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Accuracy of automatic deformable structure propagation for high-field MRI guided prostate radiotherapy

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 t...

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Autores principales: Christiansen, Rasmus Lübeck, Dysager, Lars, Bertelsen, Anders Smedegaard, Hansen, Olfred, Brink, Carsten, Bernchou, Uffe
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7007657/
https://www.ncbi.nlm.nih.gov/pubmed/32033574
http://dx.doi.org/10.1186/s13014-020-1482-y
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author Christiansen, Rasmus Lübeck
Dysager, Lars
Bertelsen, Anders Smedegaard
Hansen, Olfred
Brink, Carsten
Bernchou, Uffe
author_facet Christiansen, Rasmus Lübeck
Dysager, Lars
Bertelsen, Anders Smedegaard
Hansen, Olfred
Brink, Carsten
Bernchou, Uffe
author_sort Christiansen, Rasmus Lübeck
collection PubMed
description 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.
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spelling pubmed-70076572020-02-13 Accuracy of automatic deformable structure propagation for high-field MRI guided prostate radiotherapy Christiansen, Rasmus Lübeck Dysager, Lars Bertelsen, Anders Smedegaard Hansen, Olfred Brink, Carsten Bernchou, Uffe Radiat Oncol Research 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. BioMed Central 2020-02-07 /pmc/articles/PMC7007657/ /pubmed/32033574 http://dx.doi.org/10.1186/s13014-020-1482-y Text en © The Author(s). 2020 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research
Christiansen, Rasmus Lübeck
Dysager, Lars
Bertelsen, Anders Smedegaard
Hansen, Olfred
Brink, Carsten
Bernchou, Uffe
Accuracy of automatic deformable structure propagation for high-field MRI guided prostate radiotherapy
title 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_short 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
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7007657/
https://www.ncbi.nlm.nih.gov/pubmed/32033574
http://dx.doi.org/10.1186/s13014-020-1482-y
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