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Research ArticleAdult Brain
Open Access

Brain Atrophy Is Associated with Disability Progression in Patients with MS followed in a Clinical Routine

E. Ghione, N. Bergsland, M.G. Dwyer, J. Hagemeier, D. Jakimovski, I. Paunkoski, D.P. Ramasamy, D. Silva, E. Carl, D. Hojnacki, C. Kolb, B. Weinstock-Guttman and R. Zivadinov
American Journal of Neuroradiology December 2018, 39 (12) 2237-2242; DOI: https://doi.org/10.3174/ajnr.A5876
E. Ghione
aFrom the Department of Neurology (E.G., N.B., M.G.D., J.H., D.J., I.P., D.P.R., E.C., R.Z.), Buffalo Neuroimaging Analysis Center
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N. Bergsland
aFrom the Department of Neurology (E.G., N.B., M.G.D., J.H., D.J., I.P., D.P.R., E.C., R.Z.), Buffalo Neuroimaging Analysis Center
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M.G. Dwyer
aFrom the Department of Neurology (E.G., N.B., M.G.D., J.H., D.J., I.P., D.P.R., E.C., R.Z.), Buffalo Neuroimaging Analysis Center
cCenter for Biomedical Imaging at Clinical Translational Research Center (M.G.D., R.Z.), State University of New York, Buffalo, New York
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J. Hagemeier
aFrom the Department of Neurology (E.G., N.B., M.G.D., J.H., D.J., I.P., D.P.R., E.C., R.Z.), Buffalo Neuroimaging Analysis Center
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D. Jakimovski
aFrom the Department of Neurology (E.G., N.B., M.G.D., J.H., D.J., I.P., D.P.R., E.C., R.Z.), Buffalo Neuroimaging Analysis Center
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I. Paunkoski
aFrom the Department of Neurology (E.G., N.B., M.G.D., J.H., D.J., I.P., D.P.R., E.C., R.Z.), Buffalo Neuroimaging Analysis Center
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D.P. Ramasamy
aFrom the Department of Neurology (E.G., N.B., M.G.D., J.H., D.J., I.P., D.P.R., E.C., R.Z.), Buffalo Neuroimaging Analysis Center
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D. Silva
dNovartis Pharmaceuticals AG (D.S.), Basel, Switzerland.
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E. Carl
aFrom the Department of Neurology (E.G., N.B., M.G.D., J.H., D.J., I.P., D.P.R., E.C., R.Z.), Buffalo Neuroimaging Analysis Center
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D. Hojnacki
bJacobs Comprehensive MS Treatment and Research Center (D.H., C.K., B.W.-G.), Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, State University of New York, Buffalo, New York
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C. Kolb
bJacobs Comprehensive MS Treatment and Research Center (D.H., C.K., B.W.-G.), Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, State University of New York, Buffalo, New York
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B. Weinstock-Guttman
bJacobs Comprehensive MS Treatment and Research Center (D.H., C.K., B.W.-G.), Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, State University of New York, Buffalo, New York
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R. Zivadinov
aFrom the Department of Neurology (E.G., N.B., M.G.D., J.H., D.J., I.P., D.P.R., E.C., R.Z.), Buffalo Neuroimaging Analysis Center
cCenter for Biomedical Imaging at Clinical Translational Research Center (M.G.D., R.Z.), State University of New York, Buffalo, New York
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Article Figures & Data

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    Table 1:

