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Improved Turnaround Times | Median time to first decision: 12 days

Research ArticleBrain

Modeling MR Imaging Enhancing-Lesion Volumes in Multiple Sclerosis: Application in Clinical Trials

I.J. van den Elskamp, D.L. Knol, B.M.J. Uitdehaag and F. Barkhof
American Journal of Neuroradiology December 2011, 32 (11) 2093-2097; DOI: https://doi.org/10.3174/ajnr.A2691
I.J. van den Elskamp
aFrom the Departments of Radiology (I.J.v.d.E., F.B.)
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D.L. Knol
bEpidemiology and Biostatistics (D.L.K., B.M.J.U.)
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B.M.J. Uitdehaag
bEpidemiology and Biostatistics (D.L.K., B.M.J.U.)
cNeurology (B.M.J.U.), VU University Medical Center, Amsterdam, the Netherlands.
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F. Barkhof
aFrom the Departments of Radiology (I.J.v.d.E., F.B.)
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    Fig 1.

    Visualization of the fit of the Weibull distribution on cumulative enhancing volume data of patients with enhancing-lesion volumes in dataset A, by means of a probability attenuation function (attenuation on the y-axis describes the probability for enhancing-lesion volume to occur at a given point).

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    Table 1:

    Baseline descriptives and MR imaging characteristics

    CharacteristicsDataset A (n = 169)Dataset B, Placebo (n = 69)
    Patient
        Female/male123:4650:19
        RRMS/SPMS with relapses169:057:12
        Mean age (SD)35.4 (8.4)38.5 (9.1)
        Mean disease duration in years (SD)6.4 (5.3)5.9 (5.9)
        Median baseline EDSS (IQR)2.0 (1.5–3.5)2.5 (1.5–3.5)
    MR imaging
        % Inactive patients41.4%69.6%
        Mean number of enhancing lesions (SD)2.4 (4.1)1.3 (0.4)
    • Note:—EDSS indicates Expanded Disability Status Scale; IQR, interquartile range.

    • View popup
    Table 2:

    Results of literature searcha

    StudyNo.bFU Time (mo)% Inactive Patients (Placebo)Efficacy Measure
    Absolute % Increase in Inactive PatientsLesion No. (All Patients)Lesion Volume (All Patients)Lesion Volume (Active Patients)
    Oral temsirolimus120925%+2%−26%−29%−26%
    Glatiramer acetate23995%−2%−33%c−42%−43%
    Natalizumab
        3 mg139632%+43%−88%−87%−64%
        6 mg145632%+33%−82%−76%−54%
    Oral fingolimod
        1.25 mg164647%+30%−43%−50%+16%
        5 mg158647%+35%−61%−63%+10%
    Overall mean effect13%56%58%27%
    • Note:—FU indicates follow-up.

    • ↵a Effects shown are the percentage increase in active patients, the percentage change in mean or median number of lesions, the percentage change in mean lesion volume in the complete cohort, and the percentage change in mean lesion volume in active patients.

    • ↵b Total number of participating patients in trial.

    • ↵c Median lesion number.

    • View popup
    Table 3:

    Goodness of fit of conceivable continuous distributionsa

    DistributionsAnderson-DarlingKolmogorov-Smirnov
    Dataset ADataset BDataset ADataset B
    Weibull>.2>.2.77.77
    γ>.2.1 < P < .2.88.12
    Log-normal0.1 < P < .2>.2.06.99
    Normal (cube root transformation)>.2>.2.60.36
    Normal (Natural logarithm transformation)0.1 < P < .2>.2.06.99
    Normal (Log10 transformation)0.1 < P < .2>.2.06.99
    Normal<.01<.01<.01<.01
    Inverse Gaussian<.01<.05<.01.49
    • ↵a Results of the Anderson-Darling and Kolmogorov-Smirnov goodness-of-fit test for the cumulative volume of enhancing lesions in active patients in datasets A (n = 133) and B (n = 44). Data are P values.

    • View popup
    Table 4:

    Sample size estimatesa

    % Inactive Patients in Placebo Group% Decrease in Mean Lesion Volume of Active PatientsAbsolute % Increase in Inactive Patientsb
    0%10%20%30%40%50%
    100–––435225124
    105183092041398665
    2012810182654738
    30565043353027
    40312824222119
    50201918171616
    400–––––580
    10470369315251199153
    2012111594837566
    30494444403736
    40252423242120
    50151515151415
    • ↵a Number of patients per treatment arm necessary to perform parallel-group-designed trials with a statistical power of 80%, to detect treatment effects ranging from 0% to 50% increase in inactive patients and a 0%–50% reduction in mean enhancing-lesion volume in active patients.

    • ↵b – Indicates percentage increase of patients developing no/zero enhancing lesions during follow-up.

    • View popup
    Table 5:

    Number of patients per treatment arm necessary to perform parallel grouped placebo-controlled clinical trialsa

    % Decrease in Mean Number of Enhancing LesionsNo.
    50129
    6080
    7047
    8028
    9012
    • ↵a To detect a percentage decrease in the mean number of enhancing lesions ranging from 50% to 90%, for a power of 80%.

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American Journal of Neuroradiology: 32 (11)
American Journal of Neuroradiology
Vol. 32, Issue 11
1 Dec 2011
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Modeling MR Imaging Enhancing-Lesion Volumes in Multiple Sclerosis: Application in Clinical Trials
I.J. van den Elskamp, D.L. Knol, B.M.J. Uitdehaag, F. Barkhof
American Journal of Neuroradiology Dec 2011, 32 (11) 2093-2097; DOI: 10.3174/ajnr.A2691
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Cite this article
I.J. van den Elskamp, D.L. Knol, B.M.J. Uitdehaag, F. Barkhof
Modeling MR Imaging Enhancing-Lesion Volumes in Multiple Sclerosis: Application in Clinical Trials
American Journal of Neuroradiology Dec 2011, 32 (11) 2093-2097; DOI: 10.3174/ajnr.A2691

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