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Investigating the role of functional imaging in the management of soft-tissue sarcomas of the extremities

BACKGROUND AND PURPOSE: In this work, we validate a texture-based model computed from positron emission tomography (PET) and magnetic resonance imaging (MRI) for the prediction of lung metastases in soft-tissue sarcomas (STS). We explore functional imaging at different treatment time points and eval...

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Autores principales: Vallières, Martin, Serban, Monica, Benzyane, Ibtissam, Ahmed, Zaki, Xing, Shu, El Naqa, Issam, Levesque, Ives R., Seuntjens, Jan, Freeman, Carolyn R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7807871/
https://www.ncbi.nlm.nih.gov/pubmed/33458389
http://dx.doi.org/10.1016/j.phro.2018.05.003
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author Vallières, Martin
Serban, Monica
Benzyane, Ibtissam
Ahmed, Zaki
Xing, Shu
El Naqa, Issam
Levesque, Ives R.
Seuntjens, Jan
Freeman, Carolyn R.
author_facet Vallières, Martin
Serban, Monica
Benzyane, Ibtissam
Ahmed, Zaki
Xing, Shu
El Naqa, Issam
Levesque, Ives R.
Seuntjens, Jan
Freeman, Carolyn R.
author_sort Vallières, Martin
collection PubMed
description BACKGROUND AND PURPOSE: In this work, we validate a texture-based model computed from positron emission tomography (PET) and magnetic resonance imaging (MRI) for the prediction of lung metastases in soft-tissue sarcomas (STS). We explore functional imaging at different treatment time points and evaluate the feasibility of radiotherapy dose painting as a potential treatment strategy for patients with higher metastatic risk. MATERIALS AND METHODS: We acquired fluorodeoxyglucose (FDG)-PET, fluoromisonidazole (FMISO)-PET, diffusion weighting (DW)-MRI and dynamic contrast enhanced (DCE)-MRI data for 18 patients with extremity STS before, during, and after pre-operative radiotherapy. We tested the lung metastases prediction model using pre-treatment images. We evaluated the feasibility of dose painting using volumetric arc therapy (VMAT) via treatment re-planning with a prescription of 50 Gy to the planning target volume (PTV(50Gy)) and boost doses of 60 Gy to the FDG hypermetabolic gross tumour volume (GTV(60Gy)) and 65 Gy to the low-perfusion DCE-MRI hypoxic GTV contained within the GTV(60Gy) (GTV(65Gy)). RESULTS: The texture-based model for lung metastases prediction reached an area under the curve (AUC), sensitivity, specificity and accuracy of 0.71, 0.75, 0.85 and 0.82, respectively. Dose painting resulted in adequate coverage and homogeneity in the re-planned treatments: D(95%) to the PTV(50Gy), GTV(60Gy) and GTV(65Gy) were 50.0 Gy, 60.3 Gy and 65.4 Gy, respectively. CONCLUSIONS: Textural biomarkers extracted from FDG-PET and MRI could be useful to identify STS patients that might benefit from dose escalation. The feasibility of treatment planning with double boost levels to intratumoural GTV functional sub-volumes was established.
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spelling pubmed-78078712021-01-14 Investigating the role of functional imaging in the management of soft-tissue sarcomas of the extremities Vallières, Martin Serban, Monica Benzyane, Ibtissam Ahmed, Zaki Xing, Shu El Naqa, Issam Levesque, Ives R. Seuntjens, Jan Freeman, Carolyn R. Phys Imaging Radiat Oncol Original Research Article BACKGROUND AND PURPOSE: In this work, we validate a texture-based model computed from positron emission tomography (PET) and magnetic resonance imaging (MRI) for the prediction of lung metastases in soft-tissue sarcomas (STS). We explore functional imaging at different treatment time points and evaluate the feasibility of radiotherapy dose painting as a potential treatment strategy for patients with higher metastatic risk. MATERIALS AND METHODS: We acquired fluorodeoxyglucose (FDG)-PET, fluoromisonidazole (FMISO)-PET, diffusion weighting (DW)-MRI and dynamic contrast enhanced (DCE)-MRI data for 18 patients with extremity STS before, during, and after pre-operative radiotherapy. We tested the lung metastases prediction model using pre-treatment images. We evaluated the feasibility of dose painting using volumetric arc therapy (VMAT) via treatment re-planning with a prescription of 50 Gy to the planning target volume (PTV(50Gy)) and boost doses of 60 Gy to the FDG hypermetabolic gross tumour volume (GTV(60Gy)) and 65 Gy to the low-perfusion DCE-MRI hypoxic GTV contained within the GTV(60Gy) (GTV(65Gy)). RESULTS: The texture-based model for lung metastases prediction reached an area under the curve (AUC), sensitivity, specificity and accuracy of 0.71, 0.75, 0.85 and 0.82, respectively. Dose painting resulted in adequate coverage and homogeneity in the re-planned treatments: D(95%) to the PTV(50Gy), GTV(60Gy) and GTV(65Gy) were 50.0 Gy, 60.3 Gy and 65.4 Gy, respectively. CONCLUSIONS: Textural biomarkers extracted from FDG-PET and MRI could be useful to identify STS patients that might benefit from dose escalation. The feasibility of treatment planning with double boost levels to intratumoural GTV functional sub-volumes was established. Elsevier 2018-05-19 /pmc/articles/PMC7807871/ /pubmed/33458389 http://dx.doi.org/10.1016/j.phro.2018.05.003 Text en © 2018 The Authors http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Original Research Article
Vallières, Martin
Serban, Monica
Benzyane, Ibtissam
Ahmed, Zaki
Xing, Shu
El Naqa, Issam
Levesque, Ives R.
Seuntjens, Jan
Freeman, Carolyn R.
Investigating the role of functional imaging in the management of soft-tissue sarcomas of the extremities
title Investigating the role of functional imaging in the management of soft-tissue sarcomas of the extremities
title_full Investigating the role of functional imaging in the management of soft-tissue sarcomas of the extremities
title_fullStr Investigating the role of functional imaging in the management of soft-tissue sarcomas of the extremities
title_full_unstemmed Investigating the role of functional imaging in the management of soft-tissue sarcomas of the extremities
title_short Investigating the role of functional imaging in the management of soft-tissue sarcomas of the extremities
title_sort investigating the role of functional imaging in the management of soft-tissue sarcomas of the extremities
topic Original Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7807871/
https://www.ncbi.nlm.nih.gov/pubmed/33458389
http://dx.doi.org/10.1016/j.phro.2018.05.003
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