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. 2026 Jan 16;18:1727812. doi: 10.3389/fnagi.2026.1727812

Table 2.

Results of univariate logistic regression analysis between PD and APS groups.

Variable SE z β OR (95% CI) p-value
Demographics
Age 0.019 1.365 0.026 1.027 (0.989–1.068) 0.172
Gender (male) 0.419 −0.302 −0.127 0.881 (0.386–2.002) 0.762
Education 0.043 0.669 0.029 1.029 (0.946–1.121) 0.503
Blood biomarkers
NFL 0.004 2.444 0.011 1.011 (1.002–1.020) 0.015*
Tau 0.002 0.217 0.001 1.001 (0.996–1.005) 0.828
GFAP 0.001 2.936 0.004 1.004 (1.002–1.008) 0.003*
α-Synuclein 0.001 0.409 0.000 1.000 (0.999–1.002) 0.683
Clinical characteristics
Disease duration 0.087 −3.243 −0.283 0.754 (0.622–0.876) 0.001*
LEDD 0.001 −2.543 −0.002 0.998 (0.996–0.999) 0.011*
MMSE 0.025 −0.719 −0.018 0.982 (0.933–1.032) 0.472
Hoehn & Yahr Stage 0.199 1.838 0.367 1.443 (0.985–2.167) 0.066
UPDRS III 0.022 2.732 0.061 1.063 (1.019–1.112) 0.006*
PSQI 0.042 −0.937 −0.039 0.962 (0.885–1.043) 0.349
HAMA 0.033 −1.054 −0.035 0.966 (0.902–1.029) 0.292
HAMD 0.033 −1.691 −0.056 0.946 (0.882–1.004) 0.091
Image feature
VoxelVolume_midbrain 0.001 −2.858 −0.001 0.999 (0.999–1.000) 0.004*
T2_Flair_RunLengthNonUniformity_pons 0.001 −2.707 −0.001 0.999 (0.999–1.000) 0.007*
VoxelVolume_pons 0.001 −2.688 −0.001 1.000 (0.999–1.000) 0.007*
SurfaceArea_midbrain 0.001 −2.559 −0.002 0.998 (0.996–0.999) 0.011*
T2_90Percentile_pons 0.001 2.423 0.002 1.002 (1.001–1.005) 0.015*
T1_Kurtosis_midbrain 0.068 −2.388 −0.162 0.850 (0.737–0.965) 0.017*

VoxelVolume_midbrain, Midbrain voxel volume; T2_Flair_RunLengthNonUniformity_pons, The run-length inhomogeneity of pontine T2-FLAIR sequence; VoxelVolume_pons, Pontine voxel volume; SurfaceArea_midbrain, Midbrain surface area; T2_90Percentile_pons, 90th percentile of pontine T2 signal intensity; T1_Kurtosis_midbrain, Midbrain T1 weighted image kurtosis; SE, Standard Error; z, z-statistic/z-score; β, Beta coefficient.

*p < 0.05, p-value is the result of z-test. Beta coefficient.