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Automatic Radiobiological Comparison of Radiation Therapy Plans: An Application to Gastric Cancer

SIMPLE SUMMARY: The radiotherapy plans are usually judged using physical quantities, including dose and dose-volume values. Biological indices may also be applied for plan evaluation. A new software was developed for the quick and automatic calculation of tumor control probability (TCP) and normal t...

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Autores principales: Mazonakis, Michalis, Tzanis, Eleftherios, Lyraraki, Efrossyni, Damilakis, John
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9776876/
https://www.ncbi.nlm.nih.gov/pubmed/36551582
http://dx.doi.org/10.3390/cancers14246098
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author Mazonakis, Michalis
Tzanis, Eleftherios
Lyraraki, Efrossyni
Damilakis, John
author_facet Mazonakis, Michalis
Tzanis, Eleftherios
Lyraraki, Efrossyni
Damilakis, John
author_sort Mazonakis, Michalis
collection PubMed
description SIMPLE SUMMARY: The radiotherapy plans are usually judged using physical quantities, including dose and dose-volume values. Biological indices may also be applied for plan evaluation. A new software was developed for the quick and automatic calculation of tumor control probability (TCP) and normal tissue control probability (NTCP) from any radiation therapy plan and any fractionation scheme. Limited information has been published about the radiobiological metrics associated with gastric cancer irradiation. The new software was applied to radiobiologically compare photon plans for gastric malignancies generated with three-dimensional conformal radiotherapy (3D-CRT), intensity-modulated radiotherapy (IMRT) and volumetric modulated arc therapy (VMAT). The IMRT and VMAT plans provided higher TCPs than 3D-CRT. They also reduced the NTCPs and the risk of late adverse effects in most of the surrounding healthy organs compared to 3D-CRT. The presented results are useful for the plan optimization and choice of the appropriate radiotherapy technique for gastric cancer. ABSTRACT: (1) Aim: This study was conducted to radiobiologically compare radiotherapy plans for gastric cancer with a newly developed software tool. (2) Methods: Treatment planning was performed on two computational phantoms simulating adult male and female patients. Three-dimensional conformal radiotherapy (3D-CRT), intensity-modulated radiation therapy (IMRT) and volumetric modulated arc therapy (VMAT) plans for gastric cancer were generated with three-photon beam energies. The equivalent uniform dose (EUD), tumor control probability (TCP) of the target and normal tissue control probability (NTCP) of eight different critical organs were calculated. A new software was employed for these calculations using the EUD-based model and dose-volume-histogram data. (3) Results: The IMRT and VMAT plan led to TCPs of 51.3–51.5%, whereas 3D-CRT gave values up to 50.2%. The intensity-modulated techniques resulted in NTCPs of (5.3 × 10(−6)–3.3 × 10(−1))%. The corresponding NTCPs from 3D-CRT were (3.4 × 10(−7)–7.4 × 10(−1))%. The above biological indices were automatically calculated in less than 40 s with the software. (4) Conclusions: The direct and quick radiobiological evaluation of radiotherapy plans is feasible using the new software tool. The IMRT and VMAT reduced the probability of the appearance of late effects in most of the surrounding critical organs and slightly increased the TCP compared to 3D-CRT.
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spelling pubmed-97768762022-12-23 Automatic Radiobiological Comparison of Radiation Therapy Plans: An Application to Gastric Cancer Mazonakis, Michalis Tzanis, Eleftherios Lyraraki, Efrossyni Damilakis, John Cancers (Basel) Article SIMPLE SUMMARY: The radiotherapy plans are usually judged using physical quantities, including dose and dose-volume values. Biological indices may also be applied for plan evaluation. A new software was developed for the quick and automatic calculation of tumor control probability (TCP) and normal tissue control probability (NTCP) from any radiation therapy plan and any fractionation scheme. Limited information has been published about the radiobiological metrics associated with gastric cancer irradiation. The new software was applied to radiobiologically compare photon plans for gastric malignancies generated with three-dimensional conformal radiotherapy (3D-CRT), intensity-modulated radiotherapy (IMRT) and volumetric modulated arc therapy (VMAT). The IMRT and VMAT plans provided higher TCPs than 3D-CRT. They also reduced the NTCPs and the risk of late adverse effects in most of the surrounding healthy organs compared to 3D-CRT. The presented results are useful for the plan optimization and choice of the appropriate radiotherapy technique for gastric cancer. ABSTRACT: (1) Aim: This study was conducted to radiobiologically compare radiotherapy plans for gastric cancer with a newly developed software tool. (2) Methods: Treatment planning was performed on two computational phantoms simulating adult male and female patients. Three-dimensional conformal radiotherapy (3D-CRT), intensity-modulated radiation therapy (IMRT) and volumetric modulated arc therapy (VMAT) plans for gastric cancer were generated with three-photon beam energies. The equivalent uniform dose (EUD), tumor control probability (TCP) of the target and normal tissue control probability (NTCP) of eight different critical organs were calculated. A new software was employed for these calculations using the EUD-based model and dose-volume-histogram data. (3) Results: The IMRT and VMAT plan led to TCPs of 51.3–51.5%, whereas 3D-CRT gave values up to 50.2%. The intensity-modulated techniques resulted in NTCPs of (5.3 × 10(−6)–3.3 × 10(−1))%. The corresponding NTCPs from 3D-CRT were (3.4 × 10(−7)–7.4 × 10(−1))%. The above biological indices were automatically calculated in less than 40 s with the software. (4) Conclusions: The direct and quick radiobiological evaluation of radiotherapy plans is feasible using the new software tool. The IMRT and VMAT reduced the probability of the appearance of late effects in most of the surrounding critical organs and slightly increased the TCP compared to 3D-CRT. MDPI 2022-12-11 /pmc/articles/PMC9776876/ /pubmed/36551582 http://dx.doi.org/10.3390/cancers14246098 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Mazonakis, Michalis
Tzanis, Eleftherios
Lyraraki, Efrossyni
Damilakis, John
Automatic Radiobiological Comparison of Radiation Therapy Plans: An Application to Gastric Cancer
title Automatic Radiobiological Comparison of Radiation Therapy Plans: An Application to Gastric Cancer
title_full Automatic Radiobiological Comparison of Radiation Therapy Plans: An Application to Gastric Cancer
title_fullStr Automatic Radiobiological Comparison of Radiation Therapy Plans: An Application to Gastric Cancer
title_full_unstemmed Automatic Radiobiological Comparison of Radiation Therapy Plans: An Application to Gastric Cancer
title_short Automatic Radiobiological Comparison of Radiation Therapy Plans: An Application to Gastric Cancer
title_sort automatic radiobiological comparison of radiation therapy plans: an application to gastric cancer
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9776876/
https://www.ncbi.nlm.nih.gov/pubmed/36551582
http://dx.doi.org/10.3390/cancers14246098
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