    Brain volume measures in patients with MS and CIS and in HIa

    No. MS-CIS-HIMeasuresMS (Mean) (SD)CIS (Mean) (SD)HI (Mean) (SD)P Value (MS/CIS/HI)P Value (MS/HI)
    1505-137-164LVV at first MRI22.9 (13.6)15.7 (7.8)16.8 (9.5).0001.0001
    1345-121-166NBV at first MRI1536.1 (102.6)1590.3 (78.8)1567.8 (93.1).0001.001
    1465-130-161Percentage LVV change from first MRI to MRF12.0 (18.3)10.2 (16.5)6.9 (10.9).001.0001
    1465-130-161Annualized percentage LVV change from first to MRF MRI3.0 (8.0)3.7 (8.2)1.6 (7.6).02.01
    1465-130-161Annualized cumulative percentage LVV change from first to MRF MRI2.9 (6.9)4.1 (9.8)1.9 (8.2).01.03
    1196-112-159Percentage NBV change from first MRI to MRF−3.4 (3.8)−2.4 (2.7)−1.2 (2.7).0001.0001
    1196-112-159Annualized percentage NBV change from first to MRF MRI−0.7 (1.5)−0.6 (1.4)−0.4 (1.8).007.002
    1196-112-159Annualized cumulative percentage NBV change from first to MRF MRI−0.8 (2.2)−0.5 (1.8)−0.5 (2.1).077.045
    902-93-154PBVC from first MRI to MRF−3.5 (2.8)−2.1 (2.2)−1.6 (1.9).0001.0001
    902-93-154Annualized PBVC from first to MRF MRI−0.9 (1.0)−0.6 (0.9)−0.4 (0.8).0001.0001
    902-93-154Annualized cumulative PBVC from first to MRF MRI−0.8 (1.2)−0.6 (1.2)−0.4 (1.0).001.001
    • Note:—No. MS-CIS-HI indicates No. of patients with MS and CIS and HI included in each analysis.

    • ↵a The data are presented as mean (SD). The absolute values are expressed in milliliters. The differences among the MS, CIS, and HI groups were calculated using analysis of covariance adjusted for age at first MRI, sex, and field strength, as covariates.

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    Table 2:

    Univariate linear mixed-effect models describing the longitudinal relationship between yearly change in clinical measures and lateral ventricle volume change in patients with MSa

    Patients with MSLVV (mL) (n = 1465)NBV (mL) (n = 1196)PBVC (%) (n = 902)
    EstP ValueEstP ValueP ValueP Value
    Intercept22.6181513.318−.308
    DDY0.022.0001−0.426.0001−.025.0001
    Intercept22.431520.730−.263
    EDSS0.098.0001−2.187.0001−.134.0001
    Intercept22.0651511.644−.214
    MSSS0.078.0001−2.001.0001−.119.0001
    DP-intercept
        No23.1371523.405−.125
        Yes0.485.0001−10.214.0001−.766.0001
        Difference0.591.0001−11.495.0001−.934<.0001
    +0.105 (21.6%).001−1.281 (−12.5%).03−.169 (−21.9%).0001
    • Note:—Est indicates estimate; DDY, disease duration.

    • ↵a Intercept as depicted in milliliters is the predicted value of the dependent variable when all the independent variables are restrained to zero. Estimate is a representation of the LVV volume increase and NBV volume decrease in milliliters per 1-unit increase of the independent measure per year (the interaction term with time). Estimate of PBVC is the representation of change in percentage per 1-unit increase of the independent measure per year (the interaction term with time). Volumetric (milliliters) data were fitted to random intercept and slope models, while PBVC models were fitted with random slope models.

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American Journal of Neuroradiology: 39 (12)
American Journal of Neuroradiology
Vol. 39, Issue 12
1 Dec 2018
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E. Ghione, N. Bergsland, M.G. Dwyer, J. Hagemeier, D. Jakimovski, I. Paunkoski, D.P. Ramasamy, D. Silva, E. Carl, D. Hojnacki, C. Kolb, B. Weinstock-Guttman, R. Zivadinov
Brain Atrophy Is Associated with Disability Progression in Patients with MS followed in a Clinical Routine
American Journal of Neuroradiology Dec 2018, 39 (12) 2237-2242; DOI: 10.3174/ajnr.A5876

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Brain Atrophy Is Associated with Disability Progression in Patients with MS followed in a Clinical Routine
E. Ghione, N. Bergsland, M.G. Dwyer, J. Hagemeier, D. Jakimovski, I. Paunkoski, D.P. Ramasamy, D. Silva, E. Carl, D. Hojnacki, C. Kolb, B. Weinstock-Guttman, R. Zivadinov
American Journal of Neuroradiology Dec 2018, 39 (12) 2237-2242; DOI: 10.3174/ajnr.A5876
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