ArticleJournal of neuroengineering and rehabilitation2017
Ipsilateral EEG mu rhythm reflects the excitability of uncrossed pathways projecting to shoulder muscles.
Article in Journal of neuroengineering and rehabilitation, 2017. 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, 35 citations in OpenAlex.
- The Influence of M1 and DLPFC iTBS on BCI Performance: A TMS and fNIRS Study.Translational stroke research · 2026Article
- Multisession fNIRS-EEG data of Post-Stroke Motor Recovery. Recordings During Intact and Paretic Hand Movements.Scientific data · 2026Article
- Rapid functional reorganization of the targeted contralesional hemisphere induced by one week of noninvasive closed-loop neurofeedback guides motor recovery in post-stroke patients with chronic motor impairment: a phase I trial.Communications medicine · 2026Article
- Case Report: post-stroke rehabilitation with a visuomotor transformation-based brain-computer interface.Frontiers in human neuroscience · 2026Article
- A comparative study to assess synchronisation methods for combined simultaneous EEG and TMS acquisition.Scientific reports · 2025Article
- Real-world evaluation of deep learning decoders for motor imagery EEG-based BCIs.Frontiers in systems neuroscience · 2025Article
- Electroencephalography-based neural indicators of texture preference for cosmetic formulations.Frontiers in neuroscience · 2025Article
- Neurophysiological predictors of deep learning based unilateral upper limb motor imagery classification.Frontiers in human neuroscience · 2025Article
- Enhancing mu-ERD through combined robotic assistance and motor imagery: a novel approach for upper limb rehabilitation.Frontiers in human neuroscience · 2025Article
- Exploring Machine Learning Classification of Movement Phases in Hemiparetic Stroke Patients: A Controlled EEG-tDCS Study.Brain sciences · 2024Article
- The Posterior Dominant Rhythm Remains Within Normal Limits in the Microgravity Environment.Brain sciences · 2024Article
- Noninvasive brain stimulation during EEG improves machine learning classiResearch square · 2024Article
- Correlation between the ERD in grasp/open tasks of BCIs and hand function of stroke patients: a cross-sectional study.Biomedical engineering online · 2023Article
- Functional-oriented, portable brain-computer interface training for hand motor recovery after stroke: a randomized controlled study.Frontiers in neuroscience · 2023Article
- On closed-loop brain stimulation systems for improving the quality of life of patients with neurological disorders.Frontiers in human neuroscience · 2023Review
- The Effects of Priming Intermittent Theta Burst Stimulation on Movement-Related and Mirror Visual Feedback-Induced Sensorimotor Desynchronization.Frontiers in human neuroscience · 2021Article
- Backward Walking Induces Significantly Larger Upper-Mu-Rhythm Suppression Effects Than Forward Walking Does.Sensors (Basel, Switzerland) · 2020Article
- Coordination of multiple joints increases bilateral connectivity with ipsilateral sensorimotor cortices.NeuroImage · 2020Article
- Brain-computer interfaces for post-stroke motor rehabilitation: a meta-analysis.Annals of clinical and translational neurology · 2018Review
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Authors and funding
6 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundMotor planning, imagery or execution is associated with event-related desynchronization (ERD) of mu rhythm oscillations (8-13 Hz) recordable over sensorimotor areas using electroencephalography (EEG). It was shown that motor imagery involving distal muscles, e.g. finger movements, results in contralateral ERD correlating with increased excitability of the contralateral corticospinal tract (c-CST). Following the rationale that purposefully increasing c-CST excitability might facilitate motor recovery after stroke, ERD recently became an attractive target for brain-computer interface (BCI)-based neurorehabilitation training. It was unclear, however, whether ERD would also reflect excitability of the ipsilateral corticospinal tract (i-CST) that mainly innervates proximal muscles involved in e.g. shoulder movements. Such knowledge would be important to optimize and extend ERD-based BCI neurorehabilitation protocols, e.g. to restore shoulder movements after stroke. Here we used single-pulse transcranial magnetic stimulation (TMS) targeting the ipsilateral primary motor cortex to elicit motor evoked potentials (MEPs) of the trapezius muscle. To assess whether ERD reflects excitability of the i-CST, a correlation analysis between between MEP amplitudes and ipsilateral ERD was performed.
methodsExperiment 1 consisted of a motor execution task during which 10 healthy volunteers performed elevations of the shoulder girdle or finger pinching while a 128-channel EEG was recorded. Experiment 2 consisted of a motor imagery task during which 16 healthy volunteers imagined shoulder girdle elevations or finger pinching while an EEG was recorded; the participants simultaneously received randomly timed, single-pulse TMS to the ipsilateral primary motor cortex. The spatial pattern and amplitude of ERD and the amplitude of the agonist muscle's TMS-induced MEPs were analyzed.
resultsERDs occurred bilaterally during both execution and imagery of shoulder girdle elevations, but were lateralized to the contralateral hemisphere during finger pinching. We found that trapezius MEPs increased during motor imagery of shoulder elevations and correlated with ipsilateral ERD amplitudes.
conclusionsIpsilateral ERD during execution and imagery of shoulder girdle elevations appears to reflect the excitability of uncrossed pathways projecting to the shoulder muscles. As such, ipsilateral ERD could be used for neurofeedback training of shoulder movement, aiming at reanimation of the i-CST.
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