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Varian ethos online adaptive radiotherapy for prostate cancer: Early results of contouring accuracy, treatment plan quality, and treatment time

The Varian Ethos system allows for online adaptive treatments through the utilization of artificial intelligence (AI) and deformable image registration which automates large parts of the anatomical contouring and plan optimization process. In this study, treatments of intact prostate and prostate be...

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Autores principales: Byrne, Mikel, Archibald‐Heeren, Ben, Hu, Yunfei, Teh, Amy, Beserminji, Rhea, Cai, Emma, Liu, Guilin, Yates, Angela, Rijken, James, Collett, Nick, Aland, Trent
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8803282/
https://www.ncbi.nlm.nih.gov/pubmed/34846098
http://dx.doi.org/10.1002/acm2.13479
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author Byrne, Mikel
Archibald‐Heeren, Ben
Hu, Yunfei
Teh, Amy
Beserminji, Rhea
Cai, Emma
Liu, Guilin
Yates, Angela
Rijken, James
Collett, Nick
Aland, Trent
author_facet Byrne, Mikel
Archibald‐Heeren, Ben
Hu, Yunfei
Teh, Amy
Beserminji, Rhea
Cai, Emma
Liu, Guilin
Yates, Angela
Rijken, James
Collett, Nick
Aland, Trent
author_sort Byrne, Mikel
collection PubMed
description The Varian Ethos system allows for online adaptive treatments through the utilization of artificial intelligence (AI) and deformable image registration which automates large parts of the anatomical contouring and plan optimization process. In this study, treatments of intact prostate and prostate bed, with and without nodes, were simulated for 182 online adaptive fractions, and then a further 184 clinical fractions were delivered on the Ethos system. Frequency and magnitude of contour edits were recorded, as well as a range of plan quality metrics. From the fractions analyzed, 11% of AI generated contours, known as influencer contours, required no change, and 81% required minor edits in any given fraction. The frequency of target and noninfluencer organs at risk (OAR) contour editing varied substantially between different targets and noninfluencer OARs, although across all targets 72% of cases required no edits. The adaptive plan was the preference in 95% of fractions. The adaptive plan met more goals than the scheduled plan in 78% of fractions, while in 15% of fractions the number of goals met was the same. The online adaptive recontouring and replanning process was carried out in 19 min on average. Significant improvements in dosimetry are possible with the Ethos online adaptive system in prostate radiotherapy.
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spelling pubmed-88032822022-02-04 Varian ethos online adaptive radiotherapy for prostate cancer: Early results of contouring accuracy, treatment plan quality, and treatment time Byrne, Mikel Archibald‐Heeren, Ben Hu, Yunfei Teh, Amy Beserminji, Rhea Cai, Emma Liu, Guilin Yates, Angela Rijken, James Collett, Nick Aland, Trent J Appl Clin Med Phys Radiation Oncology Physics The Varian Ethos system allows for online adaptive treatments through the utilization of artificial intelligence (AI) and deformable image registration which automates large parts of the anatomical contouring and plan optimization process. In this study, treatments of intact prostate and prostate bed, with and without nodes, were simulated for 182 online adaptive fractions, and then a further 184 clinical fractions were delivered on the Ethos system. Frequency and magnitude of contour edits were recorded, as well as a range of plan quality metrics. From the fractions analyzed, 11% of AI generated contours, known as influencer contours, required no change, and 81% required minor edits in any given fraction. The frequency of target and noninfluencer organs at risk (OAR) contour editing varied substantially between different targets and noninfluencer OARs, although across all targets 72% of cases required no edits. The adaptive plan was the preference in 95% of fractions. The adaptive plan met more goals than the scheduled plan in 78% of fractions, while in 15% of fractions the number of goals met was the same. The online adaptive recontouring and replanning process was carried out in 19 min on average. Significant improvements in dosimetry are possible with the Ethos online adaptive system in prostate radiotherapy. John Wiley and Sons Inc. 2021-11-29 /pmc/articles/PMC8803282/ /pubmed/34846098 http://dx.doi.org/10.1002/acm2.13479 Text en © 2021 The Authors. Journal of Applied Clinical Medical Physics published by Wiley Periodicals, LLC on behalf of The American Association of Physicists in Medicine https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Radiation Oncology Physics
Byrne, Mikel
Archibald‐Heeren, Ben
Hu, Yunfei
Teh, Amy
Beserminji, Rhea
Cai, Emma
Liu, Guilin
Yates, Angela
Rijken, James
Collett, Nick
Aland, Trent
Varian ethos online adaptive radiotherapy for prostate cancer: Early results of contouring accuracy, treatment plan quality, and treatment time
title Varian ethos online adaptive radiotherapy for prostate cancer: Early results of contouring accuracy, treatment plan quality, and treatment time
title_full Varian ethos online adaptive radiotherapy for prostate cancer: Early results of contouring accuracy, treatment plan quality, and treatment time
title_fullStr Varian ethos online adaptive radiotherapy for prostate cancer: Early results of contouring accuracy, treatment plan quality, and treatment time
title_full_unstemmed Varian ethos online adaptive radiotherapy for prostate cancer: Early results of contouring accuracy, treatment plan quality, and treatment time
title_short Varian ethos online adaptive radiotherapy for prostate cancer: Early results of contouring accuracy, treatment plan quality, and treatment time
title_sort varian ethos online adaptive radiotherapy for prostate cancer: early results of contouring accuracy, treatment plan quality, and treatment time
topic Radiation Oncology Physics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8803282/
https://www.ncbi.nlm.nih.gov/pubmed/34846098
http://dx.doi.org/10.1002/acm2.13479
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