fields in hyperthermia and MRI : Exploiting their similarities for mutual benefit
- Author
-
Berg, C.A.T. van den and Berg, C.A.T. van den
- Published
- 2006
45. Radiofrequency fields in hyperthermia and MRI : Exploiting their similarities for mutual benefit
- Author
-
Berg, C.A.T. van den and Berg, C.A.T. van den
- Published
- 2006
46. Radiofrequency fields in hyperthermia and MRI : Exploiting their similarities for mutual benefit
- Author
-
Berg, C.A.T. van den and Berg, C.A.T. van den
- Published
- 2006
47. Radiofrequency fields in hyperthermia and MRI : Exploiting their similarities for mutual benefit
- Author
-
Berg, C.A.T. van den and Berg, C.A.T. van den
- Published
- 2006
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