ArticleFrontiers in human neuroscience2018
Fatigue Influences the Recruitment, but Not Structure, of Muscle Synergies.
Article in Frontiers in human neuroscience, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers.
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Who cites it
19 citing papers in PubMed, 56 citations in OpenAlex.
- A Dual-Modal Biosensing Approach to Evaluate Cortico-Muscular Coupling in Adolescent Idiopathic Scoliosis.Biosensors · 2026Article
- Task specific effects of fatigue on lower limb muscle synergies during single and double leg drop jumps in female athletes.Frontiers in physiology · 2026Article
- Evaluation of a long short-term memory (LSTM)-based algorithm for predicting central frequency and synergy activation ratio using markerless motion analysis data.Biomedical engineering letters · 2025Article
- Posterior Tibial Slope Characteristics and Their Relationships With Thigh Muscle Morphology, Activation Patterns, and Dynamic Knee Valgus in Male and Female Soccer Players Before and After Fatigue: A Descriptive Laboratory Study.Orthopaedic journal of sports medicine · 2025Article
- The role of muscle synergies and task constraints on upper limb motor impairment after stroke.Experimental brain research · 2025Article
- Robust fatigue markers obtained from muscle synergy analysis.Experimental brain research · 2024Article
- Does muscle fatigue change motor synergies at different levels of neuromotor control?Frontiers in human neuroscience · 2024Article
- Muscle synergies are associated with intermuscular coherence and cortico-synergy coherence in an isometric upper limb task.Experimental brain research · 2023Article
- Upper-Limb Kinematic Behavior and Performance Fatigability of Elderly Participants Performing an Isometric Task: A Quasi-Experimental Study.Bioengineering (Basel, Switzerland) · 2023Article
- Simultaneous Estimation of Hand Configurations and Finger Joint Angles Using Forearm Ultrasound.IEEE transactions on medical robotics and bionics · 2023Article
- Spectral properties of physiological mirror activity: an investigation of frequency features and common input between homologous muscles.Scientific reports · 2022Article
- Acute Neuromuscular and Hormonal Responses to Power, Strength, and Hypertrophic Protocols and Training Background.Frontiers in sports and active living · 2022Article
- Analysis of Muscular Electrical Activity and Blood Perfusion of Upper Extremity in Patients with Hemiplegic Shoulder Pain: A Pilot Study.Neural plasticity · 2022Observational
- Rate of change in longitudinal EMG indicates time course of an individual's neuromuscular adaptation in resistance-based muscle training.Frontiers in rehabilitation sciences · 2022Article
- β-Hydroxy β-methylbutyrate supplementation to adult Thoroughbred geldings increases type IIA fiber content in the gluteus medius.Journal of animal science · 2021Article
- Muscle Synergy of Lower Limb Motion in Subjects with and without Knee Pathology.Diagnostics (Basel, Switzerland) · 2021Article
- Effects of arm weight support on neuromuscular activation during reaching in chronic stroke patients.Experimental brain research · 2019Article
- Muscle Synergy Analysis of a Hand-Grasp Dataset: A Limited Subset of Motor Modules May Underlie a Large Variety of Grasps.Frontiers in neurorobotics · 2018Article
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Authors and funding
4 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The development of fatigue elicits multiple adaptations from the neuromuscular system. Muscle synergies are common patterns of neuromuscular activation that have been proposed as the building blocks of human movement. We wanted to identify possible adaptations of muscle synergies to the development of fatigue in the upper limb. Recent studies have reported that synergy structure remains invariant during the development of fatigue, but these studies did not examine isolated synergies. We propose a novel approach to characterise synergy adaptations to fatigue by taking advantage of the spatial tuning of synergies. This approach allows improved identification of changes to individual synergies that might otherwise be confounded by changing contributions of overlapping synergies. To analyse upper limb synergies, we applied non-negative matrix factorization to 14 EMG signals from muscles of 11 participants performing isometric contractions. A preliminary multidirectional task was used to identify synergy directional tuning. A subsequent fatiguing task was designed to fatigue the participants in their synergies' preferred directions. Both tasks provided virtual reality feedback of the applied force direction and magnitude, and were performed at 40% of each participant's maximal voluntary force. Five epochs were analysed throughout the fatiguing task to identify progressive changes of EMG amplitude, median frequency, synergy structure, and activation coefficients. Three to four synergies were sufficient to account for the variability contained in the original data. Synergy structure was conserved with fatigue, but interestingly synergy activation coefficients decreased on average by 24.5% with fatigue development. EMG amplitude did not change systematically with fatigue, whereas EMG median frequency consistently decreased across all muscles. These results support the notion of a neuromuscular modular organisation as the building blocks of human movement, with adaptations to synergy recruitment occurring with fatigue. When synergy tuning properties are considered, the reduction of activation of muscle synergies may be a reliable marker to identify fatigue.
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