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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| Format: | Article |
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Frontiers Media
2014
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| Online Access: | https://eprints.nottingham.ac.uk/32793/ |
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| author | López-Gil, Xavier Amat-Roldan, Iván Tudela, Raúl Castańé, Anna Prats-Galino, Alberto Planas, Anna M. Farr, Tracy D. Soria, Guadalupe |
| author_facet | López-Gil, Xavier Amat-Roldan, Iván Tudela, Raúl Castańé, Anna Prats-Galino, Alberto Planas, Anna M. Farr, Tracy D. Soria, Guadalupe |
| author_sort | López-Gil, Xavier |
| building | Nottingham Research Data Repository |
| collection | Online Access |
| 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 0.3mm3 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. |
| first_indexed | 2025-11-14T19:17:01Z |
| format | Article |
| id | nottingham-32793 |
| institution | University of Nottingham Malaysia Campus |
| institution_category | Local University |
| last_indexed | 2025-11-14T19:17:01Z |
| publishDate | 2014 |
| publisher | Frontiers Media |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | nottingham-327932020-05-04T16:50:36Z https://eprints.nottingham.ac.uk/32793/ 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 Castańé, Anna Prats-Galino, Alberto Planas, Anna M. Farr, Tracy D. Soria, Guadalupe 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 0.3mm3 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 2014-07-23 Article PeerReviewed López-Gil, Xavier, Amat-Roldan, Iván, Tudela, Raúl, Castańé, Anna, Prats-Galino, Alberto, Planas, Anna M., Farr, Tracy D. and Soria, Guadalupe (2014) DWI and complex brain network analysis predicts vascular cognitive impairment in spontaneous hypertensive rats undergoing executive function tests. Frontiers in Aging Neuroscience, 6 . 167/1-167/13. ISSN 1663-4365 DWI DTI Connectomics Executive function Vascular cognitive impairment Animal models In-vivo MRI Hypertension http://dx.doi.org/10.3389/fnagi.2014.00167 doi:10.3389/fnagi.2014.00167 doi:10.3389/fnagi.2014.00167 |
| spellingShingle | DWI DTI Connectomics Executive function Vascular cognitive impairment Animal models In-vivo MRI Hypertension López-Gil, Xavier Amat-Roldan, Iván Tudela, Raúl Castańé, 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 | DWI DTI Connectomics Executive function Vascular cognitive impairment Animal models In-vivo MRI Hypertension |
| url | https://eprints.nottingham.ac.uk/32793/ https://eprints.nottingham.ac.uk/32793/ https://eprints.nottingham.ac.uk/32793/ |