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

Research ArticleAdult Brain
Open Access

Combined Diffusion Tensor Imaging and Apparent Transverse Relaxation Rate Differentiate Parkinson Disease and Atypical Parkinsonism

G. Du, M.M. Lewis, S. Kanekar, N.W. Sterling, L. He, L. Kong, R. Li and X. Huang
American Journal of Neuroradiology May 2017, 38 (5) 966-972; DOI: https://doi.org/10.3174/ajnr.A5136
G. Du
aFrom the Departments of Neurology (G.D., M.M.L., N.W.S., L.H., X.H.)
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M.M. Lewis
aFrom the Departments of Neurology (G.D., M.M.L., N.W.S., L.H., X.H.)
cPharmacology (M.M.L., X.H.)
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S. Kanekar
bRadiology (S.K., X.H.)
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N.W. Sterling
aFrom the Departments of Neurology (G.D., M.M.L., N.W.S., L.H., X.H.)
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  • ORCID record for N.W. Sterling
L. He
aFrom the Departments of Neurology (G.D., M.M.L., N.W.S., L.H., X.H.)
hDepartment of Public Health (L.H.), Shanxi Medical University, Taiyuan, China
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L. Kong
gPublic Health Sciences (L.K.), Pennsylvania State University–Milton S. Hershey Medical Center, Hershey, Pennsylvania
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R. Li
iDepartment of Statistics (R.L.), Pennsylvania State University, University Park, Pennsylvania.
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X. Huang
aFrom the Departments of Neurology (G.D., M.M.L., N.W.S., L.H., X.H.)
bRadiology (S.K., X.H.)
cPharmacology (M.M.L., X.H.)
dNeurosurgery (X.H.)
eKinesiology (X.H.)
fBioengineering (X.H.)
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Article Figures & Data

Tables

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    Table 1:

    Demographic and clinical data for control and patient groupsa

    ControlPDMSA-PPSPP Value
    No. of subjects36351619
    Female/male13:2312:238:84:15.356b
    Age (yr)70.0 ± 7.570.3 ± 7.968.0 ± 7.574.9 ± 8.7.057c
    Disease duration (yr)–3.4 ± 3.63.9 ± 3.33.2 ± 2.8.812c
    MoCA25 ± 2.322.8 ± 4.523.9 ± 2.720.1 ± 4.9.002,d .120e
    UPDRS III4.6 ± 3.636.6 ± 27.351.5 ± 20.046.6 ± 23.4<.0001,d .145e
    • ↵a Data are sums or mean ± SD.

    • ↵b Group difference in sex was compared among all 4 groups using the χ2 test.

    • ↵c Group differences in age and disease duration were compared using 1-way ANOVA.

    • ↵d Group differences in MoCA and UPDRS-III were compared among all 4 groups using ANCOVA with adjustments for age and sex.

    • ↵e Group differences in MoCA and UPDRS-III were compared among the 3 patient groups, using ANCOVA with adjustments for age and sex.

    • View popup
    Table 2:

    Individual MRI measurements in PD, MSA-P, and PSP compared with controls in different structures

    PDMSA-PPSP
    FAMDR2*FAMDR2*FAMDR2*
    Striatal and related structures
        PUT↑↑a↑
        CN
        GP↑↑↑a↑↑↑
    Midbrain structures
        antSN↓↑↑↑↑
        postSN↓↓↑↑↑↓↑↑↑↑↑a↑↑
        RN↑↑a↓↑↑↑↑a
        STN↓↓a↑↑↑↑a↑
    Limbic structures
        Hipp↓↑↑↑↑a↓
        AM↓↓↑↑
    Cerebellar structures
        DN↓↑↑a
        CB↓↓↑↑↑a↓↓a↑↑a
        SCP↓↓↓↓a↑↑↑↑a
        MCP↓↑↑↑a↓↓↓a↑↑a
    • Note:—antSN indicates anterior substantia nigra; postSN, posterior substantia nigra; Hipp, hippocampus; AM, amygdala; CB, cerebellum; DN, dentate nucleus; GP, globus pallidus; MCP, middle cerebellar peduncle; SCP, superior cerebellar peduncle.

    • ↵a Statistical significance after Bonferroni correction (P < .0038, considering 13 independent tests). Upward arrows indicate increased MRI measures compared with controls, and downward arrows indicate decreased MRI measures compared with controls. ↑ represents P < .05, ↑↑ represents P < .01, ↑↑↑ represents P < .001, and ↑↑↑↑ represents P <0 .0001.

    • View popup
    Table 3:

    ROC analysis of individual and combined MRI modalities

    AUCSensSpecPPVNPVP Valuea
    C vs PD/MSA-P/PSP.013
        DTI+R2*0.880.800.830.820.81
        DTIb0.800.810.710.600.87
        R2*0.750.690.690.550.81
    C vs PD.001
        DTI+R2*0.910.860.800.820.89
        DTI0.820.740.760.750.76
        R2*0.780.710.750.710.74
    PD vs MSA-P/PSP.038
        DTI+R2*0.940.860.870.880.84
        DTI0.890.830.800.820.81
        R2*0.870.870.770.870.77
    PD vs MSA-P.006
        DTI+R2*0.990.971.001.000.93
        DTI0.890.830.860.790.86
        R2*0.910.860.860.940.70
    PD vs PSP.156
        DTI+R2*0.990.971.001.000.94
        DTI0.970.940.940.970.89
        R2*0.870.800.830.820.81
    MSA-P vs PSP.435
        DTI+R2*0.980.941.001.000.93
        DTI0.960.940.920.940.92
        R2*0.890.860.800.820.81
    • Note:—Sens indicates sensitivity; Spec, specificity; PPV, positive predictive value; NPV, negative predictive value; AUC, area under the curve; C, controls.

    • ↵a ROC curves were compared between the models, including all MRI measurements and that with DTI measurements only.

    • ↵b Models for DTI measurements were generated by including both FA and MD features.

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American Journal of Neuroradiology: 38 (5)
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1 May 2017
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G. Du, M.M. Lewis, S. Kanekar, N.W. Sterling, L. He, L. Kong, R. Li, X. Huang
Combined Diffusion Tensor Imaging and Apparent Transverse Relaxation Rate Differentiate Parkinson Disease and Atypical Parkinsonism
American Journal of Neuroradiology May 2017, 38 (5) 966-972; DOI: 10.3174/ajnr.A5136

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Combined Diffusion Tensor Imaging and Apparent Transverse Relaxation Rate Differentiate Parkinson Disease and Atypical Parkinsonism
G. Du, M.M. Lewis, S. Kanekar, N.W. Sterling, L. He, L. Kong, R. Li, X. Huang
American Journal of Neuroradiology May 2017, 38 (5) 966-972; DOI: 10.3174/ajnr.A5136
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