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July 21, 2015; 85 (3) Article

Unraveling the neuroimaging predictors for motor dysfunction in long-standing multiple sclerosis

Marita Daams, Martijn D. Steenwijk, Mike P. Wattjes, Jeroen J.G. Geurts, Bernard M.J. Uitdehaag, Prejaas K. Tewarie, Lisanne J. Balk, Petra J.W. Pouwels, Joep Killestein, Frederik Barkhof
First published June 26, 2015, DOI: https://doi.org/10.1212/WNL.0000000000001756
Marita Daams
From the Departments of Radiology and Nuclear Medicine (M.D., M.D.S., M.P.W., F.B.), Anatomy and Neurosciences (M.D., J.J.G.G.), Neurology (B.M.J.U., P.K.T., L.J.B., J.K.), and Physics and Medical Technology (P.J.W.P.), Neuroscience Campus Amsterdam, VU University Medical Center, Amsterdam, the Netherlands.
MSc
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Martijn D. Steenwijk
From the Departments of Radiology and Nuclear Medicine (M.D., M.D.S., M.P.W., F.B.), Anatomy and Neurosciences (M.D., J.J.G.G.), Neurology (B.M.J.U., P.K.T., L.J.B., J.K.), and Physics and Medical Technology (P.J.W.P.), Neuroscience Campus Amsterdam, VU University Medical Center, Amsterdam, the Netherlands.
MSc
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Mike P. Wattjes
From the Departments of Radiology and Nuclear Medicine (M.D., M.D.S., M.P.W., F.B.), Anatomy and Neurosciences (M.D., J.J.G.G.), Neurology (B.M.J.U., P.K.T., L.J.B., J.K.), and Physics and Medical Technology (P.J.W.P.), Neuroscience Campus Amsterdam, VU University Medical Center, Amsterdam, the Netherlands.
MD, PhD
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Jeroen J.G. Geurts
From the Departments of Radiology and Nuclear Medicine (M.D., M.D.S., M.P.W., F.B.), Anatomy and Neurosciences (M.D., J.J.G.G.), Neurology (B.M.J.U., P.K.T., L.J.B., J.K.), and Physics and Medical Technology (P.J.W.P.), Neuroscience Campus Amsterdam, VU University Medical Center, Amsterdam, the Netherlands.
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Bernard M.J. Uitdehaag
From the Departments of Radiology and Nuclear Medicine (M.D., M.D.S., M.P.W., F.B.), Anatomy and Neurosciences (M.D., J.J.G.G.), Neurology (B.M.J.U., P.K.T., L.J.B., J.K.), and Physics and Medical Technology (P.J.W.P.), Neuroscience Campus Amsterdam, VU University Medical Center, Amsterdam, the Netherlands.
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Prejaas K. Tewarie
From the Departments of Radiology and Nuclear Medicine (M.D., M.D.S., M.P.W., F.B.), Anatomy and Neurosciences (M.D., J.J.G.G.), Neurology (B.M.J.U., P.K.T., L.J.B., J.K.), and Physics and Medical Technology (P.J.W.P.), Neuroscience Campus Amsterdam, VU University Medical Center, Amsterdam, the Netherlands.
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Lisanne J. Balk
From the Departments of Radiology and Nuclear Medicine (M.D., M.D.S., M.P.W., F.B.), Anatomy and Neurosciences (M.D., J.J.G.G.), Neurology (B.M.J.U., P.K.T., L.J.B., J.K.), and Physics and Medical Technology (P.J.W.P.), Neuroscience Campus Amsterdam, VU University Medical Center, Amsterdam, the Netherlands.
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Petra J.W. Pouwels
From the Departments of Radiology and Nuclear Medicine (M.D., M.D.S., M.P.W., F.B.), Anatomy and Neurosciences (M.D., J.J.G.G.), Neurology (B.M.J.U., P.K.T., L.J.B., J.K.), and Physics and Medical Technology (P.J.W.P.), Neuroscience Campus Amsterdam, VU University Medical Center, Amsterdam, the Netherlands.
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Joep Killestein
From the Departments of Radiology and Nuclear Medicine (M.D., M.D.S., M.P.W., F.B.), Anatomy and Neurosciences (M.D., J.J.G.G.), Neurology (B.M.J.U., P.K.T., L.J.B., J.K.), and Physics and Medical Technology (P.J.W.P.), Neuroscience Campus Amsterdam, VU University Medical Center, Amsterdam, the Netherlands.
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Frederik Barkhof
From the Departments of Radiology and Nuclear Medicine (M.D., M.D.S., M.P.W., F.B.), Anatomy and Neurosciences (M.D., J.J.G.G.), Neurology (B.M.J.U., P.K.T., L.J.B., J.K.), and Physics and Medical Technology (P.J.W.P.), Neuroscience Campus Amsterdam, VU University Medical Center, Amsterdam, the Netherlands.
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Citation
Unraveling the neuroimaging predictors for motor dysfunction in long-standing multiple sclerosis
Marita Daams, Martijn D. Steenwijk, Mike P. Wattjes, Jeroen J.G. Geurts, Bernard M.J. Uitdehaag, Prejaas K. Tewarie, Lisanne J. Balk, Petra J.W. Pouwels, Joep Killestein, Frederik Barkhof
Neurology Jul 2015, 85 (3) 248-255; DOI: 10.1212/WNL.0000000000001756

