Neuroimage
May 25, 2019
Louis-David Lord, Paul Expert, Selen Atasoy et al.
249 citations
Brain function can be understood as the exploration of a repertoire of metastable connectivity patterns that underlie different mental processes. Intravenous infusion of psilocybin rapidly modulates how the brain dynamically explores these resting-state networks. Using a data-driven approach focused on the leading eigenvector of BOLD phase coherence at single-TR resolution, recurrent BOLD phase-locking patterns were assessed pre- and post-infusion. A frontoparietal subsystem pattern was strongly destabilized after psilocybin, while a pattern characterized by global BOLD phase coherence became more probable. These results demonstrate network-specific neuromodulation by psilocybin, bridging molecular pharmacodynamics and whole-brain network dynamics.
Sci Rep
December 15, 2017
Selen Atasoy, Leor Roseman, Mendel Kaelen et al.
225 citations
LSD alters the energy and power of individual harmonic brain states in a frequency-selective manner, leading to an expansion of the repertoire of active brain states. This expansion is non-random, suggesting a general re-organization of brain dynamics. The frequency distribution of active brain states under LSD closely follows power-laws, indicating a re-organization of dynamics at the edge of criticality. These findings provide insight into how LSD affects brain function and open new methods for understanding complex brain dynamics in health and disease.
The Neuroscientist
September 1, 2017
Selen Atasoy, Gustavo Deco, Morten L. Kringelbach et al.
131 citations
Spontaneous brain activity exhibits coherent oscillations across a wide range of frequencies, with temporal patterns highly correlated across distributed cortical areas, forming resting state networks. This work introduces harmonic brain modes as fundamental building blocks of complex spatiotemporal neural activity, defined as harmonic modes of structural connectivity (connectome harmonics) that yield fully synchronous activity patterns with different frequency oscillations constrained by brain structure. This framework links space and time in brain dynamics. The authors show how harmonic brain modes explain neurophysiological, temporal, and network-level changes across mental states (wakefulness, sleep, anesthesia, psychedelic). Spatial and temporal characteristics emerge from the interplay between excitation and inhibition, fitting changes associated with different mental states, offering tools for understanding brain dynamics in various states of consciousness.
Communications biology
January 28, 2023
Andrea I Luppi, Jakub Vohryzek, Morten L Kringelbach et al.
98 citations
Consciousness depends on how tightly brain function follows the brain's physical wiring. Using MRI scans, researchers measured structure-function coupling across spatial scales in people who were unconscious from anesthesia or brain injury and in people under psychedelics (LSD or ketamine). During loss of consciousness, function more closely tracked the brain's structural connections, a signature that could distinguish behaviorally similar brain-injured patients and detect covert consciousness. In contrast, psychedelics decoupled function from structure, and this decoupling correlated with physiological and subjective scores. The findings suggest that connectome harmonic decomposition reveals how neuromodulation and network architecture jointly shape consciousness.
Prog Brain Res
October 25, 2018
Selen Atasoy, Jakub Vohryzek, Gustavo Deco et al.
67 citations
Psychedelics produce distinct brain activity patterns characterized by frequency-specific energy changes and an expanded repertoire of functional states, as revealed through connectome-harmonic decomposition. These neural signatures suggest that psychedelics increase the brain's flexibility and diversity of activity, which may underlie their therapeutic benefits for mental health.
Neuroimage
January 29, 2021
Beatrice M. Jobst, Selen Atasoy, Adrián Ponce-Alvarez et al.
37 citations
After taking LSD, the brain's dynamics become less stable and more diverse in response to perturbations. Using a whole-brain computational model fitted to fMRI data from individuals under LSD or placebo, researchers simulated external disruptions to different brain regions. They measured recovery time with the Perturbational Integration Latency Index (PILI). Globally, LSD caused consistently higher PILI values, indicating a shift further from stable equilibrium. Locally, the largest differences appeared in the limbic, visual, and default mode networks. LSD also increased variability of PILI across brain regions, suggesting greater response diversity. These findings reveal brain-wide dynamical changes underlying the psychedelic state and suggest potential clinical applications for psychiatric disorders.
bioRxiv (Cold Spring Harbor Laboratory)
August 10, 2020
Andrea I. Luppi, Jakub Vohryzek, Morten L. Kringelbach et al.
