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Multiparametric MRI to distinguish early onset Alzheimer's disease and behavioural variant of frontotemporal dementia

Authors :
Elisa Canu
Federica Agosta
Gorana Mandic-Stojmenovic
Tanja Stojković
Elka Stefanova
Alberto Inuggi
Francesca Imperiale
Massimiliano Copetti
Vladimir S. Kostic
Massimo Filippi
Source :
NeuroImage: Clinical, Vol 15, Iss , Pp 428-438 (2017)
Publication Year :
2017
Publisher :
Elsevier, 2017.

Abstract

This prospective study explored whether an approach combining structural [cortical thickness and white matter (WM) microstructure] and resting state functional MRI can aid differentiation between 62 early onset Alzheimer's disease (EOAD) and 27 behavioural variant of frontotemporal dementia (bvFTD) patients. Random forest and receiver operator characteristic curve analyses assessed the ability of MRI in classifying the two clinical syndromes. All patients showed a distributed pattern of brain alterations relative to controls. Compared to bvFTD, EOAD patients showed bilateral inferior parietal cortical thinning and decreased default mode network functional connectivity. Compared to EOAD, bvFTD patients showed bilateral orbitofrontal and temporal cortical thinning, and WM damage of the corpus callosum, bilateral uncinate fasciculus, and left superior longitudinal fasciculus. Random forest analysis revealed that left inferior parietal cortical thickness (accuracy 0.78, specificity 0.76, sensitivity 0.83) and WM integrity of the right uncinate fasciculus (accuracy 0.81, specificity 0.96, sensitivity 0.43) were the best predictors of clinical diagnosis. The combination of cortical thickness and DT MRI measures was able to distinguish patients with EOAD and bvFTD with accuracy 0.82, specificity 0.76, and sensitivity 0.96. The diagnostic ability of MRI models was confirmed in a subsample of patients with biomarker-based clinical diagnosis. Multiparametric MRI is useful to identify brain alterations which are specific to EOAD and bvFTD. A severe cortical involvement is suggestive of EOAD, while a prominent WM damage is indicative of bvFTD. Keywords: Early onset Alzheimer's disease, Behavioural variant of frontotemporal dementia, Diagnosis, Cortical thickness, White matter (WM) damage, Resting state functional MRI

Details

Language :
English
ISSN :
22131582
Volume :
15
Issue :
428-438
Database :
Directory of Open Access Journals
Journal :
NeuroImage: Clinical
Publication Type :
Academic Journal
Accession number :
edsdoj.be88961027244ddbb9da934a8b9b8f5
Document Type :
article
Full Text :
https://doi.org/10.1016/j.nicl.2017.05.018