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Abstract

Objective: To find the strongest neuroimaging predictors for motor dysfunction using conventional and quantitative imaging measures focusing on the corticospinal tract (CST) in a large cohort of patients with long-standing multiple sclerosis (MS).

Methods: In this cross-sectional study, a wide spectrum of neuroimaging measures at the whole-brain, cervical, and CST level were analyzed in 195 patients with MS and 54 healthy controls. Motor function was assessed using the Expanded Disability Status Scale (EDSS), 9-Hole Peg Test, Timed 25-Foot Walk Test, and Multiple Sclerosis Walking Scale. Associations between damage in different parts of the motor system and motor functioning were assessed using stepwise linear regression.

Results: Patients had an average disease duration of 19.98 (±6.99) years and a median EDSS score of 4 (range: 1.0–8.0). EDSS score was associated with number of infratentorial and cervical cord lesions, lesion volume in the CST, and mean upper cervical cord area (adjusted R2 = 0.403). Timed 25-Foot Walk Test score was associated with number of infratentorial lesions and cerebellar volume (adjusted R2 = 0.150), 9-Hole Peg Test score with number of infratentorial lesions and thickness of the cortex connected to the CST (adjusted R2 = 0.245), and Multiple Sclerosis Walking Scale with number of infratentorial and cervical lesions, thickness of the cortex connected to the CST, and mean upper cervical cord area (adjusted R2 = 0.354).

Conclusions: Motor dysfunction in MS has a complex substrate that cannot be ascribed to a single neuroimaging finding, but is the consequence of infratentorial and spinal cord damage, as well as damage in the CST.

GLOSSARY

AD=
axial diffusivity;
CST=
corticospinal tract;
CTCST=
cortical thickness of cortical area connected to corticospinal tract;
DIR=
double inversion recovery;
DTI=
diffusion tensor imaging;
EDSS=
Expanded Disability Status Scale;
FA=
fractional anisotropy;
FLAIR=
fluid-attenuated inversion recovery;
FSL=
FMRIB's Software Library;
IFS=
infratentorial functional system;
JHU=
Johns Hopkins University;
MD=
mean diffusivity;
MS=
multiple sclerosis;
MSWS=
Multiple Sclerosis Walking Scale;
MUCCA=
mean upper cervical cord area;
NAWM=
normal-appearing white matter;
NBLV=
normalized brain lesion volume;
NBV=
normalized brain volume;
9-HPT=
9-Hole Peg Test;
NLVCST=
normalized corticospinal tract lesion volume;
PFS=
pyramidal functional system;
PPMS=
primary progressive multiple sclerosis;
RD=
radial diffusivity;
RRMS=
relapsing-remitting multiple sclerosis;
SPMS=
secondary progressive multiple sclerosis;
TWT=
Timed 25-Foot Walk Test;
WM=
white matter

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.

  • ↵* These authors contributed equally to this work.

  • Supplemental data at Neurology.org

  • Received October 14, 2014.
  • Accepted in final form March 24, 2015.
  • © 2015 American Academy of Neurology
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Letters: Rapid online correspondence

  • New; integrative approach
    • Marita Daams, VU University Medical Centerm.daams@vumc.nl
    • Martijn Steenwijk, Mike Wattjes, Jeroen Geurts, Bernard Uitdehaag, Prejaas Tewarie, Lisanne Balk, Petra Pouwels, Joep Killestein, Frederik Barkhof, Amsterdam, The Netherlands
    Submitted August 04, 2015
  • Old findings, new presentation
    • Jagannadha R Avasarala, Neurologist, neuroimmunologist, Greenville Health Systemjavasarala@ghs.org
    Submitted July 29, 2015
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