Effectiveness of Multi-Criteria Optimization-based Trade-Off exploration in combination with RapidPlan for head & neck radiotherapy planning

Abstract Background A new strategy is introduced combining the use of Multi-Criteria Optimization-based Trade-Off Exploration (TO) and RapidPlan™ (RP) for the selection of optimisation parameters that improve the trade-off between sparing of organs at risk (OAR) and target coverage for head and neck...

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Main Authors: Eliane Miguel-Chumacero, Garry Currie, Abigail Johnston, Suzanne Currie
Format: Article
Language:English
Published: BMC 2018-11-01
Series:Radiation Oncology
Subjects:
Online Access:http://link.springer.com/article/10.1186/s13014-018-1175-y
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spelling doaj-582b296d2fa74705af7ce3cdaaf18c272020-11-25T01:18:40ZengBMCRadiation Oncology1748-717X2018-11-0113111310.1186/s13014-018-1175-yEffectiveness of Multi-Criteria Optimization-based Trade-Off exploration in combination with RapidPlan for head & neck radiotherapy planningEliane Miguel-Chumacero0Garry Currie1Abigail Johnston2Suzanne Currie3Beatson West of Scotland Cancer Centre, Radiotherapy Physics, NHS Greater Glasgow and ClydeBeatson West of Scotland Cancer Centre, Radiotherapy Physics, NHS Greater Glasgow and ClydeBeatson West of Scotland Cancer Centre, Radiotherapy Physics, NHS Greater Glasgow and ClydeBeatson West of Scotland Cancer Centre, Radiotherapy Physics, NHS Greater Glasgow and ClydeAbstract Background A new strategy is introduced combining the use of Multi-Criteria Optimization-based Trade-Off Exploration (TO) and RapidPlan™ (RP) for the selection of optimisation parameters that improve the trade-off between sparing of organs at risk (OAR) and target coverage for head and neck radiotherapy planning. Using both approaches simultaneously; three different workflows were proposed for the optimisation process of volumetric-modulated arc therapy (VMAT) plans. The generated plans were compared to the clinical plans and the plans that resulted using RP and TO individually. Methods Twenty clinical VMAT plans previously administered were selected. Five additional plans were created for each patient: a clinical plan further optimised with TO (Clin+TO); two plans generated by in-house built RP models, RP_1 with the model built with VMAT clinical plans and RP_TO with the model built with VMAT plans optimised by TO. Finally, these last two plans were additionally optimised with TO for the creation of the plans RP_1 + TO and RP_TO+ respectively. The TO management was standardised to maximise the sparing of the parotid glands without compromising a clinically acceptable PTV coverage. Resulting plans were inter-compared based on dose-volume parameters for OAR and PTVs, target homogeneity, conformity, and plans complexity and deliverability. Results The plans optimised using TO in combination with RP showed significantly improved OAR sparing while maintaining comparable target dose coverage to the clinical plans. The largest OAR sparing compared to the clinical plans was achieved by the RP_TO+ plans, which reported a mean parotid dose average of 15.0 ± 4.6 Gy vs 22.9 ± 5.5 Gy (left) and 17.1 ± 5.0 Gy vs 24.8 ± 5.8 Gy (right). However, at the same time, RP_TO+ showed a slight dose reduction for the 99% volume of the nodal PTV and an increase for the 95% (when comparing to the clinical plans 76.0 ± 1.2 vs 77.4 ± 0.6 and 80.9 ± 0.9 vs 79.7 ± 0.4) but remained within clinical acceptance. Plans optimised with RP and TO combined, showed an increase in complexity but were proven to be deliverable. Conclusion The use of TO combined with RP during the optimisation of VMAT plans enhanced plan quality the most. For the RP_TO+ plans, acceptance of a slight deterioration in nodal PTV allowed the largest reduction in OAR dose to be achieved.http://link.springer.com/article/10.1186/s13014-018-1175-yMulti-criteria optimisationTrade-offs explorationHead and neck cancerKnowledge-based treatment planningRapidPlanVolumetric-modulated arc therapy
collection DOAJ
language English
format Article
sources DOAJ
author Eliane Miguel-Chumacero
Garry Currie
