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AJNR Awards, New Junior Editors, and more. Read the latest AJNR updates

Research ArticleAdult Brain
Open Access

How Does the Accuracy of Intracranial Volume Measurements Affect Normalized Brain Volumes? Sample Size Estimates Based on 966 Subjects from the HUNT MRI Cohort

T.I. Hansen, V. Brezova, L. Eikenes, A. Håberg and T.R. Vangberg
American Journal of Neuroradiology August 2015, 36 (8) 1450-1456; DOI: https://doi.org/10.3174/ajnr.A4299
T.I. Hansen
aFrom the Departments of Neuroscience (T.I.H., V.B., A.H.)
cDepartment of Medical Imaging (T.I.H., V.B., A.H.), St. Olavs Hospital Trondheim University Hospital, Trondheim, Norway
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V. Brezova
aFrom the Departments of Neuroscience (T.I.H., V.B., A.H.)
cDepartment of Medical Imaging (T.I.H., V.B., A.H.), St. Olavs Hospital Trondheim University Hospital, Trondheim, Norway
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L. Eikenes
bCirculation and Medical Imaging (L.E.), Norwegian University of Science and Technology, Trondheim, Norway
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A. Håberg
aFrom the Departments of Neuroscience (T.I.H., V.B., A.H.)
cDepartment of Medical Imaging (T.I.H., V.B., A.H.), St. Olavs Hospital Trondheim University Hospital, Trondheim, Norway
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T.R. Vangberg
dMedical Imaging Research Group (T.R.V.), Department of Clinical Medicine, UiT The Arctic University of Norway, Tromsø, Norway
eDepartment of Radiology (T.R.V.), University Hospital North Norway, Tromsø, Norway.
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  • ORCID record for T.R. Vangberg
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    Fig 1.

    Bland-Altman plots show the ICV difference (manual-automatic) plotted against the mean of the 2 measurements. Units are in milliliters. The dotted horizontal lines are 2 SDs above and below the mean, and the solid line is the best-fit line from the regression of the difference on the mean.

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    Fig 2.

    Effect size in percentage difference from the mean plotted against the sample size per group for uncorrected hippocampal volumes and ICV-corrected hippocampal volumes by using FreeSurfer and ARBM ICV estimates.

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    Fig 3.

    The relationship between sample size estimates for detecting a 2% difference from the mean and Pearson's r between uncorrected regional volumes and ICV estimates.

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    Table 1:

    Accuracy of the automatic methods for estimating ICV compared with manual delineationa

    FreeSurferOpt FreeSurferRBMRBM MultiARBMARBM Multi
    Volume difference (mL)
        Mean (SD)111.25 (53.62)0.21 (53.02)−9.17 (42.34)2.49 (26.72)−0.07 (41.64)30.29 (26.75)
        Absolute mean (SD)111.25 (53.62)40.11 (33.86)34.38 (25.63)20.66 (16.69)34.57 (22.31)33.71 (22.12)
    Volume difference (%)
        DIFF (SD)7.3 (3.7)−0.1 (3.5)−0.6 (2.7)0.1 (1.7)−0.1 (2.6)1.9 (1.7)
        ADIFF (SD)7.3 (3.7)2.6 (2.3)2.2 (1.6)1.3 (1.1)2.2 (1.4)2.1 (1.3)
    ICC0.960.960.970.990.970.99
    Dice overlap (mean) (SD)NAbNAb0.96 (0.01)0.97 (0.01)0.96 (0.01)0.97 (0.00)
    • Note:—DIFF indicates volume difference; ADIFF, absolute volume difference; NA, not applicable.

    • ↵a Positive differences indicate that the manual measurements were larger.

    • ↵b Calculation not possible because FreeSurfer does not produce an ICV mask.

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    Table 2:

    Required sample size per group for detecting a 2% difference in raw and ICV-normalized regional brain volumes between 2 groups, with a power of 0.8 and a type I error rate of 0.05

    Brain VolumesRawResidual MethodRatio Method
    FreeSurferaARBMARBM MultiFreeSurferOpt FreeSurferARBMARBM Multi
    Cerebral white matter771195213186195211227202
    Cerebral cortex377143143129194164159147
    Cerebellum white matter748441453446459441454452
    Cerebellum cortex450252257255321285287293
    Thalamus proper490236254243276249272264
    Caudate738486518511526498532533
    Putamen504354365359453407423422
    Hippocampus406284290280412360368361
    Pallidum669498527520592549596595
    Amygdala772536531526570543536534
    Nucleus accumbens1042849844834933891881872
    • Note:—Opt indicates optimized.

    • ↵a The FreeSurfer and optimized FreeSurfer sample size estimates are identical when using residual correction because these 2 measurements are linearly related.

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American Journal of Neuroradiology: 36 (8)
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T.I. Hansen, V. Brezova, L. Eikenes, A. Håberg, T.R. Vangberg
How Does the Accuracy of Intracranial Volume Measurements Affect Normalized Brain Volumes? Sample Size Estimates Based on 966 Subjects from the HUNT MRI Cohort
American Journal of Neuroradiology Aug 2015, 36 (8) 1450-1456; DOI: 10.3174/ajnr.A4299

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How Does the Accuracy of Intracranial Volume Measurements Affect Normalized Brain Volumes? Sample Size Estimates Based on 966 Subjects from the HUNT MRI Cohort
T.I. Hansen, V. Brezova, L. Eikenes, A. Håberg, T.R. Vangberg
American Journal of Neuroradiology Aug 2015, 36 (8) 1450-1456; DOI: 10.3174/ajnr.A4299
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