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March 07, 2017; 88 (10) Article

Increased default-mode network centrality in cognitively impaired multiple sclerosis patients

Anand J.C. Eijlers, Kim A. Meijer, Thomas M. Wassenaar, Martijn D. Steenwijk, Bernard M.J. Uitdehaag, Frederik Barkhof, Alle M. Wink, Jeroen J.G. Geurts, Menno M. Schoonheim
First published February 8, 2017, DOI: https://doi.org/10.1212/WNL.0000000000003689
Anand J.C. Eijlers
Departments of Anatomy and Neurosciences (A.J.C.E., K.A.M., T.M.W., M.D.S., J.J.G.G., M.M.S.), Neurology (M.D.S., B.M.J.U.), and Radiology and Nuclear Medicine (F.B., A.M.W.), Neuroscience Campus Amsterdam, MS Center Amsterdam, VU University Medical Center, the Netherlands; and Institutes of Neurology and Healthcare Engineering (F.B.), UCL, London, UK.
MD
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Kim A. Meijer
Departments of Anatomy and Neurosciences (A.J.C.E., K.A.M., T.M.W., M.D.S., J.J.G.G., M.M.S.), Neurology (M.D.S., B.M.J.U.), and Radiology and Nuclear Medicine (F.B., A.M.W.), Neuroscience Campus Amsterdam, MS Center Amsterdam, VU University Medical Center, the Netherlands; and Institutes of Neurology and Healthcare Engineering (F.B.), UCL, London, UK.
MSc
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Thomas M. Wassenaar
Departments of Anatomy and Neurosciences (A.J.C.E., K.A.M., T.M.W., M.D.S., J.J.G.G., M.M.S.), Neurology (M.D.S., B.M.J.U.), and Radiology and Nuclear Medicine (F.B., A.M.W.), Neuroscience Campus Amsterdam, MS Center Amsterdam, VU University Medical Center, the Netherlands; and Institutes of Neurology and Healthcare Engineering (F.B.), UCL, London, UK.
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Martijn D. Steenwijk
Departments of Anatomy and Neurosciences (A.J.C.E., K.A.M., T.M.W., M.D.S., J.J.G.G., M.M.S.), Neurology (M.D.S., B.M.J.U.), and Radiology and Nuclear Medicine (F.B., A.M.W.), Neuroscience Campus Amsterdam, MS Center Amsterdam, VU University Medical Center, the Netherlands; and Institutes of Neurology and Healthcare Engineering (F.B.), UCL, London, UK.
PhD
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Bernard M.J. Uitdehaag
Departments of Anatomy and Neurosciences (A.J.C.E., K.A.M., T.M.W., M.D.S., J.J.G.G., M.M.S.), Neurology (M.D.S., B.M.J.U.), and Radiology and Nuclear Medicine (F.B., A.M.W.), Neuroscience Campus Amsterdam, MS Center Amsterdam, VU University Medical Center, the Netherlands; and Institutes of Neurology and Healthcare Engineering (F.B.), UCL, London, UK.
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Frederik Barkhof
Departments of Anatomy and Neurosciences (A.J.C.E., K.A.M., T.M.W., M.D.S., J.J.G.G., M.M.S.), Neurology (M.D.S., B.M.J.U.), and Radiology and Nuclear Medicine (F.B., A.M.W.), Neuroscience Campus Amsterdam, MS Center Amsterdam, VU University Medical Center, the Netherlands; and Institutes of Neurology and Healthcare Engineering (F.B.), UCL, London, UK.
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Alle M. Wink
Departments of Anatomy and Neurosciences (A.J.C.E., K.A.M., T.M.W., M.D.S., J.J.G.G., M.M.S.), Neurology (M.D.S., B.M.J.U.), and Radiology and Nuclear Medicine (F.B., A.M.W.), Neuroscience Campus Amsterdam, MS Center Amsterdam, VU University Medical Center, the Netherlands; and Institutes of Neurology and Healthcare Engineering (F.B.), UCL, London, UK.
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Jeroen J.G. Geurts
Departments of Anatomy and Neurosciences (A.J.C.E., K.A.M., T.M.W., M.D.S., J.J.G.G., M.M.S.), Neurology (M.D.S., B.M.J.U.), and Radiology and Nuclear Medicine (F.B., A.M.W.), Neuroscience Campus Amsterdam, MS Center Amsterdam, VU University Medical Center, the Netherlands; and Institutes of Neurology and Healthcare Engineering (F.B.), UCL, London, UK.
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Menno M. Schoonheim
Departments of Anatomy and Neurosciences (A.J.C.E., K.A.M., T.M.W., M.D.S., J.J.G.G., M.M.S.), Neurology (M.D.S., B.M.J.U.), and Radiology and Nuclear Medicine (F.B., A.M.W.), Neuroscience Campus Amsterdam, MS Center Amsterdam, VU University Medical Center, the Netherlands; and Institutes of Neurology and Healthcare Engineering (F.B.), UCL, London, UK.
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Citation
Increased default-mode network centrality in cognitively impaired multiple sclerosis patients
Anand J.C. Eijlers, Kim A. Meijer, Thomas M. Wassenaar, Martijn D. Steenwijk, Bernard M.J. Uitdehaag, Frederik Barkhof, Alle M. Wink, Jeroen J.G. Geurts, Menno M. Schoonheim
Neurology Mar 2017, 88 (10) 952-960; DOI: 10.1212/WNL.0000000000003689

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Abstract

Objective: To investigate how changes in functional network hierarchy determine cognitive impairment in multiple sclerosis (MS).

Methods: A cohort consisting of 332 patients with MS (age 48.1 ± 11.0 years, symptom duration 14.6 ± 8.4 years) and 96 healthy controls (HCs; age 45.9 ± 10.4 years) underwent structural MRI, fMRI, and extensive neuropsychological testing. Patients were divided into 3 groups: cognitively impaired (CI; n = 87), mildly cognitively impaired (MCI; n = 65), and cognitively preserved (CP; n = 180). The functional importance of brain regions was quantified with degree centrality, the average strength of the functional connections of a brain region with the rest of the brain, and eigenvector centrality, which adds to this concept by adding additional weight to connections with brain hubs because these are known to be especially important. Centrality values were calculated for each gray matter voxel based on resting-state fMRI data, registered to standard space. Group differences were assessed with a cluster-wise permutation-based method corrected for age, sex, and education.

Results: CI patients demonstrated widespread centrality increases compared to both HCs and CP patients, mainly in regions making up the default-mode network. Centrality decreases were similar in all patient groups compared to HCs, mainly in occipital and sensorimotor areas. Results were robust across centrality measures.

Conclusions: Patients with MS with cognitive impairment show hallmark alterations in functional network hierarchy with increased relative importance (centrality) of the default-mode network.

GLOSSARY

CI=
cognitively impaired;
CP=
cognitively preserved;
EDSS=
Expanded Disability Status Scale;
HADS=
Hospital Anxiety and Depression Scale;
HC=
healthy control;
MCI=
mildly cognitively impaired;
MS=
multiple sclerosis

Footnotes

  • ↵* These authors contributed equally to this work.

  • 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 Neurology.org

  • Received July 25, 2016.
  • Accepted in final form December 12, 2016.
  • © 2017 American Academy of Neurology
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