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Research ArticleBrain

Robust Perfusion Deficits in Cognitively Impaired Patients with Secondary-Progressive Multiple Sclerosis

P.L. Francis, R. Jakubovic, P. O'Connor, L. Zhang, A. Eilaghi, L. Lee, T.J. Carroll, J. Mouannes-Srour, A. Feinstein and R.I. Aviv
American Journal of Neuroradiology January 2013, 34 (1) 62-67; DOI: https://doi.org/10.3174/ajnr.A3148
P.L. Francis
cMedical Imaging (P.L.F., R.J., L.Z., A.E., R.I.A.), Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
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R. Jakubovic
cMedical Imaging (P.L.F., R.J., L.Z., A.E., R.I.A.), Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
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P. O'Connor
dDepartment of Neurology (P.O.), St. Michael's Hospital, Toronto, Ontario, Canada
eUniversity of Toronto (P.O., L.L., A.F., R.I.A.), Toronto, Ontario, Canada
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L. Zhang
cMedical Imaging (P.L.F., R.J., L.Z., A.E., R.I.A.), Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
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A. Eilaghi
cMedical Imaging (P.L.F., R.J., L.Z., A.E., R.I.A.), Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
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L. Lee
bNeurology (L.L.)
eUniversity of Toronto (P.O., L.L., A.F., R.I.A.), Toronto, Ontario, Canada
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T.J. Carroll
fDepartment of Biomedical Engineering (T.J.C., J.M.-S.), Northwestern University, Evanston, Illinois
gDepartment of Radiology (T.J.C.), Northwestern University, Chicago, Illinois.
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J. Mouannes-Srour
fDepartment of Biomedical Engineering (T.J.C., J.M.-S.), Northwestern University, Evanston, Illinois
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A. Feinstein
eUniversity of Toronto (P.O., L.L., A.F., R.I.A.), Toronto, Ontario, Canada
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R.I. Aviv
cMedical Imaging (P.L.F., R.J., L.Z., A.E., R.I.A.), Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
eUniversity of Toronto (P.O., L.L., A.F., R.I.A.), Toronto, Ontario, Canada
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  • Article
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    Fig 1.

    A, Decreased qCBV detected by SPM and PLS. Inferior-to-superior arrangement of axial sections with 3 different color overlays. The red overlay represents significantly reduced qCBV in cognitively impaired patients with SPMS identified by SPM alone. The green overlay represents significantly reduced qCBV in the same patients identified by PLS alone. The yellow overlay represents the overlap of the SPM and PLS results and thus significantly reduced qCBV found by both analytic techniques. B, Decreased qCBV and qCBF detected by PLS. Inferior-to-superior arrangement of axial sections with 3 different color overlays. The red overlay represents significantly reduced qCBV in cognitively impaired patients with SPMS identified by PLS. The green overlay represents significantly reduced qCBF in the same patients identified by PLS. The yellow overlay represents the overlap of the qCBV and qCBF hypoperfusion.

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    Table 1:

    Clinical characteristics of patients with SPMS

    Nonimpaired (n = 20)Cognitively Impaired (n = 25)P Value
    Age (y)54.5 (49.3–62.3)55.0 (47.5–61.5).954a
    Sex (F/M)11/916/9.540b
    Education level (yr)15.5 (13.0–17.8)14.0 (13.0–17.0).619a
    Disease duration (yr)18.5 (10.5–20.8)19.0 (12.0–28.5).192a
    EDSS (score)6.0 (6.0–6.5)6.5 (6.0–6.5).249a
    BDI (score)6.5 (5.0–11.75)9.0 (7.5–13.5).067a
    • Note:—BDI indicates Beck Depression Inventory; EDSS, Expanded Disability Status Scale.

    • ↵a Wilcoxon rank sum test (median [interquartile range]).

    • ↵b Pearson χ2 test.

