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Automatic reconstruction of the delivered dose of the day using MR-linac treatment log files and online MR imaging

BACKGROUND AND PURPOSE: Anatomical changes during external beam radiotherapy prevent the accurate delivery of the intended dose distribution. Resolving the delivered dose, which is currently unknown, is crucial to link radiotherapy doses to clinical outcomes and ultimately improve the standard of ca...

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Autores principales: Menten, Martin J., Mohajer, Jonathan K., Nilawar, Rahul, Bertholet, Jenny, Dunlop, Alex, Pathmanathan, Angela U., Moreau, Michel, Marshall, Spencer, Wetscherek, Andreas, Nill, Simeon, Tree, Alison C., Oelfke, Uwe
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier Scientific Publishers 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7191265/
https://www.ncbi.nlm.nih.gov/pubmed/31931291
http://dx.doi.org/10.1016/j.radonc.2019.12.010
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author Menten, Martin J.
Mohajer, Jonathan K.
Nilawar, Rahul
Bertholet, Jenny
Dunlop, Alex
Pathmanathan, Angela U.
Moreau, Michel
Marshall, Spencer
Wetscherek, Andreas
Nill, Simeon
Tree, Alison C.
Oelfke, Uwe
author_facet Menten, Martin J.
Mohajer, Jonathan K.
Nilawar, Rahul
Bertholet, Jenny
Dunlop, Alex
Pathmanathan, Angela U.
Moreau, Michel
Marshall, Spencer
Wetscherek, Andreas
Nill, Simeon
Tree, Alison C.
Oelfke, Uwe
author_sort Menten, Martin J.
collection PubMed
description BACKGROUND AND PURPOSE: Anatomical changes during external beam radiotherapy prevent the accurate delivery of the intended dose distribution. Resolving the delivered dose, which is currently unknown, is crucial to link radiotherapy doses to clinical outcomes and ultimately improve the standard of care. MATERIAL AND METHODS: In this study, we present a dose reconstruction workflow based on data routinely acquired during MR-guided radiotherapy. It employs 3D MR images, 2D cine MR images and treatment machine log files to calculate the delivered dose taking intrafractional motion into account. The developed pipeline was used to measure anatomical changes and assess their dosimetric impact in 89 prostate radiotherapy fractions delivered with a 1.5 T MR-linac at our institute. RESULTS: Over the course of radiation delivery, the CTV shifted 0.6 mm ± 2.1 mm posteriorly and 1.3 mm ± 1.5 mm inferiorly. When extrapolating the dose changes in each case to 20 fractions, the mean clinical target volume [Formula: see text] and clinical target volume [Formula: see text] dose-volume metrics decreased by 1.1 Gy ± 1.6 Gy and 0.1 Gy ± 0.2 Gy, respectively. Bladder [Formula: see text] did not change (0.0 Gy ± 1.2 Gy), while rectum [Formula: see text] decreased by 1.0 Gy ± 2.0 Gy. Although anatomical changes and their dosimetric impact were small in the majority of cases, large intrafractional motion caused the delivered dose to substantially deviate from the intended plan in some fractions. CONCLUSIONS: The presented end-to-end workflow is able to reliably, non-invasively and automatically reconstruct the delivered prostate radiotherapy dose by processing MR-linac treatment log files and online MR images. In the future, we envision this workflow to be adapted to other cancer sites and ultimately to enter widespread clinical use.
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spelling pubmed-71912652020-05-05 Automatic reconstruction of the delivered dose of the day using MR-linac treatment log files and online MR imaging Menten, Martin J. Mohajer, Jonathan K. Nilawar, Rahul Bertholet, Jenny Dunlop, Alex Pathmanathan, Angela U. Moreau, Michel Marshall, Spencer Wetscherek, Andreas Nill, Simeon Tree, Alison C. Oelfke, Uwe Radiother Oncol Article BACKGROUND AND PURPOSE: Anatomical changes during external beam radiotherapy prevent the accurate delivery of the intended dose distribution. Resolving the delivered dose, which is currently unknown, is crucial to link radiotherapy doses to clinical outcomes and ultimately improve the standard of care. MATERIAL AND METHODS: In this study, we present a dose reconstruction workflow based on data routinely acquired during MR-guided radiotherapy. It employs 3D MR images, 2D cine MR images and treatment machine log files to calculate the delivered dose taking intrafractional motion into account. The developed pipeline was used to measure anatomical changes and assess their dosimetric impact in 89 prostate radiotherapy fractions delivered with a 1.5 T MR-linac at our institute. RESULTS: Over the course of radiation delivery, the CTV shifted 0.6 mm ± 2.1 mm posteriorly and 1.3 mm ± 1.5 mm inferiorly. When extrapolating the dose changes in each case to 20 fractions, the mean clinical target volume [Formula: see text] and clinical target volume [Formula: see text] dose-volume metrics decreased by 1.1 Gy ± 1.6 Gy and 0.1 Gy ± 0.2 Gy, respectively. Bladder [Formula: see text] did not change (0.0 Gy ± 1.2 Gy), while rectum [Formula: see text] decreased by 1.0 Gy ± 2.0 Gy. Although anatomical changes and their dosimetric impact were small in the majority of cases, large intrafractional motion caused the delivered dose to substantially deviate from the intended plan in some fractions. CONCLUSIONS: The presented end-to-end workflow is able to reliably, non-invasively and automatically reconstruct the delivered prostate radiotherapy dose by processing MR-linac treatment log files and online MR images. In the future, we envision this workflow to be adapted to other cancer sites and ultimately to enter widespread clinical use. Elsevier Scientific Publishers 2020-04 /pmc/articles/PMC7191265/ /pubmed/31931291 http://dx.doi.org/10.1016/j.radonc.2019.12.010 Text en © 2019 The Authors http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Menten, Martin J.
Mohajer, Jonathan K.
Nilawar, Rahul
Bertholet, Jenny
Dunlop, Alex
Pathmanathan, Angela U.
Moreau, Michel
Marshall, Spencer
Wetscherek, Andreas
Nill, Simeon
Tree, Alison C.
Oelfke, Uwe
Automatic reconstruction of the delivered dose of the day using MR-linac treatment log files and online MR imaging
title Automatic reconstruction of the delivered dose of the day using MR-linac treatment log files and online MR imaging
title_full Automatic reconstruction of the delivered dose of the day using MR-linac treatment log files and online MR imaging
title_fullStr Automatic reconstruction of the delivered dose of the day using MR-linac treatment log files and online MR imaging
title_full_unstemmed Automatic reconstruction of the delivered dose of the day using MR-linac treatment log files and online MR imaging
title_short Automatic reconstruction of the delivered dose of the day using MR-linac treatment log files and online MR imaging
title_sort automatic reconstruction of the delivered dose of the day using mr-linac treatment log files and online mr imaging
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7191265/
https://www.ncbi.nlm.nih.gov/pubmed/31931291
http://dx.doi.org/10.1016/j.radonc.2019.12.010
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