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Research ArticleNEUROIMAGING PHYSICS/FUNCTIONAL NEUROIMAGING/CT AND MRI TECHNOLOGY

Fractional Anisotropy is a More Sensitive Diagnostic Biomarker Than Mean Kurtosis for Patients with Parkinson Disease with Cognitive Dysfunction: A Diffusional Kurtosis Map Tract-Based Spatial Statistics Study

Bingbing Gao, Mingrui Qu, Yuhan Jiang, Wanyao Li, Man Wang, Chenhui Pei, Dandan Zheng, Chao Yang and Yanwei Miao
American Journal of Neuroradiology July 2024, DOI: https://doi.org/10.3174/ajnr.A8297
Bingbing Gao
aFrom the Department of Radiology (B.G., M.Q., Y.J., W.l., M.W., C.Y., Y.M), The First Affiliated Hospital of Dalian Medical University, Dalian, China
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  • ORCID record for Bingbing Gao
Mingrui Qu
aFrom the Department of Radiology (B.G., M.Q., Y.J., W.l., M.W., C.Y., Y.M), The First Affiliated Hospital of Dalian Medical University, Dalian, China
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Yuhan Jiang
aFrom the Department of Radiology (B.G., M.Q., Y.J., W.l., M.W., C.Y., Y.M), The First Affiliated Hospital of Dalian Medical University, Dalian, China
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Wanyao Li
aFrom the Department of Radiology (B.G., M.Q., Y.J., W.l., M.W., C.Y., Y.M), The First Affiliated Hospital of Dalian Medical University, Dalian, China
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Man Wang
aFrom the Department of Radiology (B.G., M.Q., Y.J., W.l., M.W., C.Y., Y.M), The First Affiliated Hospital of Dalian Medical University, Dalian, China
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Chenhui Pei
bDepartment of Neurology (C.P.), The First Affiliated Hospital of Dalian Medical University, Dalian, China
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Dandan Zheng
cPhilips Healthcare, Clinical &Technique Support (D.Z.), Beijing, China
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Chao Yang
aFrom the Department of Radiology (B.G., M.Q., Y.J., W.l., M.W., C.Y., Y.M), The First Affiliated Hospital of Dalian Medical University, Dalian, China
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Yanwei Miao
aFrom the Department of Radiology (B.G., M.Q., Y.J., W.l., M.W., C.Y., Y.M), The First Affiliated Hospital of Dalian Medical University, Dalian, China
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  • FIG 1.
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    FIG 1.

    Post hoc analyses results between patients with PD-MCI and PDD. Green represents the mean FA skeleton of all subjects. Yellow and red represent regions with significant statistical values (P < . 05, TFCE-corrected).

  • FIG 2.
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    FIG 2.

    A, Voxel clusters of decreased FA, MK, and MD of the PDD group more than PD-MCI group. The colorful regions (blue, green, yellow, red) represent regions with significant statistical values (P < . 05, TFCE-corrected). B, Positive correlation between the FA of cluster 1 and the MoCA. FA has 4 independent clusters, MK has 4 independent clusters, and MD has 1 independent cluster. The bar plots represent the corresponding mean diffusion metrics for each group.

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    FIG 3.

    The ROC curves of significantly different clusters of DKI metrics and the combined ROC model. The combined model was fitted with cluster 1, 2, and 3 of the FA map and cluster 2 and 3 of the MK map.

Tables

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    Table 1:

    Clinical data of PD-MCI and PDD groups

    PD-MCI (n = 19)PDD (n = 18)t/χ2/zP
    Age of PD diagnosed (mean) (yr)63.34 (SD, 5.53)65.73 (SD, 5.98)−1.262.215a
    Age of PD-MCI or PDD diagnosed (mean) (yr)64.33 (SD, 7.96)71.10 (SD, 6.26)−3.060.004a**
    Sex, M/F11/86/122.245.134b
    Disease duration (yr)2 (range, 2.00–3.50)3.943 (SD, 2.59)−2.004.052c
    Education (mean) (yr)11.42 (SD, 3.61)10.22 (SD, 3.20)1.065.294a
    H-Y stage (No.) (%)––−0.836.403c
     16 (31.58)5 (27.78)––
     1.5NA1 (5.56)––
     28 (42.11)4 (22.22)––
     2.52 (10.53)2 (11.11)––
     33 (15.79)5 (27.78)––
     5NA1 (5.56)––
    MMSE (mean)26.36 (SD, 1.70)19.61 (SD, 3.98)6.765<.001a**
    MoCA (mean)19.89 (SD, 2.57)14.61 (SD, 3.51)5.230<.001a**
    • Note:—** indicates significant difference; NA, not applicable; en dash, no raw data or analyzed data.

