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Updated: Oct 19, 2026

Dynamic Digital Biomarkers of Motor and Cognitive Function in Parkinson's Disease
Published on: July 24, 2019
Sensor-derived turning measures for differentiating earlier-stage Parkinson's disease and characterizing motor
Peipei Liu1, Yajing Wang1, Xiyue Jing2
1Department of Neurology, Tianjin University Huanhu Hospital, Tianjin Huanhu Hospital Affiliated to Tianjin Medical University, Tianjin Key Laboratory of Cerebral Vascular and Neurodegenerative Diseases, Tianjin, 300350, China.
Introduction:
Turning is commonly impaired in Parkinson's disease (PD), but whether distinct sensor-derived turning measures support earlier-stage discrimination and severity assessment remains unclear. We examined their complementary clinical value.
Methods:
Participants were 79 healthy controls, 51 with earlier-stage PD (Hoehn and Yahr [H&Y] stages 1-2), and 62 with moderate-stage PD (H&Y stage 3). Thirteen sensor-derived motor features were examined using prespecified group comparisons, associations with MDS-UPDRS Part III, and age- and sex-adjusted regression. Random forest classifiers used 10-fold cross-validation.
Results:
Turning duration was longer in earlier-stage PD than in controls (4.43 ± 1.48 vs 2.73 ± 0.73 s; P < 0.001) but did not differ between PD strata (P = 0.059). Turning velocity decreased across the three groups (216.16 ± 41.20, 143.29 ± 45.80, and 105.46 ± 40.16°/s; both pairwise P < 0.001) and was inversely associated with MDS-UPDRS Part III (r = -0.349, P = 0.0001). These findings persisted after adjustment for age and sex (standardized β = 1.220 for turning duration, -1.243 and -0.843 for the two turning velocity comparisons, and -0.323 for its association with MDS-UPDRS Part III; all P ≤ 0.0003); turning duration remained nonsignificant between PD strata (P = 0.255). Motor-feature models outperformed age- and sex-only models (AUC: 0.943 vs 0.575 and 0.766 vs 0.606).
Conclusion:
A brief standardized turning task yielded complementary information: turning duration showed potential for differentiating earlier-stage PD from healthy controls, whereas turning velocity reflected motor severity. These measures may support quantitative PD assessment, pending external and longitudinal validation.
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