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DWI and complex brain network analysis predicts vascular cognitive impairment in spontaneous hypertensive rats undergoing executive function tests

The identification of biomarkers of vascular cognitive impairment is urgent for its early diagnosis. The aim of this study was to detect and monitor changes in brain structure and connectivity, and to correlate them with the decline in executive function. We examined the feasibility of early diagnos...

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Autores principales: López-Gil, Xavier, Amat-Roldan, Iván, Tudela, Raúl, Castañé, Anna, Prats-Galino, Alberto, Planas, Anna M., Farr, Tracy D., Soria, Guadalupe
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4107676/
https://www.ncbi.nlm.nih.gov/pubmed/25100993
http://dx.doi.org/10.3389/fnagi.2014.00167
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author López-Gil, Xavier
Amat-Roldan, Iván
Tudela, Raúl
Castañé, Anna
Prats-Galino, Alberto
Planas, Anna M.
Farr, Tracy D.
Soria, Guadalupe
author_facet López-Gil, Xavier
Amat-Roldan, Iván
Tudela, Raúl
Castañé, Anna
Prats-Galino, Alberto
Planas, Anna M.
Farr, Tracy D.
Soria, Guadalupe
author_sort López-Gil, Xavier
collection PubMed
description The identification of biomarkers of vascular cognitive impairment is urgent for its early diagnosis. The aim of this study was to detect and monitor changes in brain structure and connectivity, and to correlate them with the decline in executive function. We examined the feasibility of early diagnostic magnetic resonance imaging (MRI) to predict cognitive impairment before onset in an animal model of chronic hypertension: Spontaneously Hypertensive Rats. Cognitive performance was tested in an operant conditioning paradigm that evaluated learning, memory, and behavioral flexibility skills. Behavioral tests were coupled with longitudinal diffusion weighted imaging acquired with 126 diffusion gradient directions and 0.3 mm(3) isometric resolution at 10, 14, 18, 22, 26, and 40 weeks after birth. Diffusion weighted imaging was analyzed in two different ways, by regional characterization of diffusion tensor imaging (DTI) indices, and by assessing changes in structural brain network organization based on Q-Ball tractography. Already at the first evaluated times, DTI scalar maps revealed significant differences in many regions, suggesting loss of integrity in white and gray matter of spontaneously hypertensive rats when compared to normotensive control rats. In addition, graph theory analysis of the structural brain network demonstrated a significant decrease of hierarchical modularity, global and local efficacy, with predictive value as shown by regional three-fold cross validation study. Moreover, these decreases were significantly correlated with the behavioral performance deficits observed at subsequent time points, suggesting that the diffusion weighted imaging and connectivity studies can unravel neuroimaging alterations even overt signs of cognitive impairment become apparent.
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spelling pubmed-41076762014-08-06 DWI and complex brain network analysis predicts vascular cognitive impairment in spontaneous hypertensive rats undergoing executive function tests López-Gil, Xavier Amat-Roldan, Iván Tudela, Raúl Castañé, Anna Prats-Galino, Alberto Planas, Anna M. Farr, Tracy D. Soria, Guadalupe Front Aging Neurosci Neuroscience The identification of biomarkers of vascular cognitive impairment is urgent for its early diagnosis. The aim of this study was to detect and monitor changes in brain structure and connectivity, and to correlate them with the decline in executive function. We examined the feasibility of early diagnostic magnetic resonance imaging (MRI) to predict cognitive impairment before onset in an animal model of chronic hypertension: Spontaneously Hypertensive Rats. Cognitive performance was tested in an operant conditioning paradigm that evaluated learning, memory, and behavioral flexibility skills. Behavioral tests were coupled with longitudinal diffusion weighted imaging acquired with 126 diffusion gradient directions and 0.3 mm(3) isometric resolution at 10, 14, 18, 22, 26, and 40 weeks after birth. Diffusion weighted imaging was analyzed in two different ways, by regional characterization of diffusion tensor imaging (DTI) indices, and by assessing changes in structural brain network organization based on Q-Ball tractography. Already at the first evaluated times, DTI scalar maps revealed significant differences in many regions, suggesting loss of integrity in white and gray matter of spontaneously hypertensive rats when compared to normotensive control rats. In addition, graph theory analysis of the structural brain network demonstrated a significant decrease of hierarchical modularity, global and local efficacy, with predictive value as shown by regional three-fold cross validation study. Moreover, these decreases were significantly correlated with the behavioral performance deficits observed at subsequent time points, suggesting that the diffusion weighted imaging and connectivity studies can unravel neuroimaging alterations even overt signs of cognitive impairment become apparent. Frontiers Media S.A. 2014-07-23 /pmc/articles/PMC4107676/ /pubmed/25100993 http://dx.doi.org/10.3389/fnagi.2014.00167 Text en Copyright © 2014 López-Gil, Amat-Roldan, Tudela, Castañé, Prats-Galino, Planas, Farr and Soria. http://creativecommons.org/licenses/by/3.0/ 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
López-Gil, Xavier
Amat-Roldan, Iván
Tudela, Raúl
Castañé, Anna
Prats-Galino, Alberto
Planas, Anna M.
Farr, Tracy D.
Soria, Guadalupe
DWI and complex brain network analysis predicts vascular cognitive impairment in spontaneous hypertensive rats undergoing executive function tests
title DWI and complex brain network analysis predicts vascular cognitive impairment in spontaneous hypertensive rats undergoing executive function tests
title_full DWI and complex brain network analysis predicts vascular cognitive impairment in spontaneous hypertensive rats undergoing executive function tests
title_fullStr DWI and complex brain network analysis predicts vascular cognitive impairment in spontaneous hypertensive rats undergoing executive function tests
title_full_unstemmed DWI and complex brain network analysis predicts vascular cognitive impairment in spontaneous hypertensive rats undergoing executive function tests
title_short DWI and complex brain network analysis predicts vascular cognitive impairment in spontaneous hypertensive rats undergoing executive function tests
title_sort dwi and complex brain network analysis predicts vascular cognitive impairment in spontaneous hypertensive rats undergoing executive function tests
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4107676/
https://www.ncbi.nlm.nih.gov/pubmed/25100993
http://dx.doi.org/10.3389/fnagi.2014.00167
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