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Updated: Apr 4, 2026

Cortical Source Analysis of High-Density EEG Recordings in Children
Published on: June 30, 2014
Estimating Directed Connectivity from Cortical Recordings and Reconstructed Sources
Margarita Papadopoulou1, Karl Friston2, Daniele Marinazzo3
1Department of Data Analysis, University of Ghent, 9000, Ghent, Belgium.
This study validates non-invasive electroencephalography (EEG) brain connectivity measures against invasive electrocorticography (ECoG) recordings in macaques. Results show EEG accurately reflects underlying cortical connectivity, supporting its use in neuroscience research.
Area of Science:
- Cognitive Neuroscience
- Neurophysiology
- Biophysics
Background:
- Electrical brain activity is commonly recorded non-invasively via scalp electroencephalography (EEG).
- Reconstructing source-level brain activity from EEG is crucial for understanding neuronal contributions and connectivity.
- A validated method for assessing the accuracy of EEG-based source reconstruction is needed.
Purpose of the Study:
- To validate source-level connectivity reconstructed from EEG against invasive electrocorticography (ECoG) recordings.
- To assess how frontal-parietal brain connectivity changes between wakefulness and sedation.
- To compare connectivity results from invasive ECoG and reconstructed EEG sources.
Main Methods:
- Simultaneous non-invasive EEG and invasive ECoG recordings were obtained from a macaque monkey.
- Directed connectivity in the frequency domain was analyzed using data-driven (directed transfer function) and model-driven (dynamic causal modelling) approaches.
- Connectivity was assessed between frontal and parietal cortical sources under wakefulness and sedation.
Main Results:
- Directed connectivity between cortical sources reconstructed from scalp EEG was qualitatively similar to that inferred from direct cortical recordings.
- Connectivity analyses using both invasive ECoG and reconstructed EEG sources yielded consistent results.
- Changes in connectivity between frontal and parietal sources were consistent with previous findings and modulated by sedation.
Conclusions:
- Inferences about directed brain connectivity derived from non-invasive EEG data demonstrate construct validity when compared to invasive ECoG recordings.
- The study provides a valuable dataset for validating source reconstruction techniques in cognitive neuroscience.
- EEG-based connectivity analysis is a reliable method for studying brain network dynamics.
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