Accuracy of automatic deformable structure propagation for high-field MRI guided prostate radiotherapy
Abstract Background In this study we have evaluated the accuracy of automatic, deformable structure propagation from planning CT and MR scans for daily online plan adaptation for MR linac (MRL) treatment, which is an important element to minimize re-planning time and reduce the risk of misrepresenti...
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doaj-edaf7cbc85574efe80cfc0f55976df912021-02-07T12:52:12ZengBMCRadiation Oncology1748-717X2020-02-0115111110.1186/s13014-020-1482-yAccuracy of automatic deformable structure propagation for high-field MRI guided prostate radiotherapyRasmus Lübeck Christiansen0Lars Dysager1Anders Smedegaard Bertelsen2Olfred Hansen3Carsten Brink4Uffe Bernchou5Department of Clinical Research, University of Southern DenmarkDepartment of Oncology, Odense University HospitalLaboratory of Radiation Physics, Department of Oncology, Odense University HospitalDepartment of Clinical Research, University of Southern DenmarkDepartment of Clinical Research, University of Southern DenmarkDepartment of Clinical Research, University of Southern DenmarkAbstract Background In this study we have evaluated the accuracy of automatic, deformable structure propagation from planning CT and MR scans for daily online plan adaptation for MR linac (MRL) treatment, which is an important element to minimize re-planning time and reduce the risk of misrepresenting the target due to this time pressure. Methods For 12 high-risk prostate cancer patients treated to the prostate and pelvic lymph nodes, target structures and organs at risk were delineated on both planning MR and CT scans and propagated using deformable registration to three T2 weighted MR scans acquired during the treatment course. Generated structures were evaluated against manual delineations on the repeated scans using intra-observer variation obtained on the planning MR as ground truth. Results MR-to-MR propagated structures had significant less median surface distance and larger Dice similarity index compared to CT-MR propagation. The MR-MR propagation uncertainty was similar in magnitude to the intra-observer variation. Visual inspection of the deformed structures revealed that small anatomical differences between organs in source and destination image sets were generally well accounted for while large differences were not. Conclusion Both CT and MR based propagations require manual editing, but the current results show that MR-to-MR propagated structures require fewer corrections for high risk prostate cancer patients treated at a high-field MRL.https://doi.org/10.1186/s13014-020-1482-yMR-linacRadiotherapyProstate cancerComputed tomographyMagnetic resonanceDeformable image registration |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Rasmus Lübeck Christiansen Lars Dysager Anders Smedegaard Bertelsen Olfred Hansen Carsten Brink Uffe Bernchou |
spellingShingle |
Rasmus Lübeck Christiansen Lars Dysager Anders Smedegaard Bertelsen Olfred Hansen Carsten Brink Uffe Bernchou Accuracy of automatic deformable structure propagation for high-field MRI guided prostate radiotherapy Radiation Oncology MR-linac Radiotherapy Prostate cancer Computed tomography Magnetic resonance Deformable image registration |
author_facet |
Rasmus Lübeck Christiansen Lars Dysager Anders Smedegaard Bertelsen Olfred Hansen Carsten Brink Uffe Bernchou |
author_sort |
Rasmus Lübeck Christiansen |
title |
Accuracy of automatic deformable structure propagation for high-field MRI guided prostate radiotherapy |
title_short |
Accuracy of automatic deformable structure propagation for high-field MRI guided prostate radiotherapy |
title_full |
Accuracy of automatic deformable structure propagation for high-field MRI guided prostate radiotherapy |
title_fullStr |
Accuracy of automatic deformable structure propagation for high-field MRI guided prostate radiotherapy |
title_full_unstemmed |
Accuracy of automatic deformable structure propagation for high-field MRI guided prostate radiotherapy |
title_sort |
accuracy of automatic deformable structure propagation for high-field mri guided prostate radiotherapy |
publisher |
BMC |
series |
Radiation Oncology |
issn |
1748-717X |
publishDate |
2020-02-01 |
description |
Abstract Background In this study we have evaluated the accuracy of automatic, deformable structure propagation from planning CT and MR scans for daily online plan adaptation for MR linac (MRL) treatment, which is an important element to minimize re-planning time and reduce the risk of misrepresenting the target due to this time pressure. Methods For 12 high-risk prostate cancer patients treated to the prostate and pelvic lymph nodes, target structures and organs at risk were delineated on both planning MR and CT scans and propagated using deformable registration to three T2 weighted MR scans acquired during the treatment course. Generated structures were evaluated against manual delineations on the repeated scans using intra-observer variation obtained on the planning MR as ground truth. Results MR-to-MR propagated structures had significant less median surface distance and larger Dice similarity index compared to CT-MR propagation. The MR-MR propagation uncertainty was similar in magnitude to the intra-observer variation. Visual inspection of the deformed structures revealed that small anatomical differences between organs in source and destination image sets were generally well accounted for while large differences were not. Conclusion Both CT and MR based propagations require manual editing, but the current results show that MR-to-MR propagated structures require fewer corrections for high risk prostate cancer patients treated at a high-field MRL. |
topic |
MR-linac Radiotherapy Prostate cancer Computed tomography Magnetic resonance Deformable image registration |
url |
https://doi.org/10.1186/s13014-020-1482-y |
work_keys_str_mv |
AT rasmuslubeckchristiansen accuracyofautomaticdeformablestructurepropagationforhighfieldmriguidedprostateradiotherapy AT larsdysager accuracyofautomaticdeformablestructurepropagationforhighfieldmriguidedprostateradiotherapy AT anderssmedegaardbertelsen accuracyofautomaticdeformablestructurepropagationforhighfieldmriguidedprostateradiotherapy AT olfredhansen accuracyofautomaticdeformablestructurepropagationforhighfieldmriguidedprostateradiotherapy AT carstenbrink accuracyofautomaticdeformablestructurepropagationforhighfieldmriguidedprostateradiotherapy AT uffebernchou accuracyofautomaticdeformablestructurepropagationforhighfieldmriguidedprostateradiotherapy |
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