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Clinical application of a template‐guided automated planning routine

PURPOSE: Determine the dosimetric quality and the planning time reduction when utilizing a template‐based automated planning application. METHODS: A software application integrated through the treatment planning system application programing interface, QuickPlan, was developed to facilitate automate...

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Autores principales: Schmidt, Matthew C., Abraham, Christopher D., Huang, Jiayi, Robinson, Clifford G., Hugo, Geoffrey, Knutson, Nels C., Sun, Baozhou, Raranje, Chipo, Sajo, Erno, Zygmanski, Piotr, Jandel, Marian, Szentivanyi, Peter, Hilliard, Jessica, Hamilton, Jessica, Reynoso, Francisco J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10018666/
https://www.ncbi.nlm.nih.gov/pubmed/36347220
http://dx.doi.org/10.1002/acm2.13837
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author Schmidt, Matthew C.
Abraham, Christopher D.
Huang, Jiayi
Robinson, Clifford G.
Hugo, Geoffrey
Knutson, Nels C.
Sun, Baozhou
Raranje, Chipo
Sajo, Erno
Zygmanski, Piotr
Jandel, Marian
Szentivanyi, Peter
Hilliard, Jessica
Hamilton, Jessica
Reynoso, Francisco J.
author_facet Schmidt, Matthew C.
Abraham, Christopher D.
Huang, Jiayi
Robinson, Clifford G.
Hugo, Geoffrey
Knutson, Nels C.
Sun, Baozhou
Raranje, Chipo
Sajo, Erno
Zygmanski, Piotr
Jandel, Marian
Szentivanyi, Peter
Hilliard, Jessica
Hamilton, Jessica
Reynoso, Francisco J.
author_sort Schmidt, Matthew C.
collection PubMed
description PURPOSE: Determine the dosimetric quality and the planning time reduction when utilizing a template‐based automated planning application. METHODS: A software application integrated through the treatment planning system application programing interface, QuickPlan, was developed to facilitate automated planning using configurable templates for contouring, knowledge‐based planning structure matching, field design, and algorithm settings. Validations are performed at various levels of the planning procedure and assist in the evaluation of readiness of the CT image, structure set, and plan layout for automated planning. QuickPlan is evaluated dosimetrically against 22 hippocampal‐avoidance whole brain radiotherapy patients. The required times to treatment plan generation are compared for the validations set as well as 10 prospective patients whose plans have been automated by QuickPlan. RESULTS: The generations of 22 automated treatment plans are compared against a manual replanning using an identical process, resulting in dosimetric differences of minor clinical significance. The target dose to 2% volume and homogeneity index result in significantly decreased values for automated plans, whereas other dose metric evaluations are nonsignificant. The time to generate the treatment plans is reduced for all automated plans with a median difference of 9′ 50″ ± 4′ 33″. CONCLUSIONS: Template‐based automated planning allows for reduced treatment planning time with consistent optimization structure creation, treatment field creation, plan optimization, and dose calculation with similar dosimetric quality. This process has potential expansion to numerous disease sites.
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spelling pubmed-100186662023-03-17 Clinical application of a template‐guided automated planning routine Schmidt, Matthew C. Abraham, Christopher D. Huang, Jiayi Robinson, Clifford G. Hugo, Geoffrey Knutson, Nels C. Sun, Baozhou Raranje, Chipo Sajo, Erno Zygmanski, Piotr Jandel, Marian Szentivanyi, Peter Hilliard, Jessica Hamilton, Jessica Reynoso, Francisco J. J Appl Clin Med Phys Radiation Oncology Physics PURPOSE: Determine the dosimetric quality and the planning time reduction when utilizing a template‐based automated planning application. METHODS: A software application integrated through the treatment planning system application programing interface, QuickPlan, was developed to facilitate automated planning using configurable templates for contouring, knowledge‐based planning structure matching, field design, and algorithm settings. Validations are performed at various levels of the planning procedure and assist in the evaluation of readiness of the CT image, structure set, and plan layout for automated planning. QuickPlan is evaluated dosimetrically against 22 hippocampal‐avoidance whole brain radiotherapy patients. The required times to treatment plan generation are compared for the validations set as well as 10 prospective patients whose plans have been automated by QuickPlan. RESULTS: The generations of 22 automated treatment plans are compared against a manual replanning using an identical process, resulting in dosimetric differences of minor clinical significance. The target dose to 2% volume and homogeneity index result in significantly decreased values for automated plans, whereas other dose metric evaluations are nonsignificant. The time to generate the treatment plans is reduced for all automated plans with a median difference of 9′ 50″ ± 4′ 33″. CONCLUSIONS: Template‐based automated planning allows for reduced treatment planning time with consistent optimization structure creation, treatment field creation, plan optimization, and dose calculation with similar dosimetric quality. This process has potential expansion to numerous disease sites. John Wiley and Sons Inc. 2022-11-08 /pmc/articles/PMC10018666/ /pubmed/36347220 http://dx.doi.org/10.1002/acm2.13837 Text en © 2022 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
Schmidt, Matthew C.
Abraham, Christopher D.
Huang, Jiayi
Robinson, Clifford G.
Hugo, Geoffrey
Knutson, Nels C.
Sun, Baozhou
Raranje, Chipo
Sajo, Erno
Zygmanski, Piotr
Jandel, Marian
Szentivanyi, Peter
Hilliard, Jessica
Hamilton, Jessica
Reynoso, Francisco J.
Clinical application of a template‐guided automated planning routine
title Clinical application of a template‐guided automated planning routine
title_full Clinical application of a template‐guided automated planning routine
title_fullStr Clinical application of a template‐guided automated planning routine
title_full_unstemmed Clinical application of a template‐guided automated planning routine
title_short Clinical application of a template‐guided automated planning routine
title_sort clinical application of a template‐guided automated planning routine
topic Radiation Oncology Physics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10018666/
https://www.ncbi.nlm.nih.gov/pubmed/36347220
http://dx.doi.org/10.1002/acm2.13837
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