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Effects of Multi-Shell Free Water Correction on Glioma Characterization

Diffusion MRI is a useful tool to investigate the microstructure of brain tumors. However, the presence of fast diffusing isotropic signals originating from non-restricted edematous fluids, within and surrounding tumors, may obscure estimation of the underlying tissue characteristics, complicating t...

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Autores principales: Starck, Lea, Zaccagna, Fulvio, Pasternak, Ofer, Gallagher, Ferdia A., Grüner, Renate, Riemer, Frank
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8700586/
https://www.ncbi.nlm.nih.gov/pubmed/34943621
http://dx.doi.org/10.3390/diagnostics11122385
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author Starck, Lea
Zaccagna, Fulvio
Pasternak, Ofer
Gallagher, Ferdia A.
Grüner, Renate
Riemer, Frank
author_facet Starck, Lea
Zaccagna, Fulvio
Pasternak, Ofer
Gallagher, Ferdia A.
Grüner, Renate
Riemer, Frank
author_sort Starck, Lea
collection PubMed
description Diffusion MRI is a useful tool to investigate the microstructure of brain tumors. However, the presence of fast diffusing isotropic signals originating from non-restricted edematous fluids, within and surrounding tumors, may obscure estimation of the underlying tissue characteristics, complicating the radiological interpretation and quantitative evaluation of diffusion MRI. A multi-shell regularized free water (FW) elimination model was therefore applied to separate free water from tissue-related diffusion components from the diffusion MRI of 26 treatment-naïve glioma patients. We then investigated the diagnostic value of the derived measures of FW maps as well as FW-corrected tensor-derived maps of fractional anisotropy (FA). Presumed necrotic tumor regions display greater mean and variance of FW content than other parts of the tumor. On average, the area under the receiver operating characteristic (ROC) for the classification of necrotic and enhancing tumor volumes increased by 5% in corrected data compared to non-corrected data. FW elimination shifts the FA distribution in non-enhancing tumor parts toward higher values and significantly increases its entropy (p ≤ 0.003), whereas skewness is decreased (p ≤ 0.004). Kurtosis is significantly decreased (p < 0.001) in high-grade tumors. In conclusion, eliminating FW contributions improved quantitative estimations of FA, which helps to disentangle the cancer heterogeneity.
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spelling pubmed-87005862021-12-24 Effects of Multi-Shell Free Water Correction on Glioma Characterization Starck, Lea Zaccagna, Fulvio Pasternak, Ofer Gallagher, Ferdia A. Grüner, Renate Riemer, Frank Diagnostics (Basel) Article Diffusion MRI is a useful tool to investigate the microstructure of brain tumors. However, the presence of fast diffusing isotropic signals originating from non-restricted edematous fluids, within and surrounding tumors, may obscure estimation of the underlying tissue characteristics, complicating the radiological interpretation and quantitative evaluation of diffusion MRI. A multi-shell regularized free water (FW) elimination model was therefore applied to separate free water from tissue-related diffusion components from the diffusion MRI of 26 treatment-naïve glioma patients. We then investigated the diagnostic value of the derived measures of FW maps as well as FW-corrected tensor-derived maps of fractional anisotropy (FA). Presumed necrotic tumor regions display greater mean and variance of FW content than other parts of the tumor. On average, the area under the receiver operating characteristic (ROC) for the classification of necrotic and enhancing tumor volumes increased by 5% in corrected data compared to non-corrected data. FW elimination shifts the FA distribution in non-enhancing tumor parts toward higher values and significantly increases its entropy (p ≤ 0.003), whereas skewness is decreased (p ≤ 0.004). Kurtosis is significantly decreased (p < 0.001) in high-grade tumors. In conclusion, eliminating FW contributions improved quantitative estimations of FA, which helps to disentangle the cancer heterogeneity. MDPI 2021-12-17 /pmc/articles/PMC8700586/ /pubmed/34943621 http://dx.doi.org/10.3390/diagnostics11122385 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Starck, Lea
Zaccagna, Fulvio
Pasternak, Ofer
Gallagher, Ferdia A.
Grüner, Renate
Riemer, Frank
Effects of Multi-Shell Free Water Correction on Glioma Characterization
title Effects of Multi-Shell Free Water Correction on Glioma Characterization
title_full Effects of Multi-Shell Free Water Correction on Glioma Characterization
title_fullStr Effects of Multi-Shell Free Water Correction on Glioma Characterization
title_full_unstemmed Effects of Multi-Shell Free Water Correction on Glioma Characterization
title_short Effects of Multi-Shell Free Water Correction on Glioma Characterization
title_sort effects of multi-shell free water correction on glioma characterization
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8700586/
https://www.ncbi.nlm.nih.gov/pubmed/34943621
http://dx.doi.org/10.3390/diagnostics11122385
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