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Updated: Feb 19, 2026

Dynamic Digital Biomarkers of Motor and Cognitive Function in Parkinson's Disease
Published on: July 24, 2019
Prediction of Falls in Subjects Suffering From Parkinson Disease, Multiple Sclerosis, and Stroke
Ettore Beghi1, Elisa Gervasoni2, Elisabetta Pupillo1
1IRCCS - Istituto di Ricerche Farmacologiche Mario Negri, Milano, Italy.
Objective:
To compare the risk of falls and fall predictors in patients with Parkinson disease (PD), multiple sclerosis (MS), and stroke using the same study design.
Design:
Multicenter prospective cohort study.
Setting:
Institutions for physical therapy and rehabilitation.
Participants:
Patients (N=299) with PD (n=94), MS (n=111), and stroke (n=94) seen for rehabilitation.
Interventions:
Not applicable.
Main Outcome Measures:
Functional scales were applied to investigate balance, disability, daily performance, self-confidence with balance, and social integration. Patients were followed for 6 months. Telephone interviews were organized at 2, 4, and 6 months to record falls and fall-related injuries. Incidence ratios, Kaplan-Meier survival curves, and Cox proportional hazards models were used.
Results:
Of the 299 patients enrolled, 259 had complete follow-up. One hundred and twenty-two patients (47.1%) fell at least once; 82 (31.7%) were recurrent fallers and 44 (17.0%) suffered injuries; and 16%, 32%, and 40% fell at 2, 4, and 6 months. Risk of falls was associated with disease type (PD, MS, and stroke in decreasing order) and confidence with balance (Activities-specific Balance Confidence [ABC] scale). Recurrent fallers were 7%, 15%, and 24% at 2, 4, and 6 months. The risk of recurrent falls was associated with disease type, high educational level, and ABC score. Injured fallers were 3%, 8%, and 12% at 2, 4, and 6 months. The only predictor of falls with injuries was disease type (PD).
Conclusions:
PD, MS, and stroke carry a high risk of falls. Other predictors include perceived balance confidence and high educational level.
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