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EEG based functional brain networks analysis in dyslexic children during arithmetic task
N P Guhan Seshadri1, B Geethanjali2, Bikesh Kumar Singh1
1Department of Biomedical Engineering, National Institute of Technology Raipur, Raipur, India.
Developmental dyslexia in children shows altered brain network connectivity during arithmetic tasks. Dyslexic children exhibit impaired fact retrieval and distinct topological changes in brain networks.
Area of Science:
- Neuroscience
- Developmental Psychology
- Cognitive Science
Background:
- Developmental dyslexia is a neurodevelopmental disorder characterized by phonological processing deficits.
- Understanding the neural underpinnings of cognitive tasks in dyslexic children is crucial.
Purpose of the Study:
- To investigate functional brain network changes in dyslexic children during arithmetic task performance.
- To compare brain network topology between dyslexic children and normally developing children (NDC).
Main Methods:
- Electroencephalogram (EEG) was used to record brain activity in 15 dyslexic and 15 NDC children.
- Graph theory methods were applied to analyze functional network measures (node strength, clustering coefficient, characteristic pathlength).
- Connectivity patterns were examined across different frequency bands (delta, theta, alpha, beta, gamma).
Main Results:
- Dyslexic children demonstrated significantly lower accuracy in arithmetic tasks compared to NDC.
- Increased delta band connectivity and reduced theta, alpha, and beta band connectivity were observed in temporoparietal and prefrontal regions of dyslexic children.
- Altered node strengths, reduced clustering coefficient (theta, alpha bands), and increased characteristic pathlength (theta, alpha bands) were found in dyslexic participants.
Conclusions:
- The findings suggest a poor fact-retrieval mechanism in dyslexic children during arithmetic tasks.
- Evidence points towards an altered network topology in the brains of dyslexic children.
- These neurophysiological differences highlight specific challenges faced by dyslexic individuals in numerical cognition.
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