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Automated Planning for Prostate Stereotactic Body Radiation Therapy on the 1.5 T MR-Linac

PURPOSE: Adaptive stereotactic body radiation therapy (SBRT) for prostate cancer (PC) by the 1.5 T MR-linac currently requires online planning by an expert user. A fully automated and user-independent solution to adaptive planning (mCycle) of PC-SBRT was compared with user's plans for the 1.5 T...

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Autores principales: Naccarato, Stefania, Rigo, Michele, Pellegrini, Roberto, Voet, Peter, Akhiat, Hafid, Gurrera, Davide, De Simone, Antonio, Sicignano, Gianluisa, Mazzola, Rosario, Figlia, Vanessa, Ricchetti, Francesco, Nicosia, Luca, Giaj-Levra, Niccolò, Cuccia, Francesco, Stavreva, Nadejda, Pressyanov, Dobromir S., Stavrev, Pavel, Alongi, Filippo, Ruggieri, Ruggero
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8850203/
https://www.ncbi.nlm.nih.gov/pubmed/35198836
http://dx.doi.org/10.1016/j.adro.2021.100865
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author Naccarato, Stefania
Rigo, Michele
Pellegrini, Roberto
Voet, Peter
Akhiat, Hafid
Gurrera, Davide
De Simone, Antonio
Sicignano, Gianluisa
Mazzola, Rosario
Figlia, Vanessa
Ricchetti, Francesco
Nicosia, Luca
Giaj-Levra, Niccolò
Cuccia, Francesco
Stavreva, Nadejda
Pressyanov, Dobromir S.
Stavrev, Pavel
Alongi, Filippo
Ruggieri, Ruggero
author_facet Naccarato, Stefania
Rigo, Michele
Pellegrini, Roberto
Voet, Peter
Akhiat, Hafid
Gurrera, Davide
De Simone, Antonio
Sicignano, Gianluisa
Mazzola, Rosario
Figlia, Vanessa
Ricchetti, Francesco
Nicosia, Luca
Giaj-Levra, Niccolò
Cuccia, Francesco
Stavreva, Nadejda
Pressyanov, Dobromir S.
Stavrev, Pavel
Alongi, Filippo
Ruggieri, Ruggero
author_sort Naccarato, Stefania
collection PubMed
description PURPOSE: Adaptive stereotactic body radiation therapy (SBRT) for prostate cancer (PC) by the 1.5 T MR-linac currently requires online planning by an expert user. A fully automated and user-independent solution to adaptive planning (mCycle) of PC-SBRT was compared with user's plans for the 1.5 T MR-linac. METHODS AND MATERIALS: Fifty adapted plans on daily magnetic resonance imaging scans for 10 patients with PC treated by 35 Gy (prescription dose [D(p)]) in 5 fractions were reoptimized offline from scratch, both by an expert planner (manual) and by mCycle. Manual plans consisted of multicriterial optimization (MCO) of the fluence map plus manual tweaking in segmentation, whereas in mCycle plans, the objectives were sequentially optimized by MCO according to an a-priori assigned priority list. The main criteria for planning approval were a dose ≥95% of the D(p) to at least 95% of the planning target volume (PTV), V(33.2) (PTV) ≥ 95%, a dose less than the D(p) to the hottest cubic centimeter (V(35) ≤ 1 cm(3)) of rectum, bladder, penile bulb, and urethral planning risk volume (ie, urethra plus 3 mm isotropically), and V(32) ≤ 5%, V(28) ≤ 10%, and V(18) ≤ 35% to the rectum. Such dose-volume metrics, plus some efficiency and deliverability metrics, were used for the comparison of mCycle versus manual plans. RESULTS: mCycle plans improved target dose coverage, with V(33.2) (PTV) passing on average (±1 SD) from 95.7% (±1.0%) for manual plans to 97.5% (±1.3%) for mCycle plans (P < .001), and rectal dose sparing, with significantly reduced V(32), V(28), and V(18) (P ≤ .004). Although at an equivalent number of segments, mCycle plans consumed moderately more monitor units (+17%) and delivery time (+9%) (P < .001), whereas they were generally faster (–19%) in terms of optimization times (P < .019). No significant differences were found for the passing rates of locally normalized γ (3 mm, 3%) (P = .059) and γ (2 mm, 2%) (P = .432) deliverability metrics. CONCLUSIONS: In the offline setting, mCycle proved to be a trustable solution for automated planning of PC-SBRT on the 1.5 T MR-linac. mCycle integration in the online workflow will free the user from the challenging online-optimization task.