26 citations
preprint
Consciousness arises from how the brain's structural wiring shapes its dynamic activity. By decomposing resting-state fMRI data into harmonic modes of the human structural connectome, a generalizable signature of lost consciousness emerges—whether from anesthesia or brain injury—while a reversed signature characterizes psychedelic states induced by LSD or ketamine, reflecting decoupling of function from structure. This connectome harmonic approach discriminates between behaviorally indistinguishable brain-injured patients and tracks covert consciousness, linking neurobiology to conscious experience.
bioRxiv (Cold Spring Harbor Laboratory)
July 14, 2017
Selen Atasoy, Leor Roseman, Mendel Kaelen et al.
25 citations
preprint
Lysergic acid diethylamide (LSD) alters the energy and power of individual harmonic brain states in a frequency-selective manner, expanding the repertoire of active brain states. This non-random increase in co-activation across frequencies suggests a general re-organization of brain dynamics. The frequency distribution of active brain states under LSD follows power-laws, indicating dynamics at the edge of criticality. These methods offer insights into complex brain dynamics in health and disease.
National science review
May 1, 2024
Jakub Vohryzek, Joana Cabral, Christopher Timmermann et al.
13 citations
The human brain's activity constantly reorganizes across space and time, and decomposing whole-brain recordings into harmonic modes reveals gradient-like patterns linked to different functions. Using the HADES framework, researchers analyzed brain activity in healthy participants after taking the serotonergic psychedelic DMT. They found significant decreases in contributions across most low-frequency harmonic modes during the DMT state. Specifically, the second functional harmonic, which represents the uni- to transmodal functional hierarchy, decreased, supporting the hypothesis that psychedelics alter this hierarchy. Dynamic measures of fractional occupancy, lifetime, and latent space precisely described the changes in the brain's spacetime hierarchical organization during the psychedelic state.
Cerebral cortex (New York, N.Y. : 1991)
February 5, 2025
Ruby M Potash, Winson F Z Yang, Brian Winston et al.
11 citations
Advanced concentrative absorption meditation produces distinct, distributed brain-wide activity patterns that differ from ordinary consciousness, as shown by ultrahigh-field 7T fMRI in a single expert meditator. Using geometric eigenmode decomposition, the study found elevated global brain state power and energy during meditation compared to control tasks, with mid-frequency brain state power and energy following a non-random, cubic trajectory across the meditation sequence. These brain state differences correlated with subjective reports of attention, meditation quality, and sensations. The findings reveal similarities and differences between advanced meditation and psychedelic-induced states, offering insights into refined conscious states and their implications for well-being.
bioRxiv (Cold Spring Harbor Laboratory)
July 25, 2018
Louis-David Lord, Paul Expert, Selen Atasoy et al.
10 citations
preprint
Brain activity can be viewed as exploring a landscape of different activity patterns over time, shifting between stable states of functional connectivity that support various mental processes. In a study using fMRI data from healthy participants given intravenous psilocybin (the active compound in magic mushrooms), researchers analyzed how this dynamical landscape changes during the psychedelic state. They found that a connectivity state linked to the fronto-parietal control system became strongly destabilized, while transitions toward a globally synchronized state increased. These changes suggest the psychedelic state biases the brain toward global integration at the cost of local network segregation, offering a mechanistic perspective on the subjective psychedelic experience and potential guidance for pharmacological interventions in neuropsychiatric disorders.
bioRxiv (Cold Spring Harbor Laboratory)
May 31, 2024
Jakub Vohryzek, Selen Atasoy, Gustavo Deco et al.
8 citations
preprint
Psychedelic substances like DMT, psilocybin, LSD, and ketamine alter brain function by reshaping the repertoire of connectome harmonics—patterns of neural activity that depend on the brain's structural network of white matter pathways. Under DMT, the entropy of these harmonics increases, indicating a more diverse range of brain states. For the first time, changes in the energy spectrum and entropy of connectome harmonics were shown to track the intensity of subjective experience in real time, suggesting a close link between the brain's harmonic activity and conscious experience.
bioRxiv
August 21, 2023
Jakub Vohryzek, Joana Cabral, Christopher Timmermann et al.
7 citations
preprint
The brain's activity constantly reorganizes across space and time. A new framework called Harmonic Decomposition of Spacetime (HADES) was developed to track how spatial activity patterns (harmonic modes) change over time. As a proof-of-principle, HADES was applied to brain recordings from healthy participants under the psychedelic DMT and in a normal state. DMT significantly decreased contributions from most low-frequency harmonic modes. After normalizing by condition, a specific decrease appeared in the second functional harmonic, which represents the brain's hierarchy from unimodal to transmodal regions, supporting the hypothesis that psychedelics alter this functional hierarchy. Dynamic measures of fractional occupancy, lifetime, and latent space precisely described changes in the spacetime hierarchical organization of brain activity during the psychedelic state.
