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Jakub Vohryzek

University of Oxford, Aarhus University

36 papers in the library · 452 citations · publishing 2018-2026

Papers

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Flattened brain hierarchy and increased EEG complexity during unusual bodily experiences and out-of-body experiences

bioRxiv (Cold Spring Harbor Laboratory) August 4, 2026 Teresa Campillo-Ferrer, Tomas Berjaga-Buisan, Antonella Iadarola et al. preprint

Abstract Experiences in which the sense of the body becomes distorted offer a unique window into how the brain constructs the bodily self. Despite their clinical relevance in conditions such as depersonalization and body-image disorders, large-scale brain dynamics underlying unusual bodily experiences (UBEs) remain poorly understood, and no prior study has examined them systematically across...

Complex harmonic manifolds in mindfulness-based cognitive therapy for major depressive disorder

medRxiv July 8, 2026 Paulina Clara Dagnino, Anne Maj van der Velden, Yonatan Sanz Perl et al.

Major depressive disorder (MDD) is a heterogeneous mental disorder characterised by rumination. Mindfulness-based cognitive therapy (MBCT) is an evidence-based treatment developed to target rumination and recurrence risk. Ongoing studies have begun to identify neural changes associated with treatment effects. However, the low-dimensional organisation underlying whole-brain dynamics remains...

Changes in hierarchical brain dynamics of rumination following mindfulness-based cognitive therapy for depression

medRxiv June 23, 2026 Paulina Clara Dagnino, Anne Maj van der Velden, Henricus G. Ruhé et al.

Abstract Major depressive disorder (MDD) is a leading cause of disability worldwide with risk of onset and recurrence linked to depressive ruminative thought patterns. Mindfulness-based cognitive therapy (MBCT) is an evidence-based treatment for depression that targets the ability to recognise, decenter, and disengage from ruminative thought patterns. Elucidating how MBCT impacts hierarchical...

The blueprint of human functional architecture shifts from cognition to anatomy during perturbations of consciousness

bioRxiv Preprint Server June 7, 2026 Andrea I. Luppi, Dragana Manasova, Justine Y. Hansen et al. preprint

Consciousness and cognition arise from the ongoing interactions between brain regions. Synchronous fluctuations of fMRI signals may indicate that two brain regions perform similar cognitive functions, but neural interactions are also constrained by anatomical connectivity and regions’ molecular, cytoarchitectonic, and metabolic profiles. Here we disentangle the respective contributions of...

An algorithmic agent model of pure awareness and minimal experiences

Philosophy and the Mind Sciences May 27, 2026 Edmundo Lopez-Sola, Roser Sanchez-Todo, Jakub Vohryzek et al. 1 citation

The phenomenon of “pure awareness”, central to many contemplative traditions, has recently attracted scientific interest for its relevance to the study of consciousness. In this paper, we investigate pure awareness through the algorithmic agent model, a computational framework with roots in algorithmic information theory. This framework proposes that agents build compressive models of the...

The Complex Brain Hypothesis: Resolving the Entropy-Content Conundrum in Minimal Phenomenal Experience

arXiv (Cornell University) May 15, 2026 Jonas Mago, Edmundo Lopez-Sola, Jakub Vohryzek et al.

Minimal Phenomenal Experiences (MPEs) are states of consciousness in which wakefulness is preserved but phenomenal content is low or absent. The Entropic Brain Hypothesis (EBH) is a model of conscious processes that regards the entropy of spontaneous brain activity as a marker of 'phenomenal richness', exemplified by high-content psychedelic experiences (HCPEs). Yet recent human neuroimaging...

Dynamic Repertoire of Brain Networks in Mindfulness-Based Cognitive Therapy During Rumination: A Randomized Controlled Trial

Biological Psychiatry Global Open Science May 14, 2026 Anne Maj van der Velden, Jakub Vohryzek, Paulina Clara Dagnino et al.

BACKGROUND Depression is a prevalent and debilitating affective disorder characterised by the dominance and persistence of depressive rumination. Mindfulness-based cognitive therapy (MBCT) is an effective treatment for recurrent depression developed specifically to target rumination and recurrence risk by training metacognitive awareness and adaptive attention, emotion and self-regulation...

Brain Dynamics of Classical Psychedelics Show Paradoxical Hierarchical Flattening With Increased Complexity

SSRN Electronic Journal 2026 Jakub Vohryzek, Elvira Garcia Guzman, Morten L. Kringelbach et al. 1 citation

Despite divergent behavioral and phenomenological profiles, both psychedelic states and reduced states of consciousness have been associated with a flattening of the brain's functional hierarchy. To address this apparent paradox, we developed a more specific definition of hierarchy based on the proximity of the brain to thermodynamic equilibrium and then applied it to investigate the changes to...

