Modeling an auditory stimulated brain under altered states of consciousness using the generalized Ising model
Sivayini Kandeepan, Jorge Rudas, Francisco Gómez, Bobby Stojanoski, Andrea Soddu
Neuroimage September 12, 2020 DOI: 10.1016/j.neuroimage.2020.117367 (opens in new tab)
Study at a glance
AI-extracted from the abstract| Characteristics | Experimental study with repeated measures across consciousness states Peer reviewed |
|---|---|
| Population | Healthy subjects |
| Intervention | Propofol |
| Topics | Altered states of consciousness |
| Key findings | The generalized Ising model, modified to incorporate naturalistic external stimuli, successfully fitted empirical task fMRI data across awake, mild sedation, deep sedation, and recovery states. |
Abstract
Propofol is a short-acting medication that results in decreased levels of consciousness and is used for general anesthesia. Although it is the most commonly used anesthetic in the world, much remains unknown about the mechanisms by which it induces a loss of consciousness. Characterizing anesthesia-induced alterations to brain network activity might provide a powerful framework for understanding the neural mechanisms of unconsciousness. The aim of this work was to model brain activity in healthy brains during various stages of consciousness, as induced by propofol, in the auditory paradigm. We used the generalized Ising model (GIM) to fit the empirical fMRI data of healthy subjects while they listened to an audio clip from a movie. The external stimulus (audio clip) is believed to be at least partially driving a synchronization process of the brain activity and provides a similar conscious experience in different subjects. In order to observe the common synchronization among the subjects, a novel technique called the inter subject correlation (ISC) was implemented. We showed that the GIM-modified to incorporate the naturalistic external field-was able to fit the empirical task fMRI data in the awake state, in mild sedation, in deep sedation, and in recovery, at a temperature T* which is well above the critical temperature. To our knowledge this is the first study that captures human brain activity in response to real-life external stimuli at different levels of conscious awareness using mathematical modeling. This study might be helpful in future to assess the level of consciousness of patients with disorders of consciousness and help in regaining their consciousness.
Comparable studies
Other experimental studies on altered states of consciousness, most cited first.
| Study | Year | Design | Participants |
|---|---|---|---|
| The Standardized Psychometric Assessment of Altered States of Consciousness (ASCs) in Humans Healthy subjects in six countries | 1998 | Experimental and field study | n = 1,133 |
| TMS-EEG and resting-state EEG applied to altered states of consciousness: oscillations, complexity, and phenomenology. | 2023 | Experimental study | |
| A Test of the Psychedelic Model of Altered States of Consciousness | 1976 | Experimental study with comparison groups | |
| Neural Correlates of Non-ordinary States of Consciousness in Pranayama Practitioners: The Role of Slow Nasal Breathing Experienced meditators | 2022 | Within-subjects comparison | n = 12 |
| Increased spontaneous EEG signal diversity during stroboscopically-induced altered states of consciousness Healthy adults | 2019 | Experimental study |
Citations in the library
Cited by 8
- A synergistic workspace for human consciousness revealed by Integrated Information Decomposition. Elife July 18, 2024
- Dynamical structure-function correlations provide robust and generalizable signatures of consciousness in humans Communications Biology September 30, 2024
- Mapping Pharmacologically-induced Functional Reorganisation onto the Brain’s Neurotransmitter Landscape bioRxiv (Cold Spring Harbor Laboratory) July 13, 2022
- Shifts in brain dynamics and drivers of consciousness state transitions. Frontiers in Computational Neuroscience 2026
- Decrease and recovery of integrated information Φ during anesthesia and sleep on human functional magnetic resonance imaging. Neuroscience of Consciousness 2025
and 3 more in the library
Cites 3
- Breakdown of within- and between-network Resting State Functional Magnetic Resonance Imaging Connectivity during Propofol-induced Loss of Consciousness Anesthesiology September 30, 2010
- A common neural code for similar conscious experiences in different individuals Proceedings of the National Academy of Sciences September 15, 2014
- Functional diversity of brain networks supports consciousness and verbal intelligence Scientific Reports August 30, 2018