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Gustavo Deco

Institució Catalana de Recerca i Estudis Avançats, Universitat Pompeu Fabra

69 papers in the library · 3,922 citations · publishing 2007-2026

Papers

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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...

Transient destabilization of whole brain dynamics induced by DMT

bioRxiv January 29, 2024 Juan Ignacio Piccinini, Yonatan Sanz Perl, Carla Pallavicini et al. preprint

Abstract The transition towards the brain state induced by psychedelic drugs is frequently neglected in favor of a static description of their acute effects. We used a time-dependent whole-brain model to reproduce large-scale brain dynamics measured with fMRI from 15 volunteers under 20 mg intravenous N,N-Dimethyltryptamine (DMT), a short-acting psychedelic. To capture its transient effects, we...

Brain dynamics predictive of response to psilocybin for treatment-resistant depression.

Brain Communications 2024 Jakub Vohryzek, Joana Cabral, Louis-David Lord et al. 33 citations

Psilocybin therapy for depression has started to show promise, yet the underlying causal mechanisms are not currently known. Here, we leveraged the differential outcome in responders and non-responders to psilocybin (10 and 25 mg, 7 days apart) therapy for depression-to gain new insights into regions and networks implicated in the restoration of healthy brain dynamics. We used large-scale brain...

Inducing a meditative state by artificial perturbations: A mechanistic understanding of brain dynamics underlying meditation.

Network neuroscience (Cambridge, Mass.) 2024 Paulina Clara Dagnino, Javier A. Galadí, Estela Càmara et al. 4 citations

Contemplative neuroscience has increasingly explored meditation using neuroimaging. However, the brain mechanisms underlying meditation remain elusive. Here, we implemented a mechanistic framework to explore the spatiotemporal dynamics of expert meditators during meditation and rest, and controls during rest. We first applied a model-free approach by defining a probabilistic metastable substate...

Whole-brain modelling supports the use of serotonergic psychedelics for the treatment of disorders of consciousness

bioRxiv Preprint Server December 29, 2023 Iván Mindlin, Rubén Herzog, Laouen Belloli et al. 7 citations preprint

Disorders of consciousness (DoC) are a challenging and complex group of neurological conditions characterised by absent or impaired awareness. The current range of therapeutic options for DoC patients is limited, offering few non-invasive pharmacological alternatives. This situation has sprung a growing interest in the development of novel treatments, such as the proposal to study the efficacy...

The meditative brain: State and trait changes in harmonic complexity for long-term mindfulness meditators

bioRxiv (Cold Spring Harbor Laboratory) November 17, 2023 Selen Atasoy, Anira Escrichs, Eloise Stark et al. 6 citations preprint

ABSTRACT Meditation is an ancient practice that is shown to yield benefits for cognition, emotion regulation and human flourishing. In the last two decades, there has been a surge of interest in extracting the neural correlates of meditation, in particular of mindfulness meditation. Yet, these efforts have been mostly limited to the analysis of certain regions or networks of interest and a...

Harmonic decomposition of spacetime (HADES) framework characterises the spacetime hierarchy of the DMT brain state

bioRxiv August 21, 2023 Jakub Vohryzek, Joana Cabral, Christopher Timmermann et al. 7 citations preprint

Abstract The human brain is a complex system, whose activity exhibits flexible and continuous reorganisation 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...

Inducing a meditative state by artificial perturbations: A causal mechanistic understanding of brain dynamics underlying meditation

bioRxiv Preprint Server July 27, 2023 Paulina Clara Dagnino, Javier A. Galadí, Estela Càmara et al. 1 citation preprint

Contemplative neuroscience has increasingly explored meditation using neuroimaging. However, the brain mechanisms underlying meditation remain elusive. Here, we implemented a causal mechanistic framework to explore the spatiotemporal dynamics of expert meditators during meditation and rest. We first applied a model-free approach by defining a probabilistic metastable substate (PMS) space for...

Metastability demystified — the foundational past, the pragmatic present, and the potential future

Preprints.org July 21, 2023 Fran Hancock, Fernando E. Rosas, Mengsen Zhang et al. 16 citations preprint

Healthy brain functioning depends on balancing stable integration between brain areas for effective coordinated functioning, with bursts of desynchronisation to allow subsystems to reconfigure and express functional specialisation. Metastability, a concept originated in statistical physics and dynamical systems theory, has been proposed as a key signature that characterises this balance....

