Modeling the Effects of Propofol on Brain Activity: Insights from Computational EEG Studies
Zahran, S.
Show abstract
The effects of anesthetic agents like propofol on brain activity provide critical insights into how consciousness is altered during anesthesia. This article presents a computational approach to modeling the impact of propofol on the brains electrical activity using the COALIA model, a large-scale neural mass model of human EEG designed for consciousness research. Propofol enhances GABA_A-mediated synaptic inhibition, leading to characteristic EEG signatures such as alpha oscillations (8-12 Hz) and slow-wave oscillations (0.1-1.5 Hz). We model these effects by modulating the parameters of postsynaptic potentials and synaptic strength, simulating the action of propofol at both the molecular and network levels. COALIAs detailed representation of thalamo-cortical and cortico-cortical networks provides realistic simulations of brain dynamics under anesthesia, closely replicating experimental EEG data. Our findings highlight the importance of network-level interactions in producing the distinctive EEG changes seen during propofol-induced unconsciousness. This research paves the way for future applications in personalized anesthesia monitoring and consciousness assessment through EEG modeling.
Matching journals
The top 6 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Computational modelling of the long-term effects of brain stimulation on the local and global structural connectivity of epileptic patients 94%
- Diffusion model-based image generation from rat brain activity 93%
- Quantitative assessment of the relationship between behavioral and autonomic dynamics during propofol-induced unconsciousness 93%
Similar papers in this journal
- Pumping Up your Predictive Power for Cognitive State Detection with the Proper GAINS 93%
- Evidence that alpha blocking is due to increases in system-level oscillatory damping not neuronal population desynchronisation 93%
- EEG microstate dynamics indicate a U-shaped path to propofol-induced loss of consciousness 92%
Similar papers in this journal
Similar papers in this journal
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.