LSD flattens the hierarchy of directed information flow in fast whole-brain dynamics

dc.contributor.author
Shinozuka, Kenneth
dc.contributor.author
Tewarie, Prejaas
dc.contributor.author
Luppi, Andrea I.
dc.contributor.author
Lynn, Christopher
dc.contributor.author
Roseman, Leor
dc.contributor.author
Muthukumaraswamy, Suresh
dc.contributor.author
Nutt, David J.
dc.contributor.author
Carhart-Harris, Robin L.
dc.contributor.author
Deco, Gustavo
dc.contributor.author
Kringelbach, Morten L.
dc.date.accessioned
2026-03-03T03:57:51Z
dc.date.available
2026-03-03T03:57:51Z
dc.date.issued
2026-03-02T12:49:49Z
dc.date.issued
2026-03-02T12:49:49Z
dc.date.issued
2025
dc.date.issued
2026-03-02T12:49:49Z
dc.identifier
Shinozuka K, Tewarie P, Luppi AI, Lynn C, Roseman L, Muthukumaraswamy S, Nutt DJ, Carhart-Harris RL, Deco G, Kringelbach ML. LSD flattens the hierarchy of directed information flow in fast whole-brain dynamics. Imaging Neurosci. 2025;3:imag_a_00420. DOI: 10.1162/imag_a_00420
dc.identifier
2837-6056
dc.identifier
https://hdl.handle.net/10230/72696
dc.identifier
http://dx.doi.org/10.1162/imag_a_00420
dc.identifier.uri
https://hdl.handle.net/10230/72696
dc.description.abstract
Psychedelics are serotonergic drugs that profoundly alter consciousness, yet their neural mechanisms are not fully understood. A popular theory, RElaxed Beliefs Under pSychedelics (REBUS), posits that psychedelics flatten the hierarchy of information flow in the brain. Here, we investigate hierarchy based on the imbalance between sending and receiving brain signals, as determined by directed functional connectivity. We measure properties of directed functional hierarchy in a magnetoencephalography (MEG) dataset of 16 healthy human participants who were administered a psychedelic dose (75 micrograms, intravenous) of lysergic acid diethylamide (LSD) under four different conditions: eyes-closed with or without music and eyes-open with or without a video stimulus. Across the whole brain, LSD diminishes the asymmetry of directed connectivity when averaged across time. Additionally, we demonstrate that machine learning classifiers distinguish between LSD and placebo more accurately when trained on one of our hierarchy metrics than when trained on traditional measures of functional connectivity. Taken together, these results indicate that LSD weakens the hierarchy of directed connectivity in the brain by increasing the balance between senders and receivers of neural signals.
dc.format
application/pdf
dc.format
application/pdf
dc.language
eng
dc.publisher
MIT Press
dc.relation
Imaging Neuroscience. 2025;3:imag_a_00420
dc.rights
© 2024 The Authors. Published under a Creative Commons Attribution 4.0 International (CC BY 4.0) license. This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International (CC BY 4.0) license, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. For a full description of the license, please visit https://creativecommons.org/licenses/by/4.0/legalcode.
dc.rights
https://creativecommons.org/licenses/by/4.0/legalcode
dc.rights
info:eu-repo/semantics/openAccess
dc.subject
Psychedelics
dc.subject
LSD
dc.subject
Hierarchy
dc.subject
Entropy
dc.subject
MEG
dc.subject
Functional connectivity
dc.title
LSD flattens the hierarchy of directed information flow in fast whole-brain dynamics
dc.type
info:eu-repo/semantics/article
dc.type
info:eu-repo/semantics/publishedVersion


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