Transcriptomics-informed large-scale cortical model captures topography of pharmacological neuroimaging effects of LSD
This brain modelling study finds the topographic effects (where) LSD changes functional connectivity (FC) in the brain, via the modulation of serotonin 2A pyramidal cells.
Authors
- Franz Vollenweider
- Katrin Preller
- John Krystal
Published
Abstract
Psychoactive drugs can transiently perturb brain physiology while preserving brain structure. The role of physiological state in shaping neural function can therefore be investigated through neuroimaging of pharmacologically-induced effects. This paradigm has revealed that neural and experiential effects of lysergic acid diethylamide (LSD) are attributable to its agonist activity at the serotonin-2A receptor. Here, we integrate brainwide transcriptomics with biophysically-based large-scale circuit modeling to simulate acute neuromodulatory effects of LSD on human cortical dynamics. Our model captures the topographic effects of LSD-induced changes in cortical BOLD functional connectivity. These findings suggest that serotonin-2A-mediated modulation of pyramidal cell gain is the circuit mechanism through which LSD alters cortical functional topography. Individual-subject fitting reveals that the model captures patterns of individual neural differences in drug response that predict altered states of consciousness. This work establishes a framework for linking molecular-level manipulations to salient changes in brain function, with implications for precision medicine.
Research Summary of 'Transcriptomics-informed large-scale cortical model captures topography of pharmacological neuroimaging effects of LSD'
Introduction
Previous neuroimaging studies have shown that acute pharmacological perturbations can reveal how physiological state shapes large-scale brain dynamics. Serotonergic hallucinogens such as LSD produce rapid and reproducible changes in consciousness that are linked to widespread, stereotyped disruptions of functional networks. Burt and colleagues note prior findings that LSD-induced alterations in BOLD functional connectivity, operationalised as global brain connectivity (GBC), are abolished by pre-treatment with the selective 5-HT2A antagonist ketanserin and that the regional pattern of LSD-induced GBC change aligns with the spatial expression of HTR2A, the gene encoding the 5-HT2A receptor. Despite these observations, the circuit-level mechanism through which 5-HT2A activation produces the observed topography of functional reorganisation remained unresolved. This study therefore combines brain-wide transcriptomics with a biophysically grounded large-scale cortical model to test whether regionally heterogeneous modulation of neuronal gain, scaled by HTR2A expression, can reproduce LSD-induced GBC topography. The investigators aim to (i) implement a physiologically interpretable model of cortex capable of simulating BOLD signals, (ii) perturb the model by regionally varying gain in proportion to transcriptomic maps, and (iii) determine whether the model reproduces group-level and individual-subject patterns of LSD effects and their relation to altered states of consciousness.
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Study Details
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- APA Citation
Burt, J. B., Preller, K. H., Demirtas, M., Ji, J. L., Krystal, J. H., Vollenweider, F. X., Anticevic, A., & Murray, J. D. (2021). Transcriptomics-informed large-scale cortical model captures topography of pharmacological neuroimaging effects of LSD. eLife, 10. https://doi.org/10.7554/elife.69320
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