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Research ArticleBrain
Open Access

Subcortical Atrophy Is Associated with Cognitive Impairment in Mild Parkinson Disease: A Combined Investigation of Volumetric Changes, Cortical Thickness, and Vertex-Based Shape Analysis

E. Mak, N. Bergsland, M.G. Dwyer, R. Zivadinov and N. Kandiah
American Journal of Neuroradiology December 2014, 35 (12) 2257-2264; DOI: https://doi.org/10.3174/ajnr.A4055
E. Mak
aFrom the Department of Neurology (E.M., N.B., M.G.D., R.Z.), Buffalo Neuroimaging Analysis Center
cDepartment of Neurology (E.M., N.K.), National Neuroscience Institute, Singapore
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N. Bergsland
aFrom the Department of Neurology (E.M., N.B., M.G.D., R.Z.), Buffalo Neuroimaging Analysis Center
dIstituto de Ricovero e Cura a Carattere Scientifico “S. Maria Nascente,” Don Gnocchi Foundation (N.B.), Milan, Italy.
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M.G. Dwyer
aFrom the Department of Neurology (E.M., N.B., M.G.D., R.Z.), Buffalo Neuroimaging Analysis Center
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R. Zivadinov
aFrom the Department of Neurology (E.M., N.B., M.G.D., R.Z.), Buffalo Neuroimaging Analysis Center
bMR Imaging Clinical Translational Research Center (R.Z.), School of Medicine and Biomedical Sciences, University at Buffalo, State University of New York, Buffalo, New York
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N. Kandiah
cDepartment of Neurology (E.M., N.K.), National Neuroscience Institute, Singapore
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    Fig 1.

    Representative FIRST segmentation of subcortical structures in patients with PD-MCI (left) and PD-NCI (right).

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    Fig 2.

    Scatterplot showing the associations between the nucleus accumbens and attention and working memory (A) and language domains (B).

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    Table 1:

    Demographic, clinical, and white matter hyperintensity characteristics between patients with Parkinson disease with and without mild cognitive impairment

    Demographic and Clinical VariablesPD-NCI (n = 65)PD-MCI (n = 25)P Value
    Age (yr) (mean) (SD)63.4 (7.6)69.4 (6.4).001a,b
    Sex (male) (No.) (%)46 (72.3)18 (76.0).723c
    Education (yr) (mean) (SD)11.0 (3.1)9.3 (3.5).032a,d
    Hoehn and Yahr (mean) (SD)1.9 (0.4)1.8 (0.4).357d
    Disease duration (yr) (mean) (SD)5.4 (4.3)5.0 (2.7).910d
    UPDRS (mean) (SD)17.5 (7.0)20.0 (8.4).167b
    Levodopa equivalent dose (mg) (mean) (SD)557.4 (375.7)510.2 (299.0).767d
    Cardiovascular risk factors (No.) (%)
        Diabetes5 (7.8)8 (32.0).004a,c
        Hypertension20 (31.3)13 (52.0).069c
        Hyperlipidemia20 (31.3)14 (56.0).031a,c
        Smoking15 (23.4)6 (24.0).955c
    White matter hyperintensities
        Total WMH volume (mm) (mean) (SD)4.2 (5.8)12.3 (10.3)<.001a,e
    • Note:—UPDRS indicates Unified Parkinson's Disease Rating Scale, subscore III; WMH, white matter hyperintensities.

    • ↵a Significant differences at P < .05 level.

    • ↵b Student t test.

    • ↵c χ2 test.

    • ↵d Mann-Whitney U test.

    • ↵e Analysis of covariance test, corrected for age, sex, and education.

