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Research ArticleADULT BRAIN
Open Access

Cortical Perfusion Alteration in Normal-Appearing Gray Matter Is Most Sensitive to Disease Progression in Relapsing-Remitting Multiple Sclerosis

S.-P. Hojjat, M. Kincal, R. Vitorino, C.G. Cantrell, A. Feinstein, L. Zhang, L. Lee, P. O'Connor, T.J. Carroll and R.I. Aviv
American Journal of Neuroradiology August 2016, 37 (8) 1454-1461; DOI: https://doi.org/10.3174/ajnr.A4737
S.-P. Hojjat
cMedical Imaging (S.-P.H., M.K., R.V., R.I.A., L.Z.), Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
fMedical Imaging (S.-P.H., R.I.A.), University of Toronto, Toronto, Ontario, Canada
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  • ORCID record for S.-P. Hojjat
M. Kincal
cMedical Imaging (S.-P.H., M.K., R.V., R.I.A., L.Z.), Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
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R. Vitorino
cMedical Imaging (S.-P.H., M.K., R.V., R.I.A., L.Z.), Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
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C.G. Cantrell
gDepartments of Biomedical Engineering (C.G.C., T.J.C.)
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A. Feinstein
aFrom the Departments of Psychiatry (A.F.)
ePsychiatry (A.F.)
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L. Zhang
cMedical Imaging (S.-P.H., M.K., R.V., R.I.A., L.Z.), Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
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L. Lee
bNeurology (L.L.)
dDepartments of Medicine (P.O., L.L.)
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P. O'Connor
dDepartments of Medicine (P.O., L.L.)
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T.J. Carroll
gDepartments of Biomedical Engineering (C.G.C., T.J.C.)
hRadiology (T.J.C.), Northwestern University, Chicago, Illinois.
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R.I. Aviv
cMedical Imaging (S.-P.H., M.K., R.V., R.I.A., L.Z.), Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
fMedical Imaging (S.-P.H., R.I.A.), University of Toronto, Toronto, Ontario, Canada
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    Fig 1.

    Block diagram representation of the image acquisition and processing pipeline. PSIR indicates phase-sensitive inversion recovery; PD, proton density.

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    Fig 2.

    Representative section of T1 and perfusion images in perfusion space for the different study groups with overlays of the investigated ROIs.

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    Fig 3.

    Distribution of the absolute perfusion cortical lesion results in the construction of 4 different populations: Standard CL (neither CBF nor CBV outliers), CBF outliers, CBV outliers, and CBV-CBF outliers (CBV outliers that are also CBF outliers). Absolute values of cerebral blood flow and cerebral blood volume are reported on the x-axis and y-axis, respectively. Each RRMS-NI lesion (A) is represented by a circle, and RRMS-I lesion (B) is represented by a triangle.

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    Fig 4.

    Distribution of the absolute perfusion white matter lesion results in the construction of 4 different populations by using the interquartile range method: Standard WML (neither CBF nor CBV outliers), CBF outliers, CBV outliers, and CBV-CBF outliers (CBV outliers that are also CBF outliers). Absolute values of cerebral blood flow and cerebral blood volume are reported on the x-axis and y-axis, respectively. Each RRMS-NI lesion (A) is represented by circle, and RRMS-I lesion (B) is represented by a triangle.

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    Table 1:

    Participant demographic data, neurocognitive scores, and fractional brain volumea

    HC (n = 19)RRMS-NI (n = 19)RRMS-I (n = 20)
    Demographics
        Age (yr)49.0 ± 7.146.4 ± 7.248.1 ± 4.7
        Female sex (No.) (%)14 (73.68)15 (78.95)12 (60)
        Education (yr)16.9 ± 2.9b16.1 ± 1.314.6 ± 1.9b
        Disease duration (yr)0.0 ± 0.011.8 ± 5.411.6 ± 4.9
        HADS-A (log) (median) (IQR)3 (1–6)b,c6 (5–7)c8 (7–10)b
        HADS-D (log) (median) (IQR)2 (1–3)b3 (1,5)d8 (6–10)b,d
        EDSS median (IQR)NA1.5 (1–2)d2.5 (2–3)d
    Percentage fractional brain volume
        BPF79 ± 9b75 ± 672 ± 8b
        fC45.15 ± 5.1243.43 ± 3.9141.87 ± 5.50
        fWM31.66 ± 4.07b29.61 ± 2.8328.35 ± 3.5b
        fCL0.00 ± 0.00b0.01 ± 0.010.01 ± 0.02b
        fBG1.35 ± 0.191.31 ± 0.181.25 ± 0.22
        fTh0.68 ± 0.12b0.64 ± 0.140.55 ± 0.14b
        fWML0.00 ± 0.00b0.67 ± 0.740.92 ± 0.90b
        fT1 hole0.00 ± 0.00b0.23 ± 0.220.410 ± 0.506b
        fCSF21.16 ± 8.78b24.10 ± 6.2426.64 ± 7.32b
    • Note:—HADS indicates Hospital Anxiety [A] and Depression [D] Scale; EDSS, Extended Disability Status Scale; BPF, brain parenchymal fraction; fC, fractional cortical volume; fWM, fractional white matter volume; fCL, fractional cortical lesions volume; fBG, fractional basal ganglia volume; fTh, fractional thalamus volume; fWML, fractional white matter lesions volume; fTI hole, fractional T1 hole volume; fCSF, fractional CSF volume; HC, healthy controls; NA, not applicable; IQR, interquartile range.

