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Validation of CT-based ventilation and perfusion biomarkers with histopathology confirms radiation-induced pulmonary changes in a porcine model

Imaging biomarkers can assess disease progression or prognoses and are valuable tools to help guide interventions. Particularly in lung imaging, biomarkers present an opportunity to extract regional information that is more robust to the patient’s condition prior to intervention than current gold st...

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Autores principales: Flakus, Mattison J., Wuschner, Antonia E., Wallat, Eric M., Graham, Melissa, Shao, Wei, Shanmuganayagam, Dhanansayan, Christensen, Gary E., Reinhardt, Joseph M., Bayouth, John E.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10256800/
https://www.ncbi.nlm.nih.gov/pubmed/37296169
http://dx.doi.org/10.1038/s41598-023-36292-0
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author Flakus, Mattison J.
Wuschner, Antonia E.
Wallat, Eric M.
Graham, Melissa
Shao, Wei
Shanmuganayagam, Dhanansayan
Christensen, Gary E.
Reinhardt, Joseph M.
Bayouth, John E.
author_facet Flakus, Mattison J.
Wuschner, Antonia E.
Wallat, Eric M.
Graham, Melissa
Shao, Wei
Shanmuganayagam, Dhanansayan
Christensen, Gary E.
Reinhardt, Joseph M.
Bayouth, John E.
author_sort Flakus, Mattison J.
collection PubMed
description Imaging biomarkers can assess disease progression or prognoses and are valuable tools to help guide interventions. Particularly in lung imaging, biomarkers present an opportunity to extract regional information that is more robust to the patient’s condition prior to intervention than current gold standard pulmonary function tests (PFTs). This regional aspect has particular use in functional avoidance radiation therapy (RT) in which treatment planning is optimized to avoid regions of high function with the goal of sparing functional lung and improving patient quality of life post-RT. To execute functional avoidance, detailed dose–response models need to be developed to identify regions which should be protected. Previous studies have begun to do this, but for these models to be clinically translated, they need to be validated. This work validates two metrics that encompass the main components of lung function (ventilation and perfusion) through post-mortem histopathology performed in a novel porcine model. With these methods validated, we can use them to study the nuanced radiation-induced changes in lung function and develop more advanced models.
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spelling pubmed-102568002023-06-11 Validation of CT-based ventilation and perfusion biomarkers with histopathology confirms radiation-induced pulmonary changes in a porcine model Flakus, Mattison J. Wuschner, Antonia E. Wallat, Eric M. Graham, Melissa Shao, Wei Shanmuganayagam, Dhanansayan Christensen, Gary E. Reinhardt, Joseph M. Bayouth, John E. Sci Rep Article Imaging biomarkers can assess disease progression or prognoses and are valuable tools to help guide interventions. Particularly in lung imaging, biomarkers present an opportunity to extract regional information that is more robust to the patient’s condition prior to intervention than current gold standard pulmonary function tests (PFTs). This regional aspect has particular use in functional avoidance radiation therapy (RT) in which treatment planning is optimized to avoid regions of high function with the goal of sparing functional lung and improving patient quality of life post-RT. To execute functional avoidance, detailed dose–response models need to be developed to identify regions which should be protected. Previous studies have begun to do this, but for these models to be clinically translated, they need to be validated. This work validates two metrics that encompass the main components of lung function (ventilation and perfusion) through post-mortem histopathology performed in a novel porcine model. With these methods validated, we can use them to study the nuanced radiation-induced changes in lung function and develop more advanced models. Nature Publishing Group UK 2023-06-09 /pmc/articles/PMC10256800/ /pubmed/37296169 http://dx.doi.org/10.1038/s41598-023-36292-0 Text en © The Author(s) 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
Flakus, Mattison J.
Wuschner, Antonia E.
Wallat, Eric M.
Graham, Melissa
Shao, Wei
Shanmuganayagam, Dhanansayan
Christensen, Gary E.
Reinhardt, Joseph M.
Bayouth, John E.
Validation of CT-based ventilation and perfusion biomarkers with histopathology confirms radiation-induced pulmonary changes in a porcine model
title Validation of CT-based ventilation and perfusion biomarkers with histopathology confirms radiation-induced pulmonary changes in a porcine model
title_full Validation of CT-based ventilation and perfusion biomarkers with histopathology confirms radiation-induced pulmonary changes in a porcine model
title_fullStr Validation of CT-based ventilation and perfusion biomarkers with histopathology confirms radiation-induced pulmonary changes in a porcine model
title_full_unstemmed Validation of CT-based ventilation and perfusion biomarkers with histopathology confirms radiation-induced pulmonary changes in a porcine model
title_short Validation of CT-based ventilation and perfusion biomarkers with histopathology confirms radiation-induced pulmonary changes in a porcine model
title_sort validation of ct-based ventilation and perfusion biomarkers with histopathology confirms radiation-induced pulmonary changes in a porcine model
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10256800/
https://www.ncbi.nlm.nih.gov/pubmed/37296169
http://dx.doi.org/10.1038/s41598-023-36292-0
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