Disrupted hierarchical organization in disorders of consciousness revealed by fluctuation-dissipation deviations

bioRxiv (Cold Spring Harbor Laboratory) October 3, 2025 Marian Martínez-Marín, Jakub Vohryzek, Anira Escrichs et al. 1 citation preprint

Abstract Evaluating consciousness levels after coma remains clinically challenging, and probing the brain’s functional hierarchy offers model-based biomarkers of brain states. We characterize the hierarchy loss in disorders of consciousness (DoC) via departures from non-equilibrium dynamics. Irreversible, directed interactions are indexed by deviation from the fluctuation– dissipation theorem...

Whole-Brain Models of Advanced Concentrative Absorption Meditation: Approaching Critical Dynamics through Jhāna

bioRxiv September 25, 2025 Jakub Vohryzek, Edmundo Lopez-Sola, Winson F.z. Yang et al. preprint

Advanced meditation offers a powerful lens for investigating consciousness and for understanding how sustained training may contribute to human flourishing. In the spirit of neurophenomenology, we combine first-person reports with model-free empirical analyses and formal whole-brain modeling to investigate the mechanisms underlying advanced meditative states and minimal phenomenal experience...

N,N-dimethyltryptamine effects on connectome harmonics, subjective experience and comparative psychedelic experiences.

Neuropsychopharmacology September 12, 2025 Jakub Vohryzek, Andrea I. Luppi, Selen Atasoy et al. 2 citations

Exploring the intricate relationship between brain's structure and function, and how this affects subjective experience is a fundamental pursuit in neuroscience. Psychedelic substances offer a unique insight into the influences of specific neurotransmitter systems on perception, cognition and consciousness. Specifically, their impact on brain function propagates across the structural connectome...

Perturbing whole‐brain models of brain hierarchy: An application for depression following pharmacological treatment

Annals of the New York Academy of Sciences July 21, 2025 Marcel Socoró-garrigosa, Yonatan Sanz Perl, Morten L. Kringelbach et al. 3 citations

Abstract Determining the scale of neural representations is a central challenge in neuroscience. While localized representations have traditionally dominated, evidence suggests information is also encoded in distributed, hierarchical networks. Recent research indicates that the hierarchy of causal influences shaping functional patterns serves as a signature of distinct brain states, with...

Connectome harmonic decomposition tracks the presence of disconnected consciousness during ketamine-induced unresponsiveness.

British Journal of Anaesthesia April 1, 2025 Milan Van Maldegem, Jakub Vohryzek, Selen Atasoy et al. 3 citations

Ketamine, in doses suitable to induce anaesthesia in humans, gives rise to a unique state of unresponsiveness accompanied by vivid experiences and sensations, making it possible to disentangle the correlated but distinct concepts of conscious awareness and behavioural responsiveness. This distinction is often overlooked in the study of consciousness. The mathematical framework of connectome...

Cross-Frequency Coupling as a Neural Substrate for Prediction Error Evaluation: A Laminar Neural Mass Modeling Approach

bioRxiv (Cold Spring Harbor Laboratory) March 19, 2025 Giulio Ruffini, Edmundo Lopez-Sola, Raul P. Aristides et al. 8 citations preprint

Abstract Predictive coding frameworks suggest that neural computations rely on hierarchical error minimization, where sensory signals are evaluated against internal model predictions. However, the neural implementation of this inference process remains unclear. We propose that cross-frequency coupling (CFC) furnishes a fundamental mechanism for this form of inference. We first demonstrate that...

Dynamical repertoire of brain networks in mindfulness cognitive behavioural therapy during rumination: A randomized controlled trial

medRxiv February 7, 2025 Jakub Vohryzek, Anne Maj van der Velden, Willem Kuyken et al. 1 citation preprint

BACKGROUND: Depression is a prevalent and debilitating affective disorder characterised by the dominance and persistence of depressive rumination. Mindfulness-based cognitive therapy (MBCT) is an effective treatment for recurrent depression developed specifically to target rumination and recurrence risk by training metacognitive awareness and adaptive attention, emotion and self-regulation...

Structured Dynamics in the Algorithmic Agent.

Entropy (Basel, Switzerland) January 19, 2025 Giulio Ruffini, Francesca Castaldo, Jakub Vohryzek 6 citations

In the Kolmogorov Theory of Consciousness, algorithmic agents utilize inferred compressive models to track coarse-grained data produced by simplified world models, capturing regularities that structure subjective experience and guide action planning. Here, we study the dynamical aspects of this framework by examining how the requirement of tracking natural data drives the structural and...