PsyArXiv
October 20, 2024
Hugh McGovern, Marco Aqil, Selen Atasoy et al.
4 citations
preprint
Archetypes, as described by Carl Jung, can be understood through modern neuroscience. The article proposes that archetypes arise from a three-part interaction: subcortical systems provide an affective core, altered states like those induced by psychedelics generate archetypal imagery, and higher cortical areas encode archetypal stories. The Free Energy Principle and Predictive Processing are used as foundational frameworks. Archetypes may be transmitted socially, forming a collective unconscious through learning and attunement. The work offers testable hypotheses about the neurological bases of archetypes, aiming to bridge Jungian psychology with neuroscience and encourage empirical investigation.
British journal of anaesthesia
April 1, 2025
Milan Van Maldegem, Jakub Vohryzek, Selen Atasoy et al.
3 citations
Ketamine, at anesthetic doses, produces a state where people are unresponsive yet often report vivid inner experiences, separating conscious awareness from behavioral responsiveness. Using connectome harmonic decomposition on fMRI data, researchers found that brain signals during ketamine-induced unresponsiveness show increased fine-grained spatial patterns, indicating higher neural granularity. This harmonic signature aligned with those of LSD-induced and ketamine-induced psychedelic states, but misaligned with signatures from unconscious individuals due to propofol sedation or brain injury. The method can track changes in conscious awareness even when behavior is absent, offering a tool for consciousness and anesthesia research.
Neuropsychopharmacology
September 12, 2025
Jakub Vohryzek, Andrea I. Luppi, Selen Atasoy et al.
2 citations
The brain's function depends on its structural wiring, and psychedelics alter this relationship. Using connectome harmonic decomposition, a method linking brain activity to the network of white matter pathways, the authors show that under N,N-dimethyltryptamine (DMT), the brain's harmonic repertoire shifts similarly to that seen with psilocybin, LSD, and ketamine. Repertoire entropy—a measure of the diversity of brain states—increases under DMT. For the first time, the energy spectrum difference and repertoire entropy of connectome harmonics track the intensity of subjective experience in real time, indicating a close coupling between brain network dynamics and conscious experience.
bioRxiv (Cold Spring Harbor Laboratory)
June 25, 2024
Milan van Maldegem, Jakub Vohryzek, Selen Atasoy et al.
2 citations
preprint
Ketamine, a dissociative anesthetic, produces different brain dynamics at anesthetic versus sub-anesthetic doses. Using connectome harmonic decomposition (CHD) to analyze resting-state fMRI data from volunteers during ketamine-induced unresponsiveness, the study found increased prevalence of localized harmonics, similar to patterns seen in psychedelic states induced by LSD or psilocybin. This contrasts with traditional GABAergic sedation (e.g., propofol), where global harmonics increase with higher doses. The results indicate that ketamine-induced unresponsiveness does not necessarily suppress conscious experience and influences connectome harmonics oppositely to GABAergic hypnotics. CHD may track alterations in conscious awareness rather than behavioral responsiveness.
bioRxiv Preprint Server
January 5, 2021
Beatrice M. Jobst, Selen Atasoy, Adrián Ponce-Alvarez et al.
1 citation
preprint
LSD alters brain dynamics by shifting the brain's global working point further from a stable equilibrium, as shown by consistently higher Perturbational Integration Latency Index (PILI) values after intake. Using a whole-brain computational model perturbed in silico, the largest differences were found in the limbic, visual, and default mode networks. Greater variability of PILI values across brain regions under LSD indicates higher response diversity to external perturbations. These findings provide insights into the brain-wide dynamical changes underlying the psychedelic state and suggest possible clinical applications for psychiatric disorders.
Neurosci Conscious
October 18, 2025
Hugh McGovern, Marco Aqil, Selen Atasoy et al.
Archetypes—universal symbols and patterns in the deep unconscious—can be understood through a neuroscientific lens that integrates Carl Jung's theory with the Free Energy Principle and Predictive Processing. The article proposes a three-part interplay among high-level cortex, low-level cortex, and subcortical/affective systems to explain how archetypes arise, especially during altered states like psychedelic experiences. It suggests that archetypes have an affective core in subcortical regions, emerge as imagery in altered states, and are encoded as stories in higher cortical areas. The collective unconscious may develop through social learning and attunement, transmitting archetypes between individuals. This synthesis offers testable hypotheses about the neural basis of archetypes, aiming to validate Jungian concepts and encourage further empirical research.