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July 09, 2013; 81 (2) Article

Brain network connectivity assessed using graph theory in frontotemporal dementia

Federica Agosta, Sara Sala, Paola Valsasina, Alessandro Meani, Elisa Canu, Giuseppe Magnani, Stefano F. Cappa, Elisa Scola, Piero Quatto, Mark A. Horsfield, Andrea Falini, Giancarlo Comi, Massimo Filippi
First published May 29, 2013, DOI: https://doi.org/10.1212/WNL.0b013e31829a33f8
Federica Agosta
From the Neuroimaging Research Unit (F.A., S.S., P.V., A.M., E.C., M.F.) and Department of Neurology (G.M., G.C. M.F.), Institute of Experimental Neurology, Department of Clinical Neurosciences (S.F.C.), Division of Neuroscience, and Department of Neuroradiology and CERMAC (E.S., A.F.), San Raffaele Scientific Institute, Vita-Salute San Raffaele University, Milan; Department of Statistics (S.S., P.Q.), University of Milano-Bicocca, Milan, Italy; and Medical Physics Group (M.A.H.), Department of Cardiovascular Sciences, University of Leicester, Leicester Royal Infirmary, Leicester, UK.
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Sara Sala
From the Neuroimaging Research Unit (F.A., S.S., P.V., A.M., E.C., M.F.) and Department of Neurology (G.M., G.C. M.F.), Institute of Experimental Neurology, Department of Clinical Neurosciences (S.F.C.), Division of Neuroscience, and Department of Neuroradiology and CERMAC (E.S., A.F.), San Raffaele Scientific Institute, Vita-Salute San Raffaele University, Milan; Department of Statistics (S.S., P.Q.), University of Milano-Bicocca, Milan, Italy; and Medical Physics Group (M.A.H.), Department of Cardiovascular Sciences, University of Leicester, Leicester Royal Infirmary, Leicester, UK.
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Paola Valsasina
From the Neuroimaging Research Unit (F.A., S.S., P.V., A.M., E.C., M.F.) and Department of Neurology (G.M., G.C. M.F.), Institute of Experimental Neurology, Department of Clinical Neurosciences (S.F.C.), Division of Neuroscience, and Department of Neuroradiology and CERMAC (E.S., A.F.), San Raffaele Scientific Institute, Vita-Salute San Raffaele University, Milan; Department of Statistics (S.S., P.Q.), University of Milano-Bicocca, Milan, Italy; and Medical Physics Group (M.A.H.), Department of Cardiovascular Sciences, University of Leicester, Leicester Royal Infirmary, Leicester, UK.
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Alessandro Meani
From the Neuroimaging Research Unit (F.A., S.S., P.V., A.M., E.C., M.F.) and Department of Neurology (G.M., G.C. M.F.), Institute of Experimental Neurology, Department of Clinical Neurosciences (S.F.C.), Division of Neuroscience, and Department of Neuroradiology and CERMAC (E.S., A.F.), San Raffaele Scientific Institute, Vita-Salute San Raffaele University, Milan; Department of Statistics (S.S., P.Q.), University of Milano-Bicocca, Milan, Italy; and Medical Physics Group (M.A.H.), Department of Cardiovascular Sciences, University of Leicester, Leicester Royal Infirmary, Leicester, UK.
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Elisa Canu
From the Neuroimaging Research Unit (F.A., S.S., P.V., A.M., E.C., M.F.) and Department of Neurology (G.M., G.C. M.F.), Institute of Experimental Neurology, Department of Clinical Neurosciences (S.F.C.), Division of Neuroscience, and Department of Neuroradiology and CERMAC (E.S., A.F.), San Raffaele Scientific Institute, Vita-Salute San Raffaele University, Milan; Department of Statistics (S.S., P.Q.), University of Milano-Bicocca, Milan, Italy; and Medical Physics Group (M.A.H.), Department of Cardiovascular Sciences, University of Leicester, Leicester Royal Infirmary, Leicester, UK.
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Giuseppe Magnani
From the Neuroimaging Research Unit (F.A., S.S., P.V., A.M., E.C., M.F.) and Department of Neurology (G.M., G.C. M.F.), Institute of Experimental Neurology, Department of Clinical Neurosciences (S.F.C.), Division of Neuroscience, and Department of Neuroradiology and CERMAC (E.S., A.F.), San Raffaele Scientific Institute, Vita-Salute San Raffaele University, Milan; Department of Statistics (S.S., P.Q.), University of Milano-Bicocca, Milan, Italy; and Medical Physics Group (M.A.H.), Department of Cardiovascular Sciences, University of Leicester, Leicester Royal Infirmary, Leicester, UK.
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Stefano F. Cappa
