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Research ArticleAdult Brain
Open Access

Short-Range Structural Connections Are More Severely Damaged in Early-Stage MS

H. Wu, C. Sun, X. Huang, R. Wei, Z. Li, D. Ke, R. Bai and H. Liang
American Journal of Neuroradiology February 2022, DOI: https://doi.org/10.3174/ajnr.A7425
H. Wu
aFrom the Department of Neurology (H.W., X.H., R.W., D.K., H.L.)
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C. Sun
bFirst Affiliated Hospital, Key Laboratory of Biomedical Engineering of Ministry of Education (C.S., Z.L.), College of Biomedical Engineering and Instrument Science
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X. Huang
aFrom the Department of Neurology (H.W., X.H., R.W., D.K., H.L.)
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R. Wei
aFrom the Department of Neurology (H.W., X.H., R.W., D.K., H.L.)
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Z. Li
bFirst Affiliated Hospital, Key Laboratory of Biomedical Engineering of Ministry of Education (C.S., Z.L.), College of Biomedical Engineering and Instrument Science
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D. Ke
aFrom the Department of Neurology (H.W., X.H., R.W., D.K., H.L.)
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R. Bai
cDepartment of Physical Medicine and Rehabilitation of the Affiliated Sir Run Run Shaw Hospital and Interdisciplinary Institute of Neuroscience and Technology (R.B.), School of Medicine, Zhejiang University, Hangzhou, China
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H. Liang
aFrom the Department of Neurology (H.W., X.H., R.W., D.K., H.L.)
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Article Figures & Data

Figures

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  • FIG 1.
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    FIG 1.

    Overview of the image acquisition and processing pipeline.

  • FIG 2.
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    FIG 2.

    The fiber microstructure metrics of whole-brain short- (black) and long-range (gray) connections in patients with MS and HCs. log2 indicates the length of fibers was denoted in a logarithmic manner with base 2.

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    FIG 3.

    Severity of lesion damage (z score) compared between short- and long-range connections. The * represents a significant difference between short-and long-range fibers (P < 0.05); ** represents P < 0.01. # represents P < 0.05 using the one sample t test on a convergence of the average value to zero to compare with HCs. ## represents P < 0.01, FDR-corrected.

Tables

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    Table 1:

    Demographic, clinical, and MR imaging volumetric characteristics of all participantsa

    MS (n = 16)HC (n = 17)P Value
    Demographics
     Age (yr)31.94 (SD, 9.72)28.04 (SD, 4.51).063
     Sex (male/female)8/88/9.866
     Education (yr)13.81 (SD, 3.17)16.00 (SD, 3.82).084
    Clinical data
     DMDs (%)b62.5% (10/16)NANA
     EDSS score1.0 (0.0–5.0)NANA
     Disease duration (yr)3.17 (0.36–9.42)NANA
    MR imaging volumetric data
     Whole-brain volume (L)1.51 (SD, 0.16)1.54 (SD, 0.24).647
     Brain GM volume (L)0.81 (SD, 0.13)0.87 (SD, 0.13).477
     Brain WM volume (L)0.60 (SD, 0.11)0.63 (SD, 0.10).202
     Lesion volume (mL)4.09 (0.20–14.19)NANA
    • Note:—DMDs indicates disease-modifying drugs; NA, not applicable.

    • ↵a All continuous data are displayed as mean (SD), except the score, disease duration, and lesion volume, which are shown as median (range).

    • ↵b Indicates treatment with disease-modifying drugs; 37.5% (6/16) of patients were treated with teriflunomide; and 25% (4/16), with an anti-CD20 monoclonal antibody (rituximab).

    • View popup
    Table 2:

    Summary of cognitive measuresa

    NP TestMSHCP Value
    Global cognitive function
     MMSE27.73 (SD, 2.94)29.69 (SD, 0.60).023
     MoCA25.00 (SD, 5.01)27.88 (SD, 1.71).051
    Processing speed
     SDMT36.89 (SD, 15.79)56.85 (SD, 8.66)<.001
    Verbal episode memory
     AVLT-SFR7.00 (SD, 3.67)10.06 (SD, 2.93).019
     AVLT-LFR7.69 (SD, 4.57)10.25 (SD, 2.79).074
     AVLT-DI9.92 (SD, 3.59)13.00 (SD, 2.33).011
    Executive function
     VFT33.67 (SD, 9.85)42.12 (SD, 8.31).013
    Attention
     DST13.73 (SD, 2.24)16.24 (SD, 1.68).001
    • Note:—MMSE indicates Mini-Mental State Examination; MoCA, Montreal Cognitive Assessment; SDMT, Symbol Digit Modalities Test; AVLT, auditory verbal learning test; SFR, short-delayed free recall; LFR, long-delayed free recall; DI, discrimination index; VFT, verbal fluency test; DST, Digit Span Test; NP test, neuropsychological test.

    • ↵a Data are mean (SD).

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    Table 3:

    Microstructure metrics and fiber statistics of focal WM lesions and whole-brain WMa

    WM Lesion ROIsWhole-Brain WM
    MSHCP ValuebMSHCP Valueb
    DTI
     FA0.35 (SD, 0.06)0.41 (SD, 0.06).0100.39 (SD, 0.02)0.41 (SD, 0.01).655
     MD0.92 (SD, 0.17)0.74 (SD, 0.04)<.0010.76 (SD, 0.06)0.74 (SD, 0.03).334
     AD1.28 (SD, 0.21)1.08 (SD, 0.04).0021.28 (SD, 0.03)1.07 (SD, 0.03).327
     RD0.77 (SD, 0.15)0.57 (SD, 0.06)<.0010.59 (SD, 0.03)0.56 (SD, 0.02).555
    NODDI
     ficvf0.55 (SD, 0.12)0.69 (SD, 0.05).0010.69 (SD, 0.06)0.71 (SD, 0.05).914
     ODI0.30 (SD, 0.07)0.34 (SD, 0.05).1090.34 (SD, 0.02)0.33 (SD, 0.02).334
    Fiber
     No.6308 (1319, 11,641)7582 (1204, 13,494).780199,230 (SD, 46,819)208,260 (SD, 60,599).905
     Length35.11 (SD, 12.21)39.73 (SD, 8.32).21122.39 (SD, 6.24)22.73 (SD, 7.21).846
    • ↵a Data are mean (SD) except for the number of fibers through lesion areas, which are median (range).

    • ↵b False discovery rate–corrected P values.

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H. Wu, C. Sun, X. Huang, R. Wei, Z. Li, D. Ke, R. Bai, H. Liang
Short-Range Structural Connections Are More Severely Damaged in Early-Stage MS
American Journal of Neuroradiology Feb 2022, DOI: 10.3174/ajnr.A7425

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Short-Range Structural Connections Are More Severely Damaged in Early-Stage MS
H. Wu, C. Sun, X. Huang, R. Wei, Z. Li, D. Ke, R. Bai, H. Liang
American Journal of Neuroradiology Feb 2022, DOI: 10.3174/ajnr.A7425
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