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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Main Authors: Rasmus Lübeck Christiansen, Lars Dysager, Anders Smedegaard Bertelsen, Olfred Hansen, Carsten Brink, Uffe Bernchou
Format: Article
Language:English
Published: BMC 2020-02-01
Series:Radiation Oncology
Subjects:
Online Access:https://doi.org/10.1186/s13014-020-1482-y
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spelling 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
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