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Application of Texture Analysis to Study Small Vessel Disease and Blood–Brain Barrier Integrity

OBJECTIVES: We evaluate the alternative use of texture analysis for evaluating the role of blood–brain barrier (BBB) in small vessel disease (SVD). METHODS: We used brain magnetic resonance imaging from 204 stroke patients, acquired before and 20 min after intravenous gadolinium administration. We s...

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Autores principales: Valdés Hernández, Maria del C., González-Castro, Victor, Chappell, Francesca M., Sakka, Eleni, Makin, Stephen, Armitage, Paul A., Nailon, William H., Wardlaw, Joanna M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5515862/
https://www.ncbi.nlm.nih.gov/pubmed/28769863
http://dx.doi.org/10.3389/fneur.2017.00327
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author Valdés Hernández, Maria del C.
González-Castro, Victor
Chappell, Francesca M.
Sakka, Eleni
Makin, Stephen
Armitage, Paul A.
Nailon, William H.
Wardlaw, Joanna M.
author_facet Valdés Hernández, Maria del C.
González-Castro, Victor
Chappell, Francesca M.
Sakka, Eleni
Makin, Stephen
Armitage, Paul A.
Nailon, William H.
Wardlaw, Joanna M.
author_sort Valdés Hernández, Maria del C.
collection PubMed
description OBJECTIVES: We evaluate the alternative use of texture analysis for evaluating the role of blood–brain barrier (BBB) in small vessel disease (SVD). METHODS: We used brain magnetic resonance imaging from 204 stroke patients, acquired before and 20 min after intravenous gadolinium administration. We segmented tissues, white matter hyperintensities (WMH) and applied validated visual scores. We measured textural features in all tissues pre- and post-contrast and used ANCOVA to evaluate the effect of SVD indicators on the pre-/post-contrast change, Kruskal–Wallis for significance between patient groups and linear mixed models for pre-/post-contrast variations in cerebrospinal fluid (CSF) with Fazekas scores. RESULTS: Textural “homogeneity” increase in normal tissues with higher presence of SVD indicators was consistently more overt than in abnormal tissues. Textural “homogeneity” increased with age, basal ganglia perivascular spaces scores (p < 0.01) and SVD scores (p < 0.05) and was significantly higher in hypertensive patients (p < 0.002) and lacunar stroke (p = 0.04). Hypertension (74% patients), WMH load (median = 1.5 ± 1.6% of intracranial volume), and age (mean = 65.6 years, SD = 11.3) predicted the pre/post-contrast change in normal white matter, WMH, and index stroke lesion. CSF signal increased with increasing SVD post-contrast. CONCLUSION: A consistent general pattern of increasing textural “homogeneity” with increasing SVD and post-contrast change in CSF with increasing WMH suggest that texture analysis may be useful for the study of BBB integrity.
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spelling pubmed-55158622017-08-02 Application of Texture Analysis to Study Small Vessel Disease and Blood–Brain Barrier Integrity Valdés Hernández, Maria del C. González-Castro, Victor Chappell, Francesca M. Sakka, Eleni Makin, Stephen Armitage, Paul A. Nailon, William H. Wardlaw, Joanna M. Front Neurol Neuroscience OBJECTIVES: We evaluate the alternative use of texture analysis for evaluating the role of blood–brain barrier (BBB) in small vessel disease (SVD). METHODS: We used brain magnetic resonance imaging from 204 stroke patients, acquired before and 20 min after intravenous gadolinium administration. We segmented tissues, white matter hyperintensities (WMH) and applied validated visual scores. We measured textural features in all tissues pre- and post-contrast and used ANCOVA to evaluate the effect of SVD indicators on the pre-/post-contrast change, Kruskal–Wallis for significance between patient groups and linear mixed models for pre-/post-contrast variations in cerebrospinal fluid (CSF) with Fazekas scores. RESULTS: Textural “homogeneity” increase in normal tissues with higher presence of SVD indicators was consistently more overt than in abnormal tissues. Textural “homogeneity” increased with age, basal ganglia perivascular spaces scores (p < 0.01) and SVD scores (p < 0.05) and was significantly higher in hypertensive patients (p < 0.002) and lacunar stroke (p = 0.04). Hypertension (74% patients), WMH load (median = 1.5 ± 1.6% of intracranial volume), and age (mean = 65.6 years, SD = 11.3) predicted the pre/post-contrast change in normal white matter, WMH, and index stroke lesion. CSF signal increased with increasing SVD post-contrast. CONCLUSION: A consistent general pattern of increasing textural “homogeneity” with increasing SVD and post-contrast change in CSF with increasing WMH suggest that texture analysis may be useful for the study of BBB integrity. Frontiers Media S.A. 2017-07-19 /pmc/articles/PMC5515862/ /pubmed/28769863 http://dx.doi.org/10.3389/fneur.2017.00327 Text en Copyright © 2017 Valdés Hernández, González-Castro, Chappell, Sakka, Makin, Armitage, Nailon and Wardlaw. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Valdés Hernández, Maria del C.
González-Castro, Victor
Chappell, Francesca M.
Sakka, Eleni
Makin, Stephen
Armitage, Paul A.
Nailon, William H.
Wardlaw, Joanna M.
Application of Texture Analysis to Study Small Vessel Disease and Blood–Brain Barrier Integrity
title Application of Texture Analysis to Study Small Vessel Disease and Blood–Brain Barrier Integrity
title_full Application of Texture Analysis to Study Small Vessel Disease and Blood–Brain Barrier Integrity
title_fullStr Application of Texture Analysis to Study Small Vessel Disease and Blood–Brain Barrier Integrity
title_full_unstemmed Application of Texture Analysis to Study Small Vessel Disease and Blood–Brain Barrier Integrity
title_short Application of Texture Analysis to Study Small Vessel Disease and Blood–Brain Barrier Integrity
title_sort application of texture analysis to study small vessel disease and blood–brain barrier integrity
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5515862/
https://www.ncbi.nlm.nih.gov/pubmed/28769863
http://dx.doi.org/10.3389/fneur.2017.00327
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