Reduced dynamics of functional connectivity and cognitive impairment in multiple sclerosis

被引:46
作者
D'Ambrosio, Alessandro [1 ]
Valsasina, Paola [1 ]
Gallo, Antonio [2 ]
De Stefano, Nicola [3 ]
Pareto, Deborah [4 ]
Barkhof, Frederik [5 ,6 ]
Ciccarelli, Olga [6 ]
Enzinger, Christian [7 ]
Tedeschi, Gioacchino [2 ]
Stromillo, M. Laura [3 ]
Arevalo, Maria J. [8 ]
Hulst, Hanneke E. [9 ]
Muhlert, Nils [6 ]
Koini, Marisa [7 ]
Filippi, Massimo [1 ,10 ]
Rocca, Maria A. [1 ,10 ]
机构
[1] Univ Vita Salute San Raffaele, Inst Expt Neurol, San Raffaele Sci Inst, Div Neurosci,Neuroimaging Res Unit, Via Olgettina 60, I-20132 Milan, Italy
[2] Univ Campania L Vanvitelli, Dept Med Surg Neurol Metab & Aging Sci, Div Neurol 1, Naples, Italy
[3] Univ Siena, Dept Med Surg & Neurosci, Siena, Italy
[4] Hosp Univ Vall dHebron, Dept Radiol, Magnet Resonance Unit, Barcelona, Spain
[5] Vrije Univ Amsterdam Med Ctr, Dept Radiol & Nucl Med, Amsterdam, Netherlands
[6] UCL, UCL Inst Neurol, Dept Neuroinflammat, Queen Sq MS Ctr, London, England
[7] Med Univ Graz, Dept Neurol, Graz, Austria
[8] Univ Autonoma Barcelona, Hosp Univ Vall dHebron, Multiple Sclerosis Ctr Catalonia Cemcat, Dept Neurol Neuroimmunol, Barcelona, Spain
[9] Vrije Univ Amsterdam Med Ctr, MS Ctr Amsterdam, Dept Anat & Neurosci, Amsterdam Neurosci, Amsterdam, Netherlands
[10] Univ Vita Salute San Raffaele, Dept Neurol, Inst Expt Neurol, Div Neurosci,San Raffaele Sci Inst, Milan, Italy
关键词
Cognitive impairment; functional connectivity; functional magnetic resonance imaging; multiple sclerosis; resting state; brain dynamics; DEFAULT-MODE NETWORK; BRAIN CONNECTIVITY; DYSFUNCTION; FREQUENCY; SEVERITY; RELEVANT;
D O I
10.1177/1352458519837707
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Background: In multiple sclerosis (MS), abnormalities of brain network dynamics and their relevance for cognitive impairment have never been investigated. Objectives: The aim of this study was to assess the dynamic resting state (RS) functional connectivity (FC) on 62 relapsing-remitting MS patients and 65 sex-matched healthy controls enrolled at 7 European sites. Methods: MS patients underwent clinical and cognitive evaluation. Between-group network FC differences were evaluated using a dynamic approach (based on sliding-window correlation analysis) and grouping correlation matrices into recurrent FC states. Results: Dynamic FC analysis revealed, in healthy controls and MS patients, three recurrent FC states: two characterized by strong intra- and inter-network connectivity and one characterized by weak inter-network connectivity (State 3). A total of 23 MS patients were cognitively impaired (CI). Compared to cognitively preserved (CP), CI-MS patients had reduced RS-FC between subcortical and default-mode networks in the low-connectivity State 3 and lower dwell time (i.e. time spent in a given state) in the high-connectivity State 2. CI-MS patients also exhibited a lower number and a less frequent switching between meta-states, as well as a smaller distance traveled through connectivity states. Conclusion: Time-varying RS-FC was markedly less dynamic in CI- versus CP-MS patients, suggesting that slow inter-network connectivity contributes to cognitive dysfunction in MS.
引用
收藏
页码:476 / 488
页数:13
相关论文
共 35 条
[21]   Higher Dimensional Meta-State Analysis Reveals Reduced Resting fMRI Connectivity Dynamism in Schizophrenia Patients [J].
Miller, Robyn L. ;
Yaesoubi, Maziar ;
Turner, Jessica A. ;
Mathalon, Daniel ;
Preda, Adrian ;
Pearlson, Godfrey ;
Adali, Tulay ;
Calhoun, Vince D. .
