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Robustness of Brain Structural Networks Is Affected in Cognitively Impaired MS Patients
- Source :
- Frontiers in Neurology, Vol 11 (2020), Frontiers in Neurology
- Publication Year :
- 2020
- Publisher :
- Frontiers Media S.A., 2020.
-
Abstract
- The robustness of brain structural networks, estimated from diffusion MRI data, may be relevant to cognition. We investigate whether measures of network robustness, such as Ollivier-Ricci curvature, can explain cognitive impairment in multiple sclerosis (MS). We assessed whether local (i.e., cortical area) and/or global (i.e., whole brain) robustness, differs between cognitively impaired (MSCI) and non-impaired (MSNI) MS patients. Fifty patients, with Expanded Disability Status Scale mean (m): 3.2, disease duration m: 12 years, and age m: 40 years, were enrolled. Cognitive impairment scores were estimated from the Minimal Assessment of Cognitive Function in Multiple Sclerosis. Images were obtained in a 3T MRI using a diffusion protocol with a 2 min acquisition time. Brain structural networks were created using 333 cortical areas. Local and global robustness was estimated for each individual, and comparisons were performed between MSCI and MSNI patients. 31 MSCI and 10 MSNI patients were included in the analyses. Brain structural network robustness and centrality showed significant correlations with cognitive impairment. Measures of network robustness and centrality identified specific cortical areas relevant to MS-related cognitive impairment. These measures can be obtained on clinical scanners and are succinct yet accurate potential biomarkers of cognitive impairment.
- Subjects :
- 0301 basic medicine
medicine.medical_specialty
Audiology
multiple sclerosis
lcsh:RC346-429
diffusion MRI
03 medical and health sciences
0302 clinical medicine
Robustness (computer science)
imaging bio-markers
medicine
Cognitive impairment
lcsh:Neurology. Diseases of the nervous system
cognitive impairment
Expanded Disability Status Scale
business.industry
Multiple sclerosis
Ollivier-Ricci curvature
Cognition
Brief Research Report
medicine.disease
brain networks
030104 developmental biology
brain networks robustness
Neurology
Cognitively impaired
Neurology (clinical)
Centrality
business
030217 neurology & neurosurgery
Diffusion MRI
Subjects
Details
- Language :
- English
- ISSN :
- 16642295
- Volume :
- 11
- Database :
- OpenAIRE
- Journal :
- Frontiers in Neurology
- Accession number :
- edsair.doi.dedup.....03097a77d31eecace931bf6f2b91ee2f
- Full Text :
- https://doi.org/10.3389/fneur.2020.606478/full