Restoring Oscillatory Dynamics in Alzheimer’s Disease: A Laminar Whole-Brain Model of Serotonergic Psychedelic Effects

bioRxiv (Cold Spring Harbor Laboratory) December 16, 2024 Jan C. Gendra, Edmundo Lopez-Sola, Francesca Castaldo et al. 7 citations preprint

Abstract Classical serotonergic psychedelics show promise in addressing neurodegenerative disorders such as Alzheimer’s disease by modulating pathological brain dynamics. However, the precise neurobiological mechanisms underlying their effects remain elusive. This study introduces a personalized whole-brain model built upon a laminar neural mass framework to elucidate these effects. Using...

Long-term effects of psilocybin on dynamic and effectivity connectivity of fronto-striatal-thalamic circuits

bioRxiv (Cold Spring Harbor Laboratory) November 7, 2024 Lorenzo Pasquini, Jakub Vohryzek, Anira Escrichs et al. 4 citations preprint

Abstract Psilocybin has been shown to induce fast and sustained improvements in mental well-being across various populations, yet its long-term mechanisms of action are not fully understood. Initial evidence suggests that longitudinal functional and structural brain changes implicate fronto-striatal-thalamic (FST) circuitry, a broad system involved in goal-directed behavior and motivational...

The Algorithmic Agent Perspective and Computational Neuropsychiatry: From Etiology to Advanced Therapy in Major Depressive Disorder

Entropy November 6, 2024 Giulio Ruffini, Francesca Castaldo, Edmundo Lopez-Sola et al. 10 citations

Major Depressive Disorder (MDD) is a complex, heterogeneous condition affecting millions worldwide. Computational neuropsychiatry offers potential breakthroughs through the mechanistic modeling of this disorder. Using the Kolmogorov theory (KT) of consciousness, we developed a foundational model where algorithmic agents interact with the world to maximize an Objective Function evaluating...

Whole brain modelling for simulating pharmacological interventions on patients with disorders of consciousness.

Communications Biology September 19, 2024 Iván Mindlin, Rubén Herzog, Laouen Belloli et al. 18 citations

Disorders of consciousness (DoC) represent a challenging and complex group of neurological conditions characterised by profound disturbances in consciousness. The current range of treatments for DoC is limited. This has sparked growing interest in developing new treatments, including the use of psychedelic drugs. Nevertheless, clinical investigations and the mechanisms behind them are...

Ketamine-Induced Unresponsiveness Shows a Harmonic Shift from Global to Localised Functional Organisation

bioRxiv (Cold Spring Harbor Laboratory) June 25, 2024 Milan Van Maldegem, Jakub Vohryzek, Selen Atasoy et al. 2 citations preprint

Abstract Ketamine is classified as a dissociative anaesthetic that, in sub-anaesthetic doses, can produce an altered state of consciousness characterised by dissociative symptoms, visual and auditory hallucinations, and perceptual distortions. Given the anaesthetic-like and psychedelic-like nature of this compound, it is expected to have different effects on brain dynamics in anaesthetic doses...

Time-resolved coupling between connectome harmonics and subjective experience under the psychedelic DMT

bioRxiv (Cold Spring Harbor Laboratory) May 31, 2024 Jakub Vohryzek, Selen Atasoy, Gustavo Deco et al. 8 citations preprint

Exploring the intricate relationship between brain's structure and function, and how this affects subjective experience is a fundamental pursuit in neuroscience. Psychedelic substances offer a unique insight into the influences of specific neurotransmitter systems on perception, cognition and consciousness. Specifically, their impact on brain function propagates across the structural...

The flattening of spacetime hierarchy of the N,N-dimethyltryptamine brain state is characterized by harmonic decomposition of spacetime (HADES) framework.

National Science Review May 1, 2024 Jakub Vohryzek, Joana Cabral, Christopher Timmermann et al. 13 citations

The human brain is a complex system, whose activity exhibits flexible and continuous reorganization across space and time. The decomposition of whole-brain recordings into harmonic modes has revealed a repertoire of gradient-like activity patterns associated with distinct brain functions. However, the way these activity patterns are expressed over time with their changes in various brain states...

Neural Geometrodynamics, Complexity, and Plasticity: A Psychedelics Perspective

Entropy January 22, 2024 Giulio Ruffini, Edmundo Lopez-Sola, Jakub Vohryzek et al. 15 citations

We explore the intersection of neural dynamics and the effects of psychedelics in light of distinct timescales in a framework integrating concepts from dynamics, complexity, and plasticity. We call this framework neural geometrodynamics for its parallels with general relativity’s description of the interplay of spacetime and matter. The geometry of trajectories within the dynamical landscape of...