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Online adaptive dose restoration in intensity modulated proton therapy of lung cancer to account for inter-fractional density changes

BACKGROUND AND PURPOSE: In proton therapy, inter-fractional density changes can severely compromise the effective delivery of the planned dose. Such dose distortion effects can be accounted for by treatment plan adaptation, that requires considerable automation for widespread implementation in clini...

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Autores principales: Borderías Villarroel, Elena, Geets, Xavier, Sterpin, Edmond
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7807540/
https://www.ncbi.nlm.nih.gov/pubmed/33458323
http://dx.doi.org/10.1016/j.phro.2020.06.004
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author Borderías Villarroel, Elena
Geets, Xavier
Sterpin, Edmond
author_facet Borderías Villarroel, Elena
Geets, Xavier
Sterpin, Edmond
author_sort Borderías Villarroel, Elena
collection PubMed
description BACKGROUND AND PURPOSE: In proton therapy, inter-fractional density changes can severely compromise the effective delivery of the planned dose. Such dose distortion effects can be accounted for by treatment plan adaptation, that requires considerable automation for widespread implementation in clinics. In this study, the clinical benefit of an automatic online adaptive strategy called dose restoration (DR) was investigated. Our objective was to assess to what extent DR could replace the need for a comprehensive offline adaptive strategy. MATERIALS AND METHODS: The fully automatic and robust DR workflow was evaluated in a cohort of 14 lung IMPT patients that had a planning-CT and two repeated 4D-CTs (rCT1,rCT2). Initial plans were generated using 4D-robust optimization (including breathing-motion, setup and range errors). DR relied on isodose contours generated from the initial dose and associated patient specific weighted objectives to mimic this initial dose in repeated-CTs. These isodose contours, with their corresponding objectives, were used during re-optimization to compensate proton range distortions disregarding re-contouring. Robustness evaluations were performed for the initial, not-adapted and restored (adapted) plans. RESULTS: The resulting DVH-bands showed overall improvement in DVH metrics and robustness levels for restored plans, with respect to not-adapted plans. According to CTV coverage criteria (D95%>95%Dprescription) in not-adapted plans, 35% (5/14) of the cases needed offline adaptation. After DR, Median(D95%) was increased by 1.1 [IQR,0.4] Gy and only one patient out of 14 (7%) still needed offline adaptation because of important anatomical changes. CONCLUSIONS: DR has the potential to improve CTV coverage and reduce offline adaptation rate.
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spelling pubmed-78075402021-01-14 Online adaptive dose restoration in intensity modulated proton therapy of lung cancer to account for inter-fractional density changes Borderías Villarroel, Elena Geets, Xavier Sterpin, Edmond Phys Imaging Radiat Oncol Original Research Article BACKGROUND AND PURPOSE: In proton therapy, inter-fractional density changes can severely compromise the effective delivery of the planned dose. Such dose distortion effects can be accounted for by treatment plan adaptation, that requires considerable automation for widespread implementation in clinics. In this study, the clinical benefit of an automatic online adaptive strategy called dose restoration (DR) was investigated. Our objective was to assess to what extent DR could replace the need for a comprehensive offline adaptive strategy. MATERIALS AND METHODS: The fully automatic and robust DR workflow was evaluated in a cohort of 14 lung IMPT patients that had a planning-CT and two repeated 4D-CTs (rCT1,rCT2). Initial plans were generated using 4D-robust optimization (including breathing-motion, setup and range errors). DR relied on isodose contours generated from the initial dose and associated patient specific weighted objectives to mimic this initial dose in repeated-CTs. These isodose contours, with their corresponding objectives, were used during re-optimization to compensate proton range distortions disregarding re-contouring. Robustness evaluations were performed for the initial, not-adapted and restored (adapted) plans. RESULTS: The resulting DVH-bands showed overall improvement in DVH metrics and robustness levels for restored plans, with respect to not-adapted plans. According to CTV coverage criteria (D95%>95%Dprescription) in not-adapted plans, 35% (5/14) of the cases needed offline adaptation. After DR, Median(D95%) was increased by 1.1 [IQR,0.4] Gy and only one patient out of 14 (7%) still needed offline adaptation because of important anatomical changes. CONCLUSIONS: DR has the potential to improve CTV coverage and reduce offline adaptation rate. Elsevier 2020-07-13 /pmc/articles/PMC7807540/ /pubmed/33458323 http://dx.doi.org/10.1016/j.phro.2020.06.004 Text en © 2020 The Authors http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Original Research Article
Borderías Villarroel, Elena
Geets, Xavier
Sterpin, Edmond
Online adaptive dose restoration in intensity modulated proton therapy of lung cancer to account for inter-fractional density changes
title Online adaptive dose restoration in intensity modulated proton therapy of lung cancer to account for inter-fractional density changes
title_full Online adaptive dose restoration in intensity modulated proton therapy of lung cancer to account for inter-fractional density changes
title_fullStr Online adaptive dose restoration in intensity modulated proton therapy of lung cancer to account for inter-fractional density changes
title_full_unstemmed Online adaptive dose restoration in intensity modulated proton therapy of lung cancer to account for inter-fractional density changes
title_short Online adaptive dose restoration in intensity modulated proton therapy of lung cancer to account for inter-fractional density changes
title_sort online adaptive dose restoration in intensity modulated proton therapy of lung cancer to account for inter-fractional density changes
topic Original Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7807540/
https://www.ncbi.nlm.nih.gov/pubmed/33458323
http://dx.doi.org/10.1016/j.phro.2020.06.004
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