The lack of temporal brain dynamics asymmetry as a signature of impaired consciousness states

Interface Focus April 14, 2023 Elvira G-Guzmán, Yonatan Sanz Perl, Jakub Vohryzek et al. 34 citations

Life is a constant battle against equilibrium. From the cellular level to the macroscopic scale, living organisms as dissipative systems require the violation of their detailed balance, i.e. metabolic enzymatic reactions, in order to survive. We present a framework based on temporal asymmetry as a measure of non-equilibrium. By means of statistical physics, it was discovered that temporal...

LSD-induced increase of Ising temperature and algorithmic complexity of brain dynamics.

PLoS Computational Biology February 1, 2023 Giulio Ruffini, Giada Damiani, Diego Lozano-Soldevilla et al. 28 citations

A topic of growing interest in computational neuroscience is the discovery of fundamental principles underlying global dynamics and the self-organization of the brain. In particular, the notion that the brain operates near criticality has gained considerable support, and recent work has shown that the dynamics of different brain states may be modeled by pairwise maximum entropy Ising models at...

The arrow of time of brain signals in cognition: Potential intriguing role of parts of the default mode network

Network Neuroscience December 23, 2022 Gustavo Deco, Yonatan Sanz Perl, Laura De la Fuente et al. 43 citations

A promising idea in human cognitive neuroscience is that the default mode network (DMN) is responsible for coordinating the recruitment and scheduling of networks for computing and solving task-specific cognitive problems. This is supported by evidence showing that the physical and functional distance of DMN regions is maximally removed from sensorimotor regions containing environment-driven...

Receptor-informed network control theory links LSD and psilocybin to a flattening of the brain's control energy landscape.

Nature Communications October 3, 2022 S Parker Singleton, Andrea I. Luppi, Robin Carhart-Harris et al. 156 citations

Psychedelics including lysergic acid diethylamide (LSD) and psilocybin temporarily alter subjective experience through their neurochemical effects. Serotonin 2a (5-HT2a) receptor agonism by these compounds is associated with more diverse (entropic) brain activity. We postulate that this increase in entropy may arise in part from a flattening of the brain's control energy landscape, which can be...

Low-dimensional organization of global brain states of reduced consciousness

bioRxiv Preprint Server September 28, 2022 Yonatan Sanz Perl, Carla Pallavicini, Juan Piccinini et al. preprint

Brain states are frequently represented using a unidimensional scale measuring the richness of subjective experience (level of consciousness). This description assumes a mapping between the high-dimensional space of whole-brain configurations and the trajectories of brain states associated with changes in consciousness, yet this mapping and its properties remain unknown. We combined whole-brain...

Brain dynamics predictive of response to psilocybin for treatment-resistant depression

Research Square September 20, 2022 Jakub Vohryzek, Joana Cabral, Louis-David Lord et al. 10 citations

Abstract Psilocybin therapy for depression has started to show promise, yet the underlying causal mechanisms are not currently known. Here we leveraged the differential outcome in responders and non-responders to psilocybin (10mg and 25mg, 7 days apart) therapy for depression - to gain new insights into regions and networks implicated in the restoration of healthy brain dynamics. We used...

Psychedelic resting-state neuroimaging: A review and perspective on balancing replication and novel analyses.

Neuroscience and Biobehavioral Reviews July 1, 2022 Drummond E-Wen Mcculloch, Gitte Moos Knudsen, Frederick Streeter Barrett et al. 14 citations

Clinical research into serotonergic psychedelics is expanding rapidly, showing promising efficacy across myriad disorders. Resting-state functional magnetic resonance imaging (rs-fMRI) is a commonly used strategy to identify psychedelic-induced changes in neural pathways in clinical and healthy populations. Here we, a large group of psychedelic imaging researchers, review the 42 research...

Unifying turbulent dynamics framework distinguishes different brain states

Communications Biology June 29, 2022 Anira Escrichs, Yonatan Sanz Perl, Carme Uribe et al. 67 citations

Significant advances have been made by identifying the levels of synchrony of the underlying dynamics of a given brain state. This research has demonstrated that non-conscious dynamics tend to be more synchronous than in conscious states, which are more asynchronous. Here we go beyond this dichotomy to demonstrate that different brain states are underpinned by dissociable spatiotemporal...