    • View popup
    Table 2:

    Global tissue volumes normalized to total intracranial volume

    Nonimpaired (n = 20)Cognitively Impaired (n = 25)P Value
    Normalized GM volume (%)42.3 (41.8–43.0)41.0 (39.7–42.2).003a
    Normalized WM volume (%)34.6 (33.9–35.4)34.4 (34.0–35.3).664a
    Normalized WML volume (%)0.3 (0.0–1.1)1.3 (0.6–1.9).002a
    • ↵a Wilcoxon rank sum test (median [interquartile range]).

    • View popup
    Table 3:

    Regions of decreased qCBV in cognitively impaired patients with SPMS (PLS Analysis)

    Cluster No.Brain RegionPeak Voxel CoordinatesaCluster SizeBootstrap Ratio
    1Bilateral thalami (pulvinar)0, −28, 41719.29b
    2Left caudate body−12, 6, 162359.20b
    3Bilateral superior frontal gyri (BA 9)−2, 52, 24649.02b
    4Bilateral superior frontal gyri (BA 6)0, 22, 461617.29b
    5Right caudate body12, 10, 81057.71b
    6Right corpus callosum26, −46, 18267.04b
    7Left caudate tail−20, −42, 81116.63b
    8Right thalamus (pulvinar)20, −36, 10206.08b
    • ↵a MNI space.

    • ↵b P < .0001 (lower limit of significance).

    • View popup
    Table 4:

    Regions of decreased qCBF in cognitively impaired patients with SPMS (PLS Analysis)

    Cluster No.Brain RegionPeak Voxel CoordinatesaCluster SizeBootstrap Ratio
    1Bilateral thalami (pulvinar)4, −28, 43037.20b
    2Bilateral medial frontal gyrus (BA 9)0, 50, 22746.92b
    3Right cingulate gyrus (BA 31)18, −38, 42426.50b
    4Right caudate body10, 10, 61636.28b
    5Left caudate body−12, −2, 14625.91b
    6Right caudate tail20, −18, 18235.90b
    • ↵a MNI space.

    • ↵b P < .0001 (lower limit of significance).

    • View popup
    Table 5:

    Correlations between predictive variables and brain scores based on either qCBF or qCBV (PLS Analysis)

    Predictive VariableCorrelation Coefficient (qCBF)Correlation Coefficient (qCBV)
    Normalized WML volume−0.71a−0.72a
    SDMT−0.56a−0.52a
    COWAT−0.54a−0.53a
    Overall patient impairment−0.53a−0.53a
    BVMT-R Delayed Recall−0.51a−0.51a
    BVMT-R Total Learning−0.49a−0.46a
    JLO−0.45a−0.43a
    Normalized GM volume0.44a0.39a
    PASAT−0.41a−0.38a
    D-KEFS−0.42a−0.35a
    CVLT-II Total Learning−0.34a−0.28a
    CVLT-II Delayed Recall−0.28a−0.28
    • Note:—BVMT-R indicates Brief Visuospatial Memory Test-Revised; COWAT, Controlled Word Association Test; CVLT, California Verbal Learning Test; D-KEFS, Delis-Kaplan Executive Function System; JLO, judgment of line orientation; PASAT, Paced Auditory Serial Addition Test; SDMT, Symbol Digit Modalities Test.

    • ↵a 95% confidence interval does not overlap zero.

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American Journal of Neuroradiology: 34 (1)
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P.L. Francis, R. Jakubovic, P. O'Connor, L. Zhang, A. Eilaghi, L. Lee, T.J. Carroll, J. Mouannes-Srour, A. Feinstein, R.I. Aviv
Robust Perfusion Deficits in Cognitively Impaired Patients with Secondary-Progressive Multiple Sclerosis
American Journal of Neuroradiology Jan 2013, 34 (1) 62-67; DOI: 10.3174/ajnr.A3148

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Robust Perfusion Deficits in Cognitively Impaired Patients with Secondary-Progressive Multiple Sclerosis
P.L. Francis, R. Jakubovic, P. O'Connor, L. Zhang, A. Eilaghi, L. Lee, T.J. Carroll, J. Mouannes-Srour, A. Feinstein, R.I. Aviv
American Journal of Neuroradiology Jan 2013, 34 (1) 62-67; DOI: 10.3174/ajnr.A3148
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