Measures of entropy and complexity in altered states of consciousness
Diego M. Mateos, Ramon Guevara Erra, Richard Wennberg, J. L. Perez Velazquez
Cognitive Neurodynamics October 20, 2017 DOI: 10.1007/s11571-017-9459-8 (opens in new tab)
Study at a glance
AI-extracted from the abstract| Characteristics | Observational study Peer reviewed |
|---|---|
| Population | Subjects during resting wakefulness, different sleep stages, and epileptic seizures |
| Topics | Altered states of consciousness |
| Citations | 124 |
| Key findings | Entropy and complexity of brain signals are greatest during fully alert states and decrease during states with loss of awareness or consciousness. |
Abstract
Quantification of complexity in neurophysiological signals has been studied using different methods, especially those from information or dynamical system theory. These studies have revealed a dependence on different states of consciousness, and in particular that wakefulness is characterized by a greater complexity of brain signals, perhaps due to the necessity for the brain to handle varied sensorimotor information. Thus, these frameworks are very useful in attempts to quantify cognitive states. We set out to analyze different types of signals obtained from scalp electroencephalography (EEG), intracranial EEG and magnetoencephalography recording in subjects during different states of consciousness: resting wakefulness, different sleep stages and epileptic seizures. The signals were analyzed using a statistical (permutation entropy) and a deterministic (permutation Lempel-Ziv complexity) analytical method. The results are presented in complexity versus entropy graphs, showing that the values of entropy and complexity of the signals tend to be greatest when the subjects are in fully alert states, falling in states with loss of awareness or consciousness. These findings were robust for all three types of recordings. We propose that the investigation of the structure of cognition using the frameworks of complexity will reveal mechanistic aspects of brain dynamics associated not only with altered states of consciousness but also with normal and pathological conditions.
Comparable studies
Other observational and cohort studies on altered states of consciousness, most cited first.
| Study | Year | Design | Participants |
|---|---|---|---|
| Neural correlates of the DMT experience assessed with multivariate EEG. 6 female, 7 male human participants | 2019 | Observational cohort | n = 13 |
| Altered States of Consciousness and Short-Term Psychological After-Effects Induced by the First Time Ritual Use of Ayahuasca in an Urban Context in Brazil First-time ayahuasca users in Santo Daime and União do Vegetal rituals | 2005 | Observational cohort | n = 28 |
| Quantifying arousal and awareness in altered states of consciousness using interpretable deep learning Healthy individuals during sleep, individuals under general anesthesia, and patients... | 2022 | Observational cohort | n = 71 |
| Subanaesthetic ketamine and altered states of consciousness in humans Human volunteers | 2018 | Observational study | n = 15 |
| Neural and subjective effects of inhaled N,N-dimethyltryptamine in natural settings. Healthy and experienced participants | 2021 | Observational field study | n = 35 |
Citations in the library
Cited by 32
- Brain entropy, fractal dimensions and predictability: A review of complexity measures for EEG in healthy and neuropsychiatric populations European Journal of Neuroscience August 19, 2022
- Consciousness among delta waves: a paradox? Brain March 6, 2021
- Consciousness and complexity: a consilience of evidence Neuroscience of Consciousness 2021
- Nonequilibrium brain dynamics as a signature of consciousness Physical review. E July 28, 2021
- Critical dynamics in spontaneous EEG predict anesthetic-induced loss of consciousness and perturbational complexity. Communications Biology August 5, 2024
and 27 more in the library
Cites 6
- An information integration theory of consciousness BMC Neuroscience November 2, 2004
- A Theoretically Based Index of Consciousness Independent of Sensory Processing and Behavior Science Translational Medicine August 14, 2013
- Statistical mechanics of consciousness: Maximization of information content of network is associated with conscious awareness. Physical Review E June 1, 2016
- Theories and methods in the scientific study of consciousness Advances in Consciousness Research June 17, 2015
- Consciousness related neural events viewed as brain state space transitions. Cognitive Neurodynamics April 13, 2008
and 1 more in the library