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

被引:43
作者
Canu, Elisa [1 ]
Agosta, Federica [1 ]
Mandic-Stojmenovic, Gorana [1 ,3 ]
Stojkovic, Tanja [3 ]
Stefanova, Elka [3 ]
Inuggi, Alberto [4 ]
Imperiale, Francesca [1 ]
Copetti, Massimiliano [5 ]
Kostic, Vladimir S. [3 ]
Filippi, Massimo [1 ,2 ]
机构
[1] Ist Sci San Raffaele, Div Neurosci, Inst Expt Neurol, Neuroimaging Res Unit, Via Olgettina 60, I-20132 Milan, Italy
[2] Ist Sci San Raffaele, Div Neurosci, Inst Expt Neurol, Dept Neurol, Via Olgettina 60, I-20132 Milan, Italy
[3] Univ Belgrade, Fac Med, Neurol Clin, Dr Subotica 6,POB 12, Belgrade 11129 102, Serbia
[4] Ist Italiano Tecnol, Unit Robot Brain & Cognit Sci, Via Morego 30, I-16163 Genoa, Italy
[5] IRCCS Osped Casa Sollievo Sofferenza, Biostat Unit, Viale Cappuccini, I-71013 Foggia, Italy
关键词
Early onset Alzheimer's disease; Behavioural variant of frontotemporal dementia; Diagnosis Cortical thickness; White matter (WM) damage; Resting state functional MRI; PROGRESSIVE SUPRANUCLEAR PALSY; WHITE-MATTER INTEGRITY; HUMAN CEREBRAL-CORTEX; LOBAR DEGENERATION; FUNCTIONAL CONNECTIVITY; NETWORK CONNECTIVITY; DIAGNOSTIC-CRITERIA; PTDP-43; PATHOLOGY; CORPUS-CALLOSUM; TAU;
D O I
10.1016/j.nicl.2017.05.018
中图分类号
R445 [影像诊断学];
学科分类号
100207 ;
摘要
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.
引用
收藏
页码:428 / 438
页数:11
相关论文
共 82 条
[1]   MRI signatures of the frontotemporal lobar degeneration continuum [J].
Agosta, Federica ;
Galantucci, Sebastiano ;
Magnani, Giuseppe ;
Marcone, Alessandra ;
Martinelli, Daniele ;
Volonte, Maria Antonietta ;
Riva, Nilo ;
Iannaccone, Sandro ;
Ferraro, Pilar M. ;
Caso, Francesca ;
Chio, Adriano ;
Comi, Giancarlo ;
Falini, Andrea ;
Filippi, Massimo .
HUMAN BRAIN MAPPING, 2015, 36 (07) :2602-2614
[2]   Focal cortical presentations of Alzheimer's disease [J].
Alladi, S. ;
Xuereb, J. ;
Bak, T. ;
Nestor, P. ;
Knibb, J. ;
Patterson, K. ;
Hodges, J. R. .
BRAIN, 2007, 130 :2636-2645
[3]  
Andersson J, 2007, TECHNICAL REPORT
[4]   Investigations into resting-state connectivity using independent component analysis [J].
Beckmann, CF ;
DeLuca, M ;
Devlin, JT ;
Smith, SM .
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 2005, 360 (1457) :1001-1013
[5]   Probabilistic diffusion tractography with multiple fibre orientations: What can we gain? [J].
Behrens, T. E. J. ;
Berg, H. Johansen ;
Jbabdi, S. ;
Rushworth, M. F. S. ;
Woolrich, M. W. .
NEUROIMAGE, 2007, 34 (01) :144-155
[6]   DIFFERENTIAL BEHAVIORAL EFFECTS IN FRONTAL LOBE DISEASE [J].
BENTON, AL .
NEUROPSYCHOLOGIA, 1968, 6 (01) :53-&
[7]   Random forests [J].
Breiman, L .
MACHINE LEARNING, 2001, 45 (01) :5-32
[8]   Sequential distribution of pTDP-43 pathology in behavioral variant frontotemporal dementia (bvFTD) [J].
Brettschneider, Johannes ;
Del Tredici, Kelly ;
Irwin, David J. ;
Grossman, Murray ;
Robinson, John L. ;
Toledo, Jon B. ;
Fang, Lubin ;
Van Deerlin, Vivianna M. ;
Ludolph, Albert C. ;
Lee, Virginia M. -Y. ;
Braak, Heiko ;
Trojanowski, John Q. .
ACTA NEUROPATHOLOGICA, 2014, 127 (03) :423-439
[9]   Stages of pTDP-43 Pathology in Amyotrophic Lateral Sclerosis [J].
Brettschneider, Johannes ;
Del Tredici, Kelly ;
Toledo, Jon B. ;
Robinson, John L. ;
Irwin, David J. ;
Grossman, Murray ;
Suh, EunRan ;
Van Deerlin, Vivianna M. ;
Wood, Elisabeth M. ;
Baek, Young ;
Kwong, Linda ;
Lee, Edward B. ;
Elman, Lauren ;
McCluskey, Leo ;
Fang, Lubin ;
Feldengut, Simone ;
Ludolph, Albert C. ;
Lee, Virginia M. -Y. ;
Braak, Heiko ;
Trojanowski, John Q. .
ANNALS OF NEUROLOGY, 2013, 74 (01) :20-38
[10]   Brain structural abnormalities in patients with major depression with or without generalized anxiety disorder comorbidity [J].
Canu, Elisa ;
Kostic, Milutin ;
Agosta, Federica ;
Munjiza, Ana ;
Ferraro, Pilar M. ;
Pesic, Danilo ;
Copetti, Massimiliano ;
Peljto, Amir ;
Tosevski, Dusica Lecic ;
Filippi, Massimo .
JOURNAL OF NEUROLOGY, 2015, 262 (05) :1255-1265