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First validation of a model-based hepatic percutaneous microwave ablation planning on a clinical dataset
A model-based planning tool, integrated in an imaging system, is envisioned for CT-guided percutaneous microwave ablation. This study aims to evaluate the biophysical model performance, by comparing its prediction retrospectively with the actual ablation ground truth from a clinical dataset in liver...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10558472/ https://www.ncbi.nlm.nih.gov/pubmed/37803064 http://dx.doi.org/10.1038/s41598-023-42543-x |
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author | Frackowiak, Bruno Van den Bosch, Vincent Tokoutsi, Zoi Baragona, Marco de Greef, Martijn Elevelt, Aaldert Isfort, Peter |
author_facet | Frackowiak, Bruno Van den Bosch, Vincent Tokoutsi, Zoi Baragona, Marco de Greef, Martijn Elevelt, Aaldert Isfort, Peter |
author_sort | Frackowiak, Bruno |
collection | PubMed |
description | A model-based planning tool, integrated in an imaging system, is envisioned for CT-guided percutaneous microwave ablation. This study aims to evaluate the biophysical model performance, by comparing its prediction retrospectively with the actual ablation ground truth from a clinical dataset in liver. The biophysical model uses a simplified formulation of heat deposition on the applicator and a heat sink related to vasculature to solve the bioheat equation. A performance metric is defined to assess how the planned ablation overlaps the actual ground truth. Results demonstrate superiority of this model prediction compared to manufacturer tabulated data and a significant influence of the vasculature cooling effect. Nevertheless, vasculature shortage due to branches occlusion and applicator misalignment due to registration error between scans affects the thermal prediction. With a more accurate vasculature segmentation, occlusion risk can be estimated, whereas branches can be used as liver landmarks to improve the registration accuracy. Overall, this study emphasizes the benefit of a model-based thermal ablation solution in better planning the ablation procedures. Contrast and registration protocols must be adapted to facilitate its integration into the clinical workflow. |
format | Online Article Text |
id | pubmed-10558472 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-105584722023-10-08 First validation of a model-based hepatic percutaneous microwave ablation planning on a clinical dataset Frackowiak, Bruno Van den Bosch, Vincent Tokoutsi, Zoi Baragona, Marco de Greef, Martijn Elevelt, Aaldert Isfort, Peter Sci Rep Article A model-based planning tool, integrated in an imaging system, is envisioned for CT-guided percutaneous microwave ablation. This study aims to evaluate the biophysical model performance, by comparing its prediction retrospectively with the actual ablation ground truth from a clinical dataset in liver. The biophysical model uses a simplified formulation of heat deposition on the applicator and a heat sink related to vasculature to solve the bioheat equation. A performance metric is defined to assess how the planned ablation overlaps the actual ground truth. Results demonstrate superiority of this model prediction compared to manufacturer tabulated data and a significant influence of the vasculature cooling effect. Nevertheless, vasculature shortage due to branches occlusion and applicator misalignment due to registration error between scans affects the thermal prediction. With a more accurate vasculature segmentation, occlusion risk can be estimated, whereas branches can be used as liver landmarks to improve the registration accuracy. Overall, this study emphasizes the benefit of a model-based thermal ablation solution in better planning the ablation procedures. Contrast and registration protocols must be adapted to facilitate its integration into the clinical workflow. Nature Publishing Group UK 2023-10-06 /pmc/articles/PMC10558472/ /pubmed/37803064 http://dx.doi.org/10.1038/s41598-023-42543-x Text en © The Author(s) 2023, corrected publication 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Frackowiak, Bruno Van den Bosch, Vincent Tokoutsi, Zoi Baragona, Marco de Greef, Martijn Elevelt, Aaldert Isfort, Peter First validation of a model-based hepatic percutaneous microwave ablation planning on a clinical dataset |
title | First validation of a model-based hepatic percutaneous microwave ablation planning on a clinical dataset |
title_full | First validation of a model-based hepatic percutaneous microwave ablation planning on a clinical dataset |
title_fullStr | First validation of a model-based hepatic percutaneous microwave ablation planning on a clinical dataset |
title_full_unstemmed | First validation of a model-based hepatic percutaneous microwave ablation planning on a clinical dataset |
title_short | First validation of a model-based hepatic percutaneous microwave ablation planning on a clinical dataset |
title_sort | first validation of a model-based hepatic percutaneous microwave ablation planning on a clinical dataset |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10558472/ https://www.ncbi.nlm.nih.gov/pubmed/37803064 http://dx.doi.org/10.1038/s41598-023-42543-x |
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