From the Neuroimaging Research Unit (F.A., S.S., P.V., A.M., E.C., M.F.) and Department of Neurology (G.M., G.C. M.F.), Institute of Experimental Neurology, Department of Clinical Neurosciences (S.F.C.), Division of Neuroscience, and Department of Neuroradiology and CERMAC (E.S., A.F.), San Raffaele Scientific Institute, Vita-Salute San Raffaele University, Milan; Department of Statistics (S.S., P.Q.), University of Milano-Bicocca, Milan, Italy; and Medical Physics Group (M.A.H.), Department of Cardiovascular Sciences, University of Leicester, Leicester Royal Infirmary, Leicester, UK.
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Elisa Scola
From the Neuroimaging Research Unit (F.A., S.S., P.V., A.M., E.C., M.F.) and Department of Neurology (G.M., G.C. M.F.), Institute of Experimental Neurology, Department of Clinical Neurosciences (S.F.C.), Division of Neuroscience, and Department of Neuroradiology and CERMAC (E.S., A.F.), San Raffaele Scientific Institute, Vita-Salute San Raffaele University, Milan; Department of Statistics (S.S., P.Q.), University of Milano-Bicocca, Milan, Italy; and Medical Physics Group (M.A.H.), Department of Cardiovascular Sciences, University of Leicester, Leicester Royal Infirmary, Leicester, UK.
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Piero Quatto
From the Neuroimaging Research Unit (F.A., S.S., P.V., A.M., E.C., M.F.) and Department of Neurology (G.M., G.C. M.F.), Institute of Experimental Neurology, Department of Clinical Neurosciences (S.F.C.), Division of Neuroscience, and Department of Neuroradiology and CERMAC (E.S., A.F.), San Raffaele Scientific Institute, Vita-Salute San Raffaele University, Milan; Department of Statistics (S.S., P.Q.), University of Milano-Bicocca, Milan, Italy; and Medical Physics Group (M.A.H.), Department of Cardiovascular Sciences, University of Leicester, Leicester Royal Infirmary, Leicester, UK.
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Mark A. Horsfield
From the Neuroimaging Research Unit (F.A., S.S., P.V., A.M., E.C., M.F.) and Department of Neurology (G.M., G.C. M.F.), Institute of Experimental Neurology, Department of Clinical Neurosciences (S.F.C.), Division of Neuroscience, and Department of Neuroradiology and CERMAC (E.S., A.F.), San Raffaele Scientific Institute, Vita-Salute San Raffaele University, Milan; Department of Statistics (S.S., P.Q.), University of Milano-Bicocca, Milan, Italy; and Medical Physics Group (M.A.H.), Department of Cardiovascular Sciences, University of Leicester, Leicester Royal Infirmary, Leicester, UK.
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Andrea Falini
From the Neuroimaging Research Unit (F.A., S.S., P.V., A.M., E.C., M.F.) and Department of Neurology (G.M., G.C. M.F.), Institute of Experimental Neurology, Department of Clinical Neurosciences (S.F.C.), Division of Neuroscience, and Department of Neuroradiology and CERMAC (E.S., A.F.), San Raffaele Scientific Institute, Vita-Salute San Raffaele University, Milan; Department of Statistics (S.S., P.Q.), University of Milano-Bicocca, Milan, Italy; and Medical Physics Group (M.A.H.), Department of Cardiovascular Sciences, University of Leicester, Leicester Royal Infirmary, Leicester, UK.
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Giancarlo Comi
From the Neuroimaging Research Unit (F.A., S.S., P.V., A.M., E.C., M.F.) and Department of Neurology (G.M., G.C. M.F.), Institute of Experimental Neurology, Department of Clinical Neurosciences (S.F.C.), Division of Neuroscience, and Department of Neuroradiology and CERMAC (E.S., A.F.), San Raffaele Scientific Institute, Vita-Salute San Raffaele University, Milan; Department of Statistics (S.S., P.Q.), University of Milano-Bicocca, Milan, Italy; and Medical Physics Group (M.A.H.), Department of Cardiovascular Sciences, University of Leicester, Leicester Royal Infirmary, Leicester, UK.
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Massimo Filippi
From the Neuroimaging Research Unit (F.A., S.S., P.V., A.M., E.C., M.F.) and Department of Neurology (G.M., G.C. M.F.), Institute of Experimental Neurology, Department of Clinical Neurosciences (S.F.C.), Division of Neuroscience, and Department of Neuroradiology and CERMAC (E.S., A.F.), San Raffaele Scientific Institute, Vita-Salute San Raffaele University, Milan; Department of Statistics (S.S., P.Q.), University of Milano-Bicocca, Milan, Italy; and Medical Physics Group (M.A.H.), Department of Cardiovascular Sciences, University of Leicester, Leicester Royal Infirmary, Leicester, UK.
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Citation
Brain network connectivity assessed using graph theory in frontotemporal dementia
Federica Agosta, Sara Sala, Paola Valsasina, Alessandro Meani, Elisa Canu, Giuseppe Magnani, Stefano F. Cappa, Elisa Scola, Piero Quatto, Mark A. Horsfield, Andrea Falini, Giancarlo Comi, Massimo Filippi
Neurology Jul 2013, 81 (2) 134-143; DOI: 10.1212/WNL.0b013e31829a33f8

