Impact of Using Unedited CT-Based DIR-Propagated Autocontours on Online ART for Pancreatic SBRT

PurposeTo determine the dosimetric impact of using unedited autocontours in daily plan adaptation of patients with locally advanced pancreatic cancer (LAPC) treated with stereotactic body radiotherapy using tumor tracking.Materials and MethodsThe study included 98 daily CT scans of 35 LAPC patients....

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Main Authors: Alba Magallon-Baro, Maaike T. W. Milder, Patrick V. Granton, Wilhelm den Toom, Joost J. Nuyttens, Mischa S. Hoogeman
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-06-01
Series:Frontiers in Oncology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fonc.2022.910792/full
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author Alba Magallon-Baro
Maaike T. W. Milder
Patrick V. Granton
Wilhelm den Toom
Joost J. Nuyttens
Mischa S. Hoogeman
author_facet Alba Magallon-Baro
Maaike T. W. Milder
Patrick V. Granton
Wilhelm den Toom
Joost J. Nuyttens
Mischa S. Hoogeman
author_sort Alba Magallon-Baro
collection DOAJ
description PurposeTo determine the dosimetric impact of using unedited autocontours in daily plan adaptation of patients with locally advanced pancreatic cancer (LAPC) treated with stereotactic body radiotherapy using tumor tracking.Materials and MethodsThe study included 98 daily CT scans of 35 LAPC patients. All scans were manually contoured (MAN), and included the PTV and main organs-at-risk (OAR): stomach, duodenum and bowel. Precision and MIM deformable image registration (DIR) methods followed by contour propagation were used to generate autocontour sets on the daily CT scans. Autocontours remained unedited, and were compared to MAN on the whole organs and at 3, 1 and 0.5 cm from the PTV. Manual and autocontoured OAR were used to generate daily plans using the VOLO™ optimizer, and were compared to non-adapted plans. Resulting planned doses were compared based on PTV coverage and OAR dose-constraints.ResultsOverall, both algorithms reported a high agreement between unclipped MAN and autocontours, but showed worse results when being evaluated on the clipped structures at 1 cm and 0.5 cm from the PTV. Replanning with unedited autocontours resulted in better OAR sparing than non-adapted plans for 95% and 84% plans optimized using Precision and MIM autocontours, respectively, and obeyed OAR constraints in 64% and 56% of replans.ConclusionFor the majority of fractions, manual correction of autocontours could be avoided or be limited to the region closest to the PTV. This practice could further reduce the overall timings of adaptive radiotherapy workflows for patients with LAPC.
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spelling doaj.art-5060993e52d34bd480e0cf4e9e3c86232022-12-22T00:58:45ZengFrontiers Media S.A.Frontiers in Oncology2234-943X2022-06-011210.3389/fonc.2022.910792910792Impact of Using Unedited CT-Based DIR-Propagated Autocontours on Online ART for Pancreatic SBRTAlba Magallon-BaroMaaike T. W. MilderPatrick V. GrantonWilhelm den ToomJoost J. NuyttensMischa S. HoogemanPurposeTo determine the dosimetric impact of using unedited autocontours in daily plan adaptation of patients with locally advanced pancreatic cancer (LAPC) treated with stereotactic body radiotherapy using tumor tracking.Materials and MethodsThe study included 98 daily CT scans of 35 LAPC patients. All scans were manually contoured (MAN), and included the PTV and main organs-at-risk (OAR): stomach, duodenum and bowel. Precision and MIM deformable image registration (DIR) methods followed by contour propagation were used to generate autocontour sets on the daily CT scans. Autocontours remained unedited, and were compared to MAN on the whole organs and at 3, 1 and 0.5 cm from the PTV. Manual and autocontoured OAR were used to generate daily plans using the VOLO™ optimizer, and were compared to non-adapted plans. Resulting planned doses were compared based on PTV coverage and OAR dose-constraints.ResultsOverall, both algorithms reported a high agreement between unclipped MAN and autocontours, but showed worse results when being evaluated on the clipped structures at 1 cm and 0.5 cm from the PTV. Replanning with unedited autocontours resulted in better OAR sparing than non-adapted plans for 95% and 84% plans optimized using Precision and MIM autocontours, respectively, and obeyed OAR constraints in 64% and 56% of replans.ConclusionFor the majority of fractions, manual correction of autocontours could be avoided or be limited to the region closest to the PTV. This practice could further reduce the overall timings of adaptive radiotherapy workflows for patients with LAPC.https://www.frontiersin.org/articles/10.3389/fonc.2022.910792/fullpancreasSBRTadaptivereplanningautocontouring
spellingShingle Alba Magallon-Baro
Maaike T. W. Milder
Patrick V. Granton
Wilhelm den Toom
Joost J. Nuyttens
Mischa S. Hoogeman
Impact of Using Unedited CT-Based DIR-Propagated Autocontours on Online ART for Pancreatic SBRT
Frontiers in Oncology
pancreas
SBRT
adaptive
replanning
autocontouring
title Impact of Using Unedited CT-Based DIR-Propagated Autocontours on Online ART for Pancreatic SBRT
title_full Impact of Using Unedited CT-Based DIR-Propagated Autocontours on Online ART for Pancreatic SBRT
title_fullStr Impact of Using Unedited CT-Based DIR-Propagated Autocontours on Online ART for Pancreatic SBRT
title_full_unstemmed Impact of Using Unedited CT-Based DIR-Propagated Autocontours on Online ART for Pancreatic SBRT
title_short Impact of Using Unedited CT-Based DIR-Propagated Autocontours on Online ART for Pancreatic SBRT
title_sort impact of using unedited ct based dir propagated autocontours on online art for pancreatic sbrt
topic pancreas
SBRT
adaptive
replanning
autocontouring
url https://www.frontiersin.org/articles/10.3389/fonc.2022.910792/full
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