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Updated: Jul 26, 2025

Electroencephalography Network Indices as Biomarkers of Upper Limb Impairment in Chronic Stroke
Published on: July 14, 2023
Electroencephalography-Derived Functional Connectivity in Sensorimotor Networks in Post Stroke Fatigue
Chi-Hsu Wu1, William De Doncker1, Annapoorna Kuppuswamy2
1Institute of Neurology, University College London, Box 146, 33 Queen Square, London, WC1N 3BG, England.
Altered brain connectivity in the somatosensory network is linked to fatigue in stroke survivors. Higher small-worldness in these networks indicates altered sensory processing, contributing to perceived effort and fatigue.
Area of Science:
- Neuroscience
- Biomedical Engineering
- Rehabilitation Science
Background:
- Fatigue in stroke survivors is associated with poor suppression of sensory information.
- This diminished sensory attenuation correlates with altered resting-state functional connectivity.
- The study investigates electroencephalography (EEG)-derived functional connectivity in the somatosensory network as a potential fatigue signature.
Purpose of the Study:
- To test the hypothesis that altered functional connectivity in the somatosensory network (beta band) is a signature of fatigue in post-stroke survivors.
- To explore the relationship between brain network properties and fatigue levels in individuals with stroke.
Main Methods:
- Resting-state electroencephalography (EEG) was used to measure neuronal activity in 29 non-depressed, minimally impaired stroke survivors.
- Graph theory-based network analysis calculated the small-world index (SW) for somatosensory and motor networks in the beta frequency band (13-30 Hz).
- Fatigue Severity Scale (FSS) scores were used, with scores > 4 indicating high fatigue.
Main Results:
- Stroke survivors with high fatigue exhibited significantly higher small-worldness in somatosensory networks compared to those with low fatigue.
- This finding confirmed the hypothesis linking altered functional connectivity to fatigue.
Conclusions:
- Elevated small-worldness in somatosensory networks suggests impaired processing of somatosensory input in fatigued stroke survivors.
- This altered sensory processing may explain the heightened perception of effort within the sensory attenuation model of fatigue.
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