PLOS ONE, 2016, 11 (03)
[22]   Structural MRI correlates of cognitive impairment in patients with multiple sclerosis: A Multicenter Study [J].
Preziosa, Paolo ;
Rocca, Maria A. ;
Pagani, Elisabetta ;
Stromillo, Maria Laura ;
Enzinger, Christian ;
Gallo, Antonio ;
Hulst, Hanneke E. ;
Atzori, Matteo ;
Pareto, Deborah ;
Riccitelli, Gianna C. ;
Copetti, Massimiliano ;
De Stefano, Nicola ;
Fazekas, Franz ;
Bisecco, Alvino ;
Barkhof, Frederik ;
Yousry, Tarek A. ;
Arevalo, Maria J. ;
Filippi, Massimo .
HUMAN BRAIN MAPPING, 2016, 37 (04) :1627-1644
[23]   COGNITIVE DYSFUNCTION IN MULTIPLE-SCLEROSIS .1. FREQUENCY, PATTERNS, AND PREDICTION [J].
RAO, SM ;
LEO, GJ ;
BERNARDIN, L ;
UNVERZAGT, F .
NEUROLOGY, 1991, 41 (05) :685-691
[24]   Dynamic connectivity states estimated from resting fMRI Identify differences among Schizophrenia, bipolar disorder, and healthy control subjects [J].
Rashid, Barnaly ;
Damaraju, Eswar ;
Pearlson, Godfrey D. ;
Calhoun, Vince D. .
FRONTIERS IN HUMAN NEUROSCIENCE, 2014, 8
[25]   Default-mode network dysfunction and cognitive impairment in progressive MS [J].
Rocca, M. A. ;
Valsasina, P. ;
Absinta, M. ;
Riccitelli, G. ;
Rodegher, M. E. ;
Misci, P. ;
Rossi, P. ;
Falini, A. ;
Comi, G. ;
Filippi, M. .
NEUROLOGY, 2010, 74 (16) :1252-1259
[26]   Functional network connectivity abnormalities in multiple sclerosis: Correlations with disability and cognitive impairment [J].
Rocca, Maria A. ;
Valsasina, Paola ;
Leavitt, Victoria M. ;
Rodegher, Mariaemma ;
Radaelli, Marta ;
Riccitelli, Gianna C. ;
Martinelli, Vittorio ;
Martinelli-Boneschi, Filippo ;
Falini, Andrea ;
Comi, Giancarlo ;
Filippi, Massimo .
MULTIPLE SCLEROSIS JOURNAL, 2018, 24 (04) :459-471
[27]   Clinical and imaging assessment of cognitive dysfunction in multiple sclerosis [J].
Rocca, Maria A. ;
Amato, Maria P. ;
De Stefano, Nicola ;
Enzinger, Christian ;
Geurts, Jeroen J. ;
Penner, Iris-K ;
Rovira, Alex ;
Sumowski, James F. ;
Valsasina, Paola ;
Filippi, Massimo .
LANCET NEUROLOGY, 2015, 14 (03) :302-317
[28]   Large-scale neuronal network dysfunction in relapsing-remitting multiple sclerosis [J].
Rocca, Maria A. ;
Valsasina, Paola ;
Martinelli, Vittorio ;
Misci, Paolo ;
Falini, Andrea ;
Comi, Giancarlo ;
Filippi, Massimo .
NEUROLOGY, 2012, 79 (14) :1449-1457
[29]   Resting state networks change in clinically isolated syndrome [J].
Roosendaal, Stefan D. ;
Schoonheim, Menno M. ;
Hulst, Hanneke E. ;
Sanz-Arigita, Ernesto J. ;
Smith, Stephen M. ;
Geurts, Jeroen J. G. ;
Barkhof, Frederik .
BRAIN, 2010, 133 :1612-1621
[30]   Thalamus structure and function determine severity of cognitive impairment in multiple sclerosis [J].
Schoonheim, Menno M. ;
Hulst, Hanneke E. ;
Brandt, Roemer B. ;
Strik, Myrte ;
Wink, Alle Meije ;
Uitdehaag, Bernard M. J. ;
Barkhof, Frederik ;
Geurts, Jeroen J. G. .
NEUROLOGY, 2015, 84 (08) :776-783