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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...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2018
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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. |
format | Online Article Text |
id | pubmed-7807871 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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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