Understanding brain states across spacetime informed by whole-brain modelling

Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences May 23, 2022 Jakub Vohryzek, Joana Cabral, Peter Vuust et al. 62 citations

In order to survive in a complex environment, the human brain relies on the ability to flexibly adapt ongoing behaviour according to intrinsic and extrinsic signals. This capability has been linked to specific whole-brain activity patterns whose relative stability (order) allows for consistent functioning, supported by sufficient intrinsic instability needed for optimal adaptability. The...

Meditation-induced effects on whole-brain structural and effective connectivity

Brain Structure and Function May 6, 2022 Eleonora de Filippi, Anira Escrichs, Estela Càmara et al. 23 citations

In the past decades, there has been a growing scientific interest in characterizing neural correlates of meditation training. Nonetheless, the mechanisms underlying meditation remain elusive. In the present work, we investigated meditation-related changes in functional dynamics and structural connectivity (SC). For this purpose, we scanned experienced meditators and control (naive) subjects...

Effects of classic psychedelic drugs on turbulent signatures in brain dynamics

Network Neuroscience 2022 Josephine Cruzat, Yonatan Sanz Perl, Anira Escrichs et al. 28 citations

Abstract Psychedelic drugs show promise as safe and effective treatments for neuropsychiatric disorders, yet their mechanisms of action are not fully understood. A fundamental hypothesis is that psychedelics work by dose-dependently changing the functional hierarchy of brain dynamics, but it is unclear whether different psychedelics act similarly. Here, we investigated the changes in the...

Functional network antagonism and consciousness.

Network neuroscience (Cambridge, Mass.) 2022 Athena Demertzi, Aaron Kucyi, Adrián Ponce-Alvarez et al.

Spontaneous brain activity changes across states of consciousness. A particular consciousness-mediated configuration is the anticorrelations between the default mode network and other brain regions. What this antagonistic organization implies about consciousness to date remains inconclusive. In this Perspective Article, we propose that anticorrelations are the physiological expression of the...

Temporal irreversibility of neural dynamics as a signature of consciousness

bioRxiv Preprint Server September 2, 2021 Laura De la Fuente, Federico Zamberlán, Hernan Bocaccio et al. preprint

Even though the fundamental laws of physics are the same when the direction of time is inverted, dissipative systems evolve in the preferred temporal direction indicated by the thermodynamic arrow of time. The fundamental nature of this temporal asymmetry led us to hypothesize its presence in the neural activity evoked by conscious perception of the physical world, and thus its covariance with...

Nonequilibrium brain dynamics as a signature of consciousness

Physical review. E July 28, 2021 Yonatan Sanz Perl, Hernan Bocaccio, Carla Pallavicini et al. 82 citations

The cognitive functions of human and nonhuman primates rely on the dynamic interplay of distributed neural assemblies. As such, it seems unlikely that cognition can be supported by macroscopic brain dynamics at the proximity of equilibrium. We confirmed this hypothesis by investigating electrocorticography data from nonhuman primates undergoing different states of unconsciousness (sleep, and...

Deep learning the arrow of time in brain activity: characterising brain-environment behavioural interactions in health and disease

bioRxiv (Cold Spring Harbor Laboratory) July 4, 2021 Gustavo Deco, Yonatan Sanz Perl, Jacobo Sitt et al. 16 citations preprint

Abstract The complex intrinsic and extrinsic forces from the body and environment push the brain into non-equilibrium. The arrow of time, central to thermodynamics in physics, is a hallmark of non-equilibrium and serves to distinguish between reversible and non-reversible dynamics in any system. Here, we use a deep learning Temporal Evolution NETwork (TENET) framework to discover the asymmetry...

Increased sensitivity to strong perturbations in a whole-brain model of LSD.

Neuroimage January 29, 2021 Beatrice M. Jobst, Selen Atasoy, Adrián Ponce-Alvarez et al. 37 citations

Lysergic acid diethylamide (LSD) is a potent psychedelic drug, which has seen a revival in clinical and pharmacological research within recent years. Human neuroimaging studies have shown fundamental changes in brain-wide functional connectivity and an expansion of dynamical brain states, thus raising the question about a mechanistic explanation of the dynamics underlying these alterations....