A whole-brain model of the neural entropy increase elicited by psychedelic drugs
Using a whole‑brain model of serotonergic neuromodulation, the authors reproduce the global increase in spontaneous neural entropy caused by 5‑HT2A receptor agonists and provide the first model‑based mechanistic explanation for this effect. They further show that entropy increases are largest in visuo‑occipital regions and that the whole‑brain reconfiguration is better explained by the topology of anatomical connectivity than by receptor density.
Authors
- Fernando Rosas
- Enzo Tagliazucchi
- Robin Carhart-Harris
Published
Abstract
Psychedelic drugs, including lysergic acid diethylamide (LSD) and other agonists of the serotonin 2A receptor (5HT2A-R), induce drastic changes in subjective experience, and provide a unique opportunity to study the neurobiological basis of consciousness. One of the most notable neurophysiological signatures of psychedelics, increased entropy in spontaneous neural activity, is thought to be of relevance to the psychedelic experience, mediating both acute alterations in consciousness and long-term effects. However, no clear mechanistic explanation for this entropy increase has been put forward so far. We sought to do this here by building upon a recent whole-brain model of serotonergic neuromodulation, to study the entropic effects of 5HT2A-R activation. Our results reproduce the overall entropy increase observed in previous experiments in vivo, providing the first model-based explanation for this phenomenon. We also found that entropy changes were not uniform across the brain: entropy increased in all regions, but the larger effect were localised in visuo-occipital regions. Interestingly, at the whole-brain level, this reconfiguration was not well explained by 5HT2A-R density, but related closely to the topological properties of the brain’s anatomical connectivity. These results help us understand the mechanisms underlying the psychedelic state and, more generally, the pharmacological modulation of whole-brain activity.
Research Summary of 'A whole-brain model of the neural entropy increase elicited by psychedelic drugs'
Introduction
Psychedelic drugs acting at the serotonin 2A receptor (5HT2A-R), such as LSD, DMT and psilocybin, produce profound alterations of perception, cognition and selfhood. Earlier empirical work has identified two prominent neurophysiological signatures of the acute psychedelic state: suppression of alpha-band spectral power and an increase in the information-theoretic diversity of neural signals, commonly expressed as an increase in entropy. These entropy increases have been proposed to relate to both the acute alterations of consciousness and some longer-term psychological effects, and lie at the heart of the Entropic Brain Hypothesis (EBH), which links richness of subjective experience to the diversity of ongoing neural activity. Despite converging experimental evidence for elevated neural entropy under psychedelics, a clear mechanistic, whole-brain explanation for how 5HT2A-R activation produces these entropy changes has been lacking. Herzog and colleagues set out to provide a mechanistic account by extending a Dynamic Mean-Field (DMF) whole-brain model that incorporates neuromodulation by 5HT2A-R. The study aimed to test whether modulating neuronal response gain according to the empirical topography of 5HT2A-R could reproduce the experimentally observed increase in neural entropy, to map the regional patterning of entropy change, and to identify the roles of receptor density and structural connectivity (and their topological properties) in explaining those changes. By simulating resting-state population firing rates with and without 5HT2A-R activation and analysing regional differential entropy, the investigators sought a model-based explanation for the entropic effects attributed to serotonergic psychedelics.
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Herzog, R., Mediano, P. A. M., Rosas, F. E., Lodder, P., Carhart-Harris, R., Perl, Y. S., Tagliazucchi, E., & Cofre, R. (2023). A whole-brain model of the neural entropy increase elicited by psychedelic drugs. Scientific Reports, 13(1). https://doi.org/10.1038/s41598-023-32649-7
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