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Abstract

Objective: To investigate whether brain functional network connectivity is disrupted in patients with the behavioral variant of frontotemporal dementia (bvFTD).

Methods: Graph theoretical analysis was applied to resting state functional MRI data from 18 patients with probable bvFTD and 50 healthy individuals. Functional connectivity between 90 cortical and subcortical brain regions was estimated using bivariate correlation analysis and thresholded to construct a set of undirected graphs. Correlations between network properties and cognitive variables were tested.

Results: Global topologic organization of the functional brain network in bvFTD was significantly disrupted as indicated by reduced mean network degree, clustering coefficient, and global efficiency and increased characteristic path length and assortativity relative to normal subjects. Compared to controls, bvFTD data showed retention of major “hub” regions in the medial parietal, temporal, and occipital lobes, but cortical hubs were not noted in the frontal lobes. Medial and dorsal frontal regions, left caudate nucleus, left insular cortices, and some regions of the temporal, parietal, and occipital lobes showed decreased nodal centrality. BvFTD patients showed the greatest decrease in inter-regional connectivity between the frontal and occipital regions, and the insular cortices and occipital, temporal, subcortical, and frontal regions. In bvFTD, altered global network properties correlated with executive dysfunction.

Conclusions: Global and local functional networks are altered in bvFTD, suggesting a loss of efficiency in information exchange between both distant and close brain areas. Altered brain regions are located in structures that are closely associated with neuropathologic changes in bvFTD. Aberrant topology of the functional brain networks in bvFTD appears to underlie cognitive deficits in these patients.

GLOSSARY

AAL=
automated anatomical labeling;
ACC=
anterior cingulate cortex;
AD=
Alzheimer disease;
bvFTD=
behavioral variant of frontotemporal dementia;
CDR-SB=
Clinical Dementia Rating scale–sum of boxes;
FDR=
false discovery rate;
fMRI=
functional MRI;
FTLD=
frontotemporal lobar degeneration;
GM=
gray matter;
ITG=
inferior temporal gyrus;
MMSE=
Mini-Mental State Examination;
pFDR=
positive FDR;
RS=
resting state;
SFG=
superior frontal gyrus

Footnotes

  • Go to Neurology.org for full disclosures. Funding information and disclosures deemed relevant by the authors, if any, are provided at the end of the article.

  • Supplemental data at www.neurology.org

  • Editorial, page 104

  • Received November 28, 2012.
  • Accepted in final form March 7, 2013.
  • © 2013 American Academy of Neurology
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