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    Table 2:

    Comparison of neuropsychological measures between patients with Parkinson disease with and without mild cognitive impairment

    Neuropsychological MeasuresPD-NCI (Mean) (SD)PD-MCI (Mean) (SD)Adjusted P Value
    Global cognition (mean) (SD)
        MMSE28.4 (1.6)26.7 (2.6).016a,b
        MOCA27.0 (2.9)24.5 (2.4).018a,b
        ADAS116.8 (4.2)9.8 (3.5).071a,b
        Global Index0.1 (0.5)−0.3 (0.3).008a,b
    Cognitive tests (mean) (SD)
        Clock drawing9.31 (1.25)8.48 (1.47).126
        Frontal Assessment Battery16.69 (1.38)15.28 (2.09).027
        Digit Span17.42 (3.50)15.04 (2.24).015
        Digit Cancellation19.86 (6.54)15.08 (6.45).063
        Color Trail 180.48 (37.59)137.24 (82.08).008
        Color Trail 2138.94 (60.75)229.58 (103.31).002
        Maze18.63 (10.59)30.80 (17.83).005
        Maze errors0.06 (0.30)0.04 (0.20).942
        ADAS: Immediate and Delayed Recall5.08 (2.69)7.04 (3.28).090
        ADAS: Recognition1.55 (2.22)2.00 (2.50).644
        ADAS: Language1.15 (1.37)2.00 (1.71).168
        Fruit Fluency14.11 (3.29)11.24 (2.80).029
    Cognitive domains (mean) (SD)
        Executive function0.4 (1.5)−1.0 (2.0).023a,b
        Attention/working memory0.8 (1.7)−2.0 (2.4)<.000a,b
        Visuospatial0.0 (1.8)−0.1 (1.4).919d
        Episodic memory0.3 (1.6)−0.6 (1.5).193b
        Language0.4 (1.4)−1.0 (1.5).018a,b
    • Note:—MMSE indicates Mini-Mental State Examination; MOCA, Montreal Cognitive Assessment; ADAS11, Alzheimer Disease Assessment Scale-Cognitive.

    • ↵a Significant differences at P < .05 level.

    • ↵b Analysis of covariance test, corrected for age, sex, and education.

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    Table 3:

    Volumetric comparisons between patients with Parkinson disease with and without mild cognitive impairment

    SDGM StructuresaPD-NCI (Mean) (SD)PD-MCI (Mean) (SD)Adjusted P Value
    Amygdala2.13 (0.51)2.23 (0.36).220b
    Hippocampus7.65 (0.97)7.18 (0.79).198b
    Nucleus accumbens0.83 (0.22)0.64 (0.19).044b
    Caudate nucleus6.37 (0.76)5.96 (0.76).327b
    Putamen9.51 (1.41)8.62 (1.17).058b
    Pallidum3.72 (0.66)3.60 (0.84).876b
    Thalamus13.94 (1.65)12.71 (1.09).025b
    Normalized gray matter688.76 (34.86)661.92 (28.24).035b
    Normalized white matter654.43 (41.49)633.10 (46.04).618b
    • ↵a All volumes are reported in milliliters. Significant difference is at the P < .05 level.

    • ↵b Analysis of variance adjusting for age, sex, education, and head size.

    • View popup
    Table 4:

    Mean global and hemispheric cortical thickness between patients with Parkinson disease with and without mild cognitive impairment

    Cortical ThicknessaPD-NCI (Mean) (SD)PD-MCI (Mean) (SD)Adjusted P Value
    Left hemisphere2.20 (0.10)2.13 (0.11).095b
    Right hemisphere2.19 (0.10)2.13 (0.10).264b
    Global mean cortical thickness4.40 (0.19)4.26 (0.21).151b
    • ↵a Cortical thickness is expressed in millimeters. Significant difference is at the P < .05 level.

    • ↵b Analysis of variance adjusting for age, sex, education.

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American Journal of Neuroradiology: 35 (12)
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E. Mak, N. Bergsland, M.G. Dwyer, R. Zivadinov, N. Kandiah
Subcortical Atrophy Is Associated with Cognitive Impairment in Mild Parkinson Disease: A Combined Investigation of Volumetric Changes, Cortical Thickness, and Vertex-Based Shape Analysis
American Journal of Neuroradiology Dec 2014, 35 (12) 2257-2264; DOI: 10.3174/ajnr.A4055

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Subcortical Atrophy Is Associated with Cognitive Impairment in Mild Parkinson Disease: A Combined Investigation of Volumetric Changes, Cortical Thickness, and Vertex-Based Shape Analysis
E. Mak, N. Bergsland, M.G. Dwyer, R. Zivadinov, N. Kandiah
American Journal of Neuroradiology Dec 2014, 35 (12) 2257-2264; DOI: 10.3174/ajnr.A4055
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