    • ↵a All values are means unless otherwise specified. Significant P value < .017.

    • ↵b HC vs RRMS-I.

    • ↵c HC vs RRMS-NI.

    • ↵d RRMS-NI vs RRMS-I.

    • View popup
    Table 2:

    Comparison of perfusion parameters between study groupsa

    HC (n = 19)RRMS-NI (n = 19)RRMS-I (n = 20)
    WMGMWMLNAWMCLNAGMWMLNAWMCLNAGM
    CBF21.8b44.0f14.4d,e21.5d,e21.4c41.1c,d,f12.5d,e17.0b,d,e23.1c31.7c,d,f
    (mL/100 g per min)(19.7–28.4)(37.9–49.5)(9.9–20.2)(16.0–29.5)(15.7–32.3)(29.8–55.7)(8.1–18.5)(13.2–25.2)(15.4–34.3)(24.6–44.5)
    CBV1.5b2.8f1.1d,e1.6d,e1.4c2.5c,d1.0d,e1.3b,d.e1.7c2.1c,d,f
    (mL/100 g)(1.2–1.9)(2.1–3.2)(0.8–1.6)(1.2–2.1)(1.1–2.0)(1.9–3.4)(0.7–1.4)(1.0–1.7)(1.2–2.4)(1.7–2.7)
    MTT4.3b3.8f4.8e4.6e4.33.9d,f5.0e4.8b,e4.6c4.0c,d,f
    (min)(3.9–5.0)(3.4–4.3)(4.1–5.9)(4.1–5.2)(3.5–4.9)(3.3–4.4)(4.2–6.0)(4.3–5.2)(3.9–5.4)(3.5–4.6)
    • Note:—HC indicates healthy controls.

    • ↵a Normal-appearing GM and WM tissues are compared across patients with RRMS who were cognitively unimpaired and impaired and with healthy controls with corrected P < .017 (ie, .05/3) identified as significantly different. Lesion perfusion was also independently compared across disease groups and with the corresponding normal-appearing tissue within each patient group with P < .05 identified as significantly different. The values represent medians; the interquartile range for values are giving in parentheses.

    • ↵b HC WM vs NAWM.

    • ↵c CL vs NAGM.

    • ↵d RRMS-NI vs RRMS-I.

    • ↵e WML vs NAWM.

    • ↵f HC GM vs NAGM.

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American Journal of Neuroradiology: 37 (8)
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Cite this article
S.-P. Hojjat, M. Kincal, R. Vitorino, C.G. Cantrell, A. Feinstein, L. Zhang, L. Lee, P. O'Connor, T.J. Carroll, R.I. Aviv
Cortical Perfusion Alteration in Normal-Appearing Gray Matter Is Most Sensitive to Disease Progression in Relapsing-Remitting Multiple Sclerosis
American Journal of Neuroradiology Aug 2016, 37 (8) 1454-1461; DOI: 10.3174/ajnr.A4737

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Cortical Perfusion Alteration in Normal-Appearing Gray Matter Is Most Sensitive to Disease Progression in Relapsing-Remitting Multiple Sclerosis
S.-P. Hojjat, M. Kincal, R. Vitorino, C.G. Cantrell, A. Feinstein, L. Zhang, L. Lee, P. O'Connor, T.J. Carroll, R.I. Aviv
American Journal of Neuroradiology Aug 2016, 37 (8) 1454-1461; DOI: 10.3174/ajnr.A4737
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