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Automated inverse optimization facilitates lower doses to normal tissue in pancreatic stereotactic body radiotherapy

PURPOSE: Inverse planning is trial-and-error iterative process. This work introduces a fully automated inverse optimization approach, where the treatment plan is closely tailored to the unique patient anatomy. The auto-optimization is applied to pancreatic stereotactic body radiotherapy (SBRT). MATE...

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Autores principales: Mihaylov, Ivaylo B., Mellon, Eric A., Yechieli, Raphael, Portelance, Lorraine
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5774747/
https://www.ncbi.nlm.nih.gov/pubmed/29351303
http://dx.doi.org/10.1371/journal.pone.0191036
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author Mihaylov, Ivaylo B.
Mellon, Eric A.
Yechieli, Raphael
Portelance, Lorraine
author_facet Mihaylov, Ivaylo B.
Mellon, Eric A.
Yechieli, Raphael
Portelance, Lorraine
author_sort Mihaylov, Ivaylo B.
collection PubMed
description PURPOSE: Inverse planning is trial-and-error iterative process. This work introduces a fully automated inverse optimization approach, where the treatment plan is closely tailored to the unique patient anatomy. The auto-optimization is applied to pancreatic stereotactic body radiotherapy (SBRT). MATERIALS AND METHODS: The automation is based on stepwise reduction of dose-volume histograms (DVHs). Five uniformly spaced points, from 1% to 70% of the organ at risk (OAR) volumes, are used. Doses to those DVH points are iteratively decreased through multiple optimization runs. With each optimization run the doses to the OARs are decreased, while the dose homogeneity over the target is increased. The iterative process is terminated when a pre-specified dose heterogeneity over the target is reached. Twelve pancreatic cases were retrospectively studied. Doses to the target, maximum doses to duodenum, bowel, stomach, and spinal cord were evaluated. In addition, mean doses to liver and kidneys were tallied. The auto-optimized plans were compared to the actual treatment plans, which are based on national protocols. RESULTS: The prescription dose to 95% of the planning target volume (PTV) is the same for the treatment and the auto-optimized plans. The average difference for maximum doses to duodenum, bowel, stomach, and spinal cord are -4.6 Gy, -1.8 Gy, -1.6 Gy, and -2.4 Gy respectively. The negative sign indicates lower doses with the auto-optimization. The average differences in the mean doses to liver and kidneys are -0.6 Gy, and -1.1 Gy to -1.5 Gy respectively. CONCLUSIONS: Automated inverse optimization holds great potential for personalization and tailoring of radiotherapy to particular patient anatomies. It can be utilized for normal tissue sparing or for an isotoxic dose escalation.
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spelling pubmed-57747472018-02-05 Automated inverse optimization facilitates lower doses to normal tissue in pancreatic stereotactic body radiotherapy Mihaylov, Ivaylo B. Mellon, Eric A. Yechieli, Raphael Portelance, Lorraine PLoS One Research Article PURPOSE: Inverse planning is trial-and-error iterative process. This work introduces a fully automated inverse optimization approach, where the treatment plan is closely tailored to the unique patient anatomy. The auto-optimization is applied to pancreatic stereotactic body radiotherapy (SBRT). MATERIALS AND METHODS: The automation is based on stepwise reduction of dose-volume histograms (DVHs). Five uniformly spaced points, from 1% to 70% of the organ at risk (OAR) volumes, are used. Doses to those DVH points are iteratively decreased through multiple optimization runs. With each optimization run the doses to the OARs are decreased, while the dose homogeneity over the target is increased. The iterative process is terminated when a pre-specified dose heterogeneity over the target is reached. Twelve pancreatic cases were retrospectively studied. Doses to the target, maximum doses to duodenum, bowel, stomach, and spinal cord were evaluated. In addition, mean doses to liver and kidneys were tallied. The auto-optimized plans were compared to the actual treatment plans, which are based on national protocols. RESULTS: The prescription dose to 95% of the planning target volume (PTV) is the same for the treatment and the auto-optimized plans. The average difference for maximum doses to duodenum, bowel, stomach, and spinal cord are -4.6 Gy, -1.8 Gy, -1.6 Gy, and -2.4 Gy respectively. The negative sign indicates lower doses with the auto-optimization. The average differences in the mean doses to liver and kidneys are -0.6 Gy, and -1.1 Gy to -1.5 Gy respectively. CONCLUSIONS: Automated inverse optimization holds great potential for personalization and tailoring of radiotherapy to particular patient anatomies. It can be utilized for normal tissue sparing or for an isotoxic dose escalation. Public Library of Science 2018-01-19 /pmc/articles/PMC5774747/ /pubmed/29351303 http://dx.doi.org/10.1371/journal.pone.0191036 Text en © 2018 Mihaylov et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Mihaylov, Ivaylo B.
Mellon, Eric A.
Yechieli, Raphael
Portelance, Lorraine
Automated inverse optimization facilitates lower doses to normal tissue in pancreatic stereotactic body radiotherapy
title Automated inverse optimization facilitates lower doses to normal tissue in pancreatic stereotactic body radiotherapy
title_full Automated inverse optimization facilitates lower doses to normal tissue in pancreatic stereotactic body radiotherapy
title_fullStr Automated inverse optimization facilitates lower doses to normal tissue in pancreatic stereotactic body radiotherapy
title_full_unstemmed Automated inverse optimization facilitates lower doses to normal tissue in pancreatic stereotactic body radiotherapy
title_short Automated inverse optimization facilitates lower doses to normal tissue in pancreatic stereotactic body radiotherapy
title_sort automated inverse optimization facilitates lower doses to normal tissue in pancreatic stereotactic body radiotherapy
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5774747/
https://www.ncbi.nlm.nih.gov/pubmed/29351303
http://dx.doi.org/10.1371/journal.pone.0191036
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