Abigail Johnston
Suzanne Currie
spellingShingle Eliane Miguel-Chumacero
Garry Currie
Abigail Johnston
Suzanne Currie
Effectiveness of Multi-Criteria Optimization-based Trade-Off exploration in combination with RapidPlan for head & neck radiotherapy planning
Radiation Oncology
Multi-criteria optimisation
Trade-offs exploration
Head and neck cancer
Knowledge-based treatment planning
RapidPlan
Volumetric-modulated arc therapy
author_facet Eliane Miguel-Chumacero
Garry Currie
Abigail Johnston
Suzanne Currie
author_sort Eliane Miguel-Chumacero
title Effectiveness of Multi-Criteria Optimization-based Trade-Off exploration in combination with RapidPlan for head & neck radiotherapy planning
title_short Effectiveness of Multi-Criteria Optimization-based Trade-Off exploration in combination with RapidPlan for head & neck radiotherapy planning
title_full Effectiveness of Multi-Criteria Optimization-based Trade-Off exploration in combination with RapidPlan for head & neck radiotherapy planning
title_fullStr Effectiveness of Multi-Criteria Optimization-based Trade-Off exploration in combination with RapidPlan for head & neck radiotherapy planning
title_full_unstemmed Effectiveness of Multi-Criteria Optimization-based Trade-Off exploration in combination with RapidPlan for head & neck radiotherapy planning
title_sort effectiveness of multi-criteria optimization-based trade-off exploration in combination with rapidplan for head & neck radiotherapy planning
publisher BMC
series Radiation Oncology
issn 1748-717X
publishDate 2018-11-01
description Abstract Background A new strategy is introduced combining the use of Multi-Criteria Optimization-based Trade-Off Exploration (TO) and RapidPlan™ (RP) for the selection of optimisation parameters that improve the trade-off between sparing of organs at risk (OAR) and target coverage for head and neck radiotherapy planning. Using both approaches simultaneously; three different workflows were proposed for the optimisation process of volumetric-modulated arc therapy (VMAT) plans. The generated plans were compared to the clinical plans and the plans that resulted using RP and TO individually. Methods Twenty clinical VMAT plans previously administered were selected. Five additional plans were created for each patient: a clinical plan further optimised with TO (Clin+TO); two plans generated by in-house built RP models, RP_1 with the model built with VMAT clinical plans and RP_TO with the model built with VMAT plans optimised by TO. Finally, these last two plans were additionally optimised with TO for the creation of the plans RP_1 + TO and RP_TO+ respectively. The TO management was standardised to maximise the sparing of the parotid glands without compromising a clinically acceptable PTV coverage. Resulting plans were inter-compared based on dose-volume parameters for OAR and PTVs, target homogeneity, conformity, and plans complexity and deliverability. Results The plans optimised using TO in combination with RP showed significantly improved OAR sparing while maintaining comparable target dose coverage to the clinical plans. The largest OAR sparing compared to the clinical plans was achieved by the RP_TO+ plans, which reported a mean parotid dose average of 15.0 ± 4.6 Gy vs 22.9 ± 5.5 Gy (left) and 17.1 ± 5.0 Gy vs 24.8 ± 5.8 Gy (right). However, at the same time, RP_TO+ showed a slight dose reduction for the 99% volume of the nodal PTV and an increase for the 95% (when comparing to the clinical plans 76.0 ± 1.2 vs 77.4 ± 0.6 and 80.9 ± 0.9 vs 79.7 ± 0.4) but remained within clinical acceptance. Plans optimised with RP and TO combined, showed an increase in complexity but were proven to be deliverable. Conclusion The use of TO combined with RP during the optimisation of VMAT plans enhanced plan quality the most. For the RP_TO+ plans, acceptance of a slight deterioration in nodal PTV allowed the largest reduction in OAR dose to be achieved.
topic Multi-criteria optimisation
Trade-offs exploration
Head and neck cancer
Knowledge-based treatment planning
RapidPlan
Volumetric-modulated arc therapy
url http://link.springer.com/article/10.1186/s13014-018-1175-y
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