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spelling pubmed-88502032022-02-22 Automated Planning for Prostate Stereotactic Body Radiation Therapy on the 1.5 T MR-Linac Naccarato, Stefania Rigo, Michele Pellegrini, Roberto Voet, Peter Akhiat, Hafid Gurrera, Davide De Simone, Antonio Sicignano, Gianluisa Mazzola, Rosario Figlia, Vanessa Ricchetti, Francesco Nicosia, Luca Giaj-Levra, Niccolò Cuccia, Francesco Stavreva, Nadejda Pressyanov, Dobromir S. Stavrev, Pavel Alongi, Filippo Ruggieri, Ruggero Adv Radiat Oncol Scientific Article PURPOSE: Adaptive stereotactic body radiation therapy (SBRT) for prostate cancer (PC) by the 1.5 T MR-linac currently requires online planning by an expert user. A fully automated and user-independent solution to adaptive planning (mCycle) of PC-SBRT was compared with user's plans for the 1.5 T MR-linac. METHODS AND MATERIALS: Fifty adapted plans on daily magnetic resonance imaging scans for 10 patients with PC treated by 35 Gy (prescription dose [D(p)]) in 5 fractions were reoptimized offline from scratch, both by an expert planner (manual) and by mCycle. Manual plans consisted of multicriterial optimization (MCO) of the fluence map plus manual tweaking in segmentation, whereas in mCycle plans, the objectives were sequentially optimized by MCO according to an a-priori assigned priority list. The main criteria for planning approval were a dose ≥95% of the D(p) to at least 95% of the planning target volume (PTV), V(33.2) (PTV) ≥ 95%, a dose less than the D(p) to the hottest cubic centimeter (V(35) ≤ 1 cm(3)) of rectum, bladder, penile bulb, and urethral planning risk volume (ie, urethra plus 3 mm isotropically), and V(32) ≤ 5%, V(28) ≤ 10%, and V(18) ≤ 35% to the rectum. Such dose-volume metrics, plus some efficiency and deliverability metrics, were used for the comparison of mCycle versus manual plans. RESULTS: mCycle plans improved target dose coverage, with V(33.2) (PTV) passing on average (±1 SD) from 95.7% (±1.0%) for manual plans to 97.5% (±1.3%) for mCycle plans (P < .001), and rectal dose sparing, with significantly reduced V(32), V(28), and V(18) (P ≤ .004). Although at an equivalent number of segments, mCycle plans consumed moderately more monitor units (+17%) and delivery time (+9%) (P < .001), whereas they were generally faster (–19%) in terms of optimization times (P < .019). No significant differences were found for the passing rates of locally normalized γ (3 mm, 3%) (P = .059) and γ (2 mm, 2%) (P = .432) deliverability metrics. CONCLUSIONS: In the offline setting, mCycle proved to be a trustable solution for automated planning of PC-SBRT on the 1.5 T MR-linac. mCycle integration in the online workflow will free the user from the challenging online-optimization task. Elsevier 2022-02-12 /pmc/articles/PMC8850203/ /pubmed/35198836 http://dx.doi.org/10.1016/j.adro.2021.100865 Text en © 2021 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Scientific Article
Naccarato, Stefania
Rigo, Michele
Pellegrini, Roberto
Voet, Peter
Akhiat, Hafid
Gurrera, Davide
De Simone, Antonio
Sicignano, Gianluisa
Mazzola, Rosario
Figlia, Vanessa
Ricchetti, Francesco
Nicosia, Luca
Giaj-Levra, Niccolò
Cuccia, Francesco
Stavreva, Nadejda
Pressyanov, Dobromir S.
Stavrev, Pavel
Alongi, Filippo
Ruggieri, Ruggero
Automated Planning for Prostate Stereotactic Body Radiation Therapy on the 1.5 T MR-Linac
title Automated Planning for Prostate Stereotactic Body Radiation Therapy on the 1.5 T MR-Linac
title_full Automated Planning for Prostate Stereotactic Body Radiation Therapy on the 1.5 T MR-Linac
title_fullStr Automated Planning for Prostate Stereotactic Body Radiation Therapy on the 1.5 T MR-Linac
title_full_unstemmed Automated Planning for Prostate Stereotactic Body Radiation Therapy on the 1.5 T MR-Linac
title_short Automated Planning for Prostate Stereotactic Body Radiation Therapy on the 1.5 T MR-Linac
title_sort automated planning for prostate stereotactic body radiation therapy on the 1.5 t mr-linac
topic Scientific Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8850203/
https://www.ncbi.nlm.nih.gov/pubmed/35198836
http://dx.doi.org/10.1016/j.adro.2021.100865
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