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Clinical validation of MR imaging time reduction for substitute/synthetic CT generation for prostate MRI-only treatment planning

Radiotherapy treatment planning based only on magnetic resonance imaging (MRI) has become clinically achievable. Though computed tomography (CT) is the gold standard for radiotherapy imaging, directly providing the electron density values needed for planning calculations, MRI has superior soft tissu...

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Autores principales: Young, Tony, Dowling, Jason, Rai, Robba, Liney, Gary, Greer, Peter, Thwaites, David, Holloway, Lois
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10480277/
https://www.ncbi.nlm.nih.gov/pubmed/37219797
http://dx.doi.org/10.1007/s13246-023-01268-x
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author Young, Tony
Dowling, Jason
Rai, Robba
Liney, Gary
Greer, Peter
Thwaites, David
Holloway, Lois
author_facet Young, Tony
Dowling, Jason
Rai, Robba
Liney, Gary
Greer, Peter
Thwaites, David
Holloway, Lois
author_sort Young, Tony
collection PubMed
description Radiotherapy treatment planning based only on magnetic resonance imaging (MRI) has become clinically achievable. Though computed tomography (CT) is the gold standard for radiotherapy imaging, directly providing the electron density values needed for planning calculations, MRI has superior soft tissue visualisation to guide treatment planning decisions and optimisation. MRI-only planning removes the need for the CT scan, but requires generation of a substitute/synthetic/pseudo CT (sCT) for electron density information. Shortening the MRI imaging time would improve patient comfort and reduce the likelihood of motion artefacts. A volunteer study was previously carried out to investigate and optimise faster MRI sequences for a hybrid atlas-voxel conversion to sCT for prostate treatment planning. The aim of this follow-on study was to clinically validate the performance of the new optimised sequence for sCT generation in a treated MRI-only prostate patient cohort. 10 patients undergoing MRI-only treatment were scanned on a Siemens Skyra 3T MRI as part of the MRI-only sub-study of the NINJA clinical trial (ACTRN12618001806257). Two sequences were used, the standard 3D T2-weighted SPACE sequence used for sCT conversion which has been previously validated against CT, and a modified fast SPACE sequence, selected based on the volunteer study. Both were used to generate sCT scans. These were then compared to evaluate the fast sequence conversion for anatomical and dosimetric accuracy against the clinically approved treatment plans. The average Mean Absolute Error (MAE) for the body was 14.98 ± 2.35 HU, and for bone was 40.77 ± 5.51 HU. The external volume contour comparison produced a Dice Similarity Coefficient (DSC) of at least 0.976, and an average of 0.985 ± 0.004, and the bony anatomy contour comparison a DSC of at least 0.907, and an average of 0.950 ± 0.018. The fast SPACE sCT agreed with the gold standard sCT within an isocentre dose of -0.28% ± 0.16% and an average gamma pass rate of 99.66% ± 0.41% for a 1%/1 mm gamma tolerance. In this clinical validation study, the fast sequence, which reduced the required imaging time by approximately a factor of 4, produced an sCT with similar clinical dosimetric results compared to the standard sCT, demonstrating its potential for clinical use for treatment planning.
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spelling pubmed-104802772023-09-07 Clinical validation of MR imaging time reduction for substitute/synthetic CT generation for prostate MRI-only treatment planning Young, Tony Dowling, Jason Rai, Robba Liney, Gary Greer, Peter Thwaites, David Holloway, Lois Phys Eng Sci Med Scientific Paper Radiotherapy treatment planning based only on magnetic resonance imaging (MRI) has become clinically achievable. Though computed tomography (CT) is the gold standard for radiotherapy imaging, directly providing the electron density values needed for planning calculations, MRI has superior soft tissue visualisation to guide treatment planning decisions and optimisation. MRI-only planning removes the need for the CT scan, but requires generation of a substitute/synthetic/pseudo CT (sCT) for electron density information. Shortening the MRI imaging time would improve patient comfort and reduce the likelihood of motion artefacts. A volunteer study was previously carried out to investigate and optimise faster MRI sequences for a hybrid atlas-voxel conversion to sCT for prostate treatment planning. The aim of this follow-on study was to clinically validate the performance of the new optimised sequence for sCT generation in a treated MRI-only prostate patient cohort. 10 patients undergoing MRI-only treatment were scanned on a Siemens Skyra 3T MRI as part of the MRI-only sub-study of the NINJA clinical trial (ACTRN12618001806257). Two sequences were used, the standard 3D T2-weighted SPACE sequence used for sCT conversion which has been previously validated against CT, and a modified fast SPACE sequence, selected based on the volunteer study. Both were used to generate sCT scans. These were then compared to evaluate the fast sequence conversion for anatomical and dosimetric accuracy against the clinically approved treatment plans. The average Mean Absolute Error (MAE) for the body was 14.98 ± 2.35 HU, and for bone was 40.77 ± 5.51 HU. The external volume contour comparison produced a Dice Similarity Coefficient (DSC) of at least 0.976, and an average of 0.985 ± 0.004, and the bony anatomy contour comparison a DSC of at least 0.907, and an average of 0.950 ± 0.018. The fast SPACE sCT agreed with the gold standard sCT within an isocentre dose of -0.28% ± 0.16% and an average gamma pass rate of 99.66% ± 0.41% for a 1%/1 mm gamma tolerance. In this clinical validation study, the fast sequence, which reduced the required imaging time by approximately a factor of 4, produced an sCT with similar clinical dosimetric results compared to the standard sCT, demonstrating its potential for clinical use for treatment planning. Springer International Publishing 2023-05-23 2023 /pmc/articles/PMC10480277/ /pubmed/37219797 http://dx.doi.org/10.1007/s13246-023-01268-x Text en © Crown 2023. Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Scientific Paper
Young, Tony
Dowling, Jason
Rai, Robba
Liney, Gary
Greer, Peter
Thwaites, David
Holloway, Lois
Clinical validation of MR imaging time reduction for substitute/synthetic CT generation for prostate MRI-only treatment planning
title Clinical validation of MR imaging time reduction for substitute/synthetic CT generation for prostate MRI-only treatment planning
title_full Clinical validation of MR imaging time reduction for substitute/synthetic CT generation for prostate MRI-only treatment planning
title_fullStr Clinical validation of MR imaging time reduction for substitute/synthetic CT generation for prostate MRI-only treatment planning
title_full_unstemmed Clinical validation of MR imaging time reduction for substitute/synthetic CT generation for prostate MRI-only treatment planning
title_short Clinical validation of MR imaging time reduction for substitute/synthetic CT generation for prostate MRI-only treatment planning
title_sort clinical validation of mr imaging time reduction for substitute/synthetic ct generation for prostate mri-only treatment planning
topic Scientific Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10480277/
https://www.ncbi.nlm.nih.gov/pubmed/37219797
http://dx.doi.org/10.1007/s13246-023-01268-x
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