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Updated: Dec 27, 2025

Statistical Modelling of Cortical Connectivity Using Non-invasive Electroencephalograms
Published on: November 1, 2019
EEG Functional Connectivity is a Weak Predictor of Causal Brain Interactions.
Jord J T Vink1, Deborah C W Klooster2,3, Recep A Ozdemir4
1Biomedical MR Imaging and Spectroscopy Group, Center for Image Sciences, University Medical Center Utrecht and Utrecht University, Heidelberglaan 100, 3584CM, Utrecht, The Netherlands. j.j.vink-5@umcutrecht.nl.
Resting-state functional connectivity (FC) measured by electroencephalography (EEG) shows limited predictive value for transcranial magnetic stimulation (TMS) evoked potentials. These findings suggest caution when interpreting EEG FC in sensor and source space.
Area of Science:
- Neuroscience
- Brain Imaging
- Computational Neuroscience
Background:
- Resting-state functional connectivity (FC) research using various modalities has rapidly expanded.
- The relationship between measured FC and underlying causal brain interactions remains poorly understood.
Purpose of the Study:
- To investigate the link between electroencephalography (EEG) resting-state FC and the propagation of transcranial magnetic stimulation (TMS) evoked potentials (TEPs).
- To assess this relationship at both sensor and source levels in healthy participants.
Main Methods:
- Simultaneous EEG and TMS were used in ten healthy individuals, with TMS applied to six cortical regions.
- Pre-stimulus FC was calculated using five different metrics (Pearson's correlation, mutual information, weighted phase lag index, coherence, phase locking value).
- TEP propagation was quantified using root mean square (RMS) of voltage and current source density (CSD), analyzed with generalized linear models (GLM).
Main Results:
- All tested FC measures significantly correlated with TEP activity at both sensor and source levels across early (15-75 ms) and full (15-400 ms) time ranges.
- However, FC measures explained less than 10% of the variance in TEP activity.
- The predictive power of FC measures varied considerably between participants and stimulation sites.
Conclusions:
- While EEG-based resting-state FC correlates with TMS-evoked brain activity, its predictive capacity is limited.
- These findings highlight the need for cautious interpretation of EEG FC in both sensor and source space analyses.
- Further research is needed to fully elucidate the relationship between functional connectivity and causal brain interactions.
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