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Defect distribution index: A novel metric for functional lung MRI in cystic fibrosis

PURPOSE: Lung impairment from functional MRI is frequently assessed as defect percentage. The defect distribution, however, is currently not quantified. The purpose of this work was to develop a novel measure that quantifies how clustered or scattered defects in functional lung MRI appear, and to ev...

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Autores principales: Valk, Anne, Willers, Corin, Shahim, Kamal, Pusterla, Orso, Bauman, Grzegorz, Sandkühler, Robin, Bieri, Oliver, Wyler, Florian, Latzin, Philipp
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9292253/
https://www.ncbi.nlm.nih.gov/pubmed/34337778
http://dx.doi.org/10.1002/mrm.28947
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author Valk, Anne
Willers, Corin
Shahim, Kamal
Pusterla, Orso
Bauman, Grzegorz
Sandkühler, Robin
Bieri, Oliver
Wyler, Florian
Latzin, Philipp
author_facet Valk, Anne
Willers, Corin
Shahim, Kamal
Pusterla, Orso
Bauman, Grzegorz
Sandkühler, Robin
Bieri, Oliver
Wyler, Florian
Latzin, Philipp
author_sort Valk, Anne
collection PubMed
description PURPOSE: Lung impairment from functional MRI is frequently assessed as defect percentage. The defect distribution, however, is currently not quantified. The purpose of this work was to develop a novel measure that quantifies how clustered or scattered defects in functional lung MRI appear, and to evaluate it in pediatric cystic fibrosis. THEORY: The defect distribution index (DDI) calculates a score for each lung voxel categorized as defected. The index increases according to how densely and how far an expanding circle around a defect voxel contains more than 50% defect voxels. METHODS: Fractional ventilation and perfusion maps of 53 children with cystic fibrosis were previously acquired with matrix pencil decomposition MRI. In this work, the DDI is compared to a visual score of 3 raters who evaluated how clustered the lung defects appear. Further, spearman correlations between DDI and lung function parameters were determined. RESULTS: The DDI strongly correlates with the visual scoring (r = 0.90 for ventilation; r = 0.88 for perfusion; P < .0001). Although correlations between DDI and defect percentage are moderate to strong (r = 0.61 for ventilation; r = 0.75 for perfusion; P < .0001), the DDI distinguishes between patients with comparable defect percentage. CONCLUSION: The DDI is a novel measure for functional lung MRI. It provides complementary information to the defect percentage because the DDI assesses defect distribution rather than defect size. The DDI is applicable to matrix pencil MRI data of cystic fibrosis patients and shows very good agreement with human perception of defect distributions.
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spelling pubmed-92922532022-07-20 Defect distribution index: A novel metric for functional lung MRI in cystic fibrosis Valk, Anne Willers, Corin Shahim, Kamal Pusterla, Orso Bauman, Grzegorz Sandkühler, Robin Bieri, Oliver Wyler, Florian Latzin, Philipp Magn Reson Med Research Articles—Preclinical and Clinical Imaging PURPOSE: Lung impairment from functional MRI is frequently assessed as defect percentage. The defect distribution, however, is currently not quantified. The purpose of this work was to develop a novel measure that quantifies how clustered or scattered defects in functional lung MRI appear, and to evaluate it in pediatric cystic fibrosis. THEORY: The defect distribution index (DDI) calculates a score for each lung voxel categorized as defected. The index increases according to how densely and how far an expanding circle around a defect voxel contains more than 50% defect voxels. METHODS: Fractional ventilation and perfusion maps of 53 children with cystic fibrosis were previously acquired with matrix pencil decomposition MRI. In this work, the DDI is compared to a visual score of 3 raters who evaluated how clustered the lung defects appear. Further, spearman correlations between DDI and lung function parameters were determined. RESULTS: The DDI strongly correlates with the visual scoring (r = 0.90 for ventilation; r = 0.88 for perfusion; P < .0001). Although correlations between DDI and defect percentage are moderate to strong (r = 0.61 for ventilation; r = 0.75 for perfusion; P < .0001), the DDI distinguishes between patients with comparable defect percentage. CONCLUSION: The DDI is a novel measure for functional lung MRI. It provides complementary information to the defect percentage because the DDI assesses defect distribution rather than defect size. The DDI is applicable to matrix pencil MRI data of cystic fibrosis patients and shows very good agreement with human perception of defect distributions. John Wiley and Sons Inc. 2021-08-02 2021-12 /pmc/articles/PMC9292253/ /pubmed/34337778 http://dx.doi.org/10.1002/mrm.28947 Text en © 2021 The Authors. Magnetic Resonance in Medicine published by Wiley Periodicals LLC on behalf of International Society for Magnetic Resonance in Medicine https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made.
spellingShingle Research Articles—Preclinical and Clinical Imaging
Valk, Anne
Willers, Corin
Shahim, Kamal
Pusterla, Orso
Bauman, Grzegorz
Sandkühler, Robin
Bieri, Oliver
Wyler, Florian
Latzin, Philipp
Defect distribution index: A novel metric for functional lung MRI in cystic fibrosis
title Defect distribution index: A novel metric for functional lung MRI in cystic fibrosis
title_full Defect distribution index: A novel metric for functional lung MRI in cystic fibrosis
title_fullStr Defect distribution index: A novel metric for functional lung MRI in cystic fibrosis
title_full_unstemmed Defect distribution index: A novel metric for functional lung MRI in cystic fibrosis
title_short Defect distribution index: A novel metric for functional lung MRI in cystic fibrosis
title_sort defect distribution index: a novel metric for functional lung mri in cystic fibrosis
topic Research Articles—Preclinical and Clinical Imaging
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9292253/
https://www.ncbi.nlm.nih.gov/pubmed/34337778
http://dx.doi.org/10.1002/mrm.28947
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