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Related Experiment Video

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Predicting Musculoskeletal Adverse Events During Moderate- to High-Intensity Walking Training in Chronic Stroke.

Daria Pressler, Sarah M Schwab-Farrell, Oluwole O Awosika

    Medrxiv : the Preprint Server for Health Sciences
    |May 1, 2026
    PubMed
    Summary

    This study identified key predictors of musculoskeletal adverse events during moderate- to high-intensity walking training (M-HIT) for stroke survivors. Baseline orthopedic conditions and motor function increase risk, while regular walking exercise decreases it, aiding in personalized M-HIT programs.

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    Area of Science:

    • Neurology
    • Rehabilitation Medicine
    • Clinical Biomechanics

    Background:

    • Moderate- to high-intensity walking training (M-HIT) improves walking capacity in chronic stroke survivors.
    • Musculoskeletal (MSK) adverse events are common during M-HIT, but risk prediction tools are limited.
    • Baseline clinical characteristics may predict susceptibility to M-HIT-related MSK adverse events.

    Purpose of the Study:

    • To develop and internally validate a predictive model for MSK adverse events during a 12-week M-HIT program.
    • To identify baseline clinical characteristics associated with increased risk of MSK adverse events in chronic stroke patients undergoing M-HIT.

    Main Methods:

    • 100 participants from HIT-Stroke Trials 1 and 2 were analyzed.
    • Logistic regression models evaluated combinations of baseline characteristics (orthopedic history, pain, motor function, exercise history, demographics, stroke chronicity, psychological health).
    • Leave-one-out cross-validation was used for internal validation, with performance assessed by the C-statistic.

    Main Results:

    • 32.0% of participants experienced MSK adverse events.
    • An optimal three-variable model included prior orthopedic condition (OR 3.02), Fugl-Meyer lower extremity motor score (OR 1.14), and regular walking exercise participation (OR 0.17).
    • The model showed moderate discrimination (cross-validated C-statistic = 0.74).

    Conclusions:

    • Pre-existing orthopedic conditions and better lower-extremity motor function at baseline increase the odds of MSK adverse events during M-HIT.
    • Regular walking exercise participation at baseline is associated with lower odds of MSK adverse events.
    • Baseline characteristics can help identify individuals at higher risk for MSK adverse events during M-HIT, warranting closer monitoring or risk-reduction strategies.