ArticleFrontiers in human neuroscience2022
Alterations in motor modules and their contribution to limitations in force control in the upper extremity after stroke.
Article in Frontiers in human neuroscience, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.
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Who cites it
7 citing papers in PubMed, 17 citations in OpenAlex.
- Leveraging neural drive to assess hand motor function in individuals with chronic stroke.Journal of neuroengineering and rehabilitation · 2026Article
- EMG-guided human-machine interaction training develops new intermuscular coordination patterns in stroke: a pilot study.Journal of neuroengineering and rehabilitation · 2025Article
- Generalizability of neuromuscular coordination in the human upper extremity after stroke and its implications in neurorehabilitation.Journal of neuroengineering and rehabilitation · 2025Article
- Electro-tactile modulation of muscle activation and intermuscular coordination in the human upper extremity.Scientific reports · 2025Article
- Muscle synergies for evaluating upper limb in clinical applications: A systematic review.Heliyon · 2023Review
- Alterations in the preferred direction of individual arm muscle activation after stroke.Frontiers in neurology · 2023Article
- Generalizability of muscle synergies in isometric force generation versus point-to-point reaching in the human upper extremity workspace.Frontiers in human neuroscience · 2023Article
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Authors and funding
8 authors at 6 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The generation of isometric force at the hand can be mediated by activating a few motor modules. Stroke induces alterations in motor modules underlying steady-state isometric force generation in the human upper extremity (UE). However, how the altered motor modules impact task performance (force production) remains unclear as stroke survivors develop and converge to the three-dimensional (3D) target force. Thus, we tested whether stroke-specific motor modules would be activated from the onset of force generation and also examined how alterations in motor modules would induce changes in force representation. During 3D isometric force development, electromyographic (EMG) signals were recorded from eight major elbow and shoulder muscles in the paretic arm of 10 chronic hemispheric stroke survivors and both arms of six age-matched control participants. A non-negative matrix factorization algorithm identified motor modules in four different time windows: three "exploratory" force ramping phases (Ramps 1-3; 0-33%, 33-67%, and 67-100% of target force magnitude, respectively) and the stable force match phase (Hold). Motor module similarity and between-force coupling were examined by calculating the scalar product and Pearson correlation across the phases. To investigate the association between the end-point force representation and the activation of the motor modules, principal component analysis (PCA) and multivariate multiple linear regression analyses were applied. In addition, the force components regressed on the activation profiles of motor modules were utilized to model the feasible force direction. Both stroke and control groups developed exploratory isometric forces with a non-linear relationship between EMG and force. During the force matching, only the stroke group showed abnormal between-force coupling in medial-lateral and backward-forward and medial-lateral and downward-upward directions. In each group, the same motor modules, including the abnormal deltoid module in stroke survivors, were expressed from the beginning of force development instead of emerging during the force exploration. The PCA and the multivariate multiple linear regression analyses showed that alterations in motor modules were associated with abnormal between-force coupling and limited feasible force direction after stroke. Overall, these results suggest that alterations in intermuscular coordination contribute to the abnormal end-point force control under isometric conditions in the UE after stroke.
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