    • ↵a Independent t test.

    • b χ2 tests.

    • c Mann-Whitney test.

    • View popup
    Table 2:

    Cluster sizes and locations for voxels with significantly reduced MD values in the PDD group compared with PD-MCI group (PD-MCI > PDD)a

    Cluster No.JHU White Matter Tractography AtlasJHU ICBM-DTI-81 White-Matter LabelsVoxels and MNI CoordinatesP
    1Forceps minor: 3.07203Body of corpus callosum: 4.2185751534 (64/152/81).002
    • Note:—MNI indicates the Montreal Neurological Institute.

    • a The value after each region indicates the percentage probability of the cluster belonging to the given atlas label. Only regions with probability >3% were included.

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    Table 3:

    Comparison between significantly different clusters and the combined ROC curve model

    ClustersAUCStandard Error95% CICompared with the Combined Model
    χ2P
    FA cluster 10.810.070.660.953.32.068
    FA cluster 20.850.060.730.981.80.180
    FA cluster 30.760.080.600.923.77.052
    FA cluster 40.530.030.470.5847.79<.001
    MK cluster 10.630.090.450.818.45.003
    MK cluster 20.690.090.520.876.99.008
    MK cluster 30.700.090.520.877.12.007
    MK cluster 40.680.090.500.869.01.002
    MD cluster 10.650.090.460.8310.55.001
    Combined0.910.050.821.00––
    • Note:—The en dash indicates no analyzed data.

    • View popup
    Table 4:

    Predictors of MoCA scores in patients with PD with cognitive dysfunction: univariate and multiple linear regression analysis

    CharacteristicUnivariate AnalysisaMultiple Analysisb
    Coefficient (95% CI)PCoefficient (95% CI)P
    Age of PD diagnosed−0.31 (−0.52∼−0.09).006**
    Sex−3.64 (−6.08∼−1.20).005**
    Education0.39 (0.01∼0.77).042*0.38 (0.08∼0.68).014*
    Duration−0.20 (−0.82∼0.41).503
    Age of PD-MCI or PDD diagnosed−0.35 (−0.56∼−0.14).002**
    FA cluster 185.16 (46.48∼123.84)<.001***84.20 (48.30∼120.11)<.001***
    FA cluster 2112.82 (59.30∼166.35)<.001***
    FA cluster 335.08 (4.73∼65.43).025*
    FA cluster 4200.32 (−81.12∼481.76).157
    MK cluster 135.08 (10.44∼59.73).007**
    MK cluster 242.35 (18.44∼66.26).001**
    MK cluster 385.27 (32.95∼137.59).002**
    MK cluster 470.63 (24.81∼116.44).004**
    MD cluster 183.00 (29.99∼136.01).003**
    • Note:—Single asterisk indicates P < .05; double asterisks, P < .005; triple asterisks, P < .001.

    • ↵a Univariate analysis based on the complete cases without missing value.

    • b Multiple analyses based on imputed values in predictors.

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Bingbing Gao, Mingrui Qu, Yuhan Jiang, Wanyao Li, Man Wang, Chenhui Pei, Dandan Zheng, Chao Yang, Yanwei Miao
Fractional Anisotropy is a More Sensitive Diagnostic Biomarker Than Mean Kurtosis for Patients with Parkinson Disease with Cognitive Dysfunction: A Diffusional Kurtosis Map Tract-Based Spatial Statistics Study
American Journal of Neuroradiology Jul 2024, DOI: 10.3174/ajnr.A8297

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Fractional Anisotropy is a More Sensitive Diagnostic Biomarker Than Mean Kurtosis for Patients with Parkinson Disease with Cognitive Dysfunction: A Diffusional Kurtosis Map Tract-Based Spatial Statistics Study
Bingbing Gao, Mingrui Qu, Yuhan Jiang, Wanyao Li, Man Wang, Chenhui Pei, Dandan Zheng, Chao Yang, Yanwei Miao
American Journal of Neuroradiology Jul 2024, DOI: 10.3174/ajnr.A8297
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