ArticleFrontiers in psychology2021
EEG Signal Diversity Varies With Sleep Stage and Aspects of Dream Experience.
Article in Frontiers in psychology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.
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14 citing papers in PubMed.
- Microdosing with psilocybin mushrooms: a double-blind placebo-controlled study.Translational psychiatry · 2022Trial
- The entropic brain today.Brain : a journal of neurology · 2026Review
- Cognitive Processing and EEG Complexity.Entropy (Basel, Switzerland) · 2026Review
- "Silent Echoes of the Day: Dream Content Analysis in Amyotrophic Lateral Sclerosis".Brain and behavior · 2026Article
- Electrophysiological effects of psilocybin co-administered with midazolam.Translational psychiatry · 2026Article
- A repeated awakening study exploring the capacity of complexity measures to capture dreaming during propofol sedation.Scientific reports · 2025Article
- We are the Sensors of Consciousness! A Review and Analysis on How Awakenings During Sleep Influence Dream Recall.Nature and science of sleep · 2025Article
- Altered brain dynamics index levels of arousal in complete locked-in syndrome.Communications biology · 2023Article
- TMS-EEG and resting-state EEG applied to altered states of consciousness: oscillations, complexity, and phenomenology.iScience · 2023Article
- Sensory modality defines the relation between EEG Lempel-Ziv diversity and meaningfulness of a stimulus.Scientific reports · 2023Article
- Brain entropy, fractal dimensions and predictability: A review of complexity measures for EEG in healthy and neuropsychiatric populations.The European journal of neuroscience · 2022Review
- Entropy Metrics Correlating with Higher Residual Functioning in Patients with Chronic Disorders of Consciousness.Brain sciences · 2022Article
- EEG Lempel-Ziv complexity varies with sleep stage, but does not seem to track dream experience.Frontiers in human neuroscience · 2022Article
- Are we really unconscious in "unconscious" states? Common assumptions revisited.Frontiers in human neuroscience · 2022Article
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7 authors.
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Abstract
Several theories link consciousness to complex cortical dynamics, as suggested by comparison of brain signal diversity between conscious states and states where consciousness is lost or reduced. In particular, Lempel-Ziv complexity, amplitude coalition entropy and synchrony coalition entropy distinguish wakefulness and REM sleep from deep sleep and anesthesia, and are elevated in psychedelic states, reported to increase the range and vividness of conscious contents. Some studies have even found correlations between complexity measures and facets of self-reported experience. As suggested by integrated information theory and the entropic brain hypothesis, measures of differentiation and signal diversity may therefore be measurable correlates of consciousness and phenomenological richness. Inspired by these ideas, we tested three hypotheses about EEG signal diversity related to sleep and dreaming. First, diversity should decrease with successively deeper stages of non-REM sleep. Second, signal diversity within the same sleep stage should be higher for periods of dreaming vs. non-dreaming. Third, specific aspects of dream contents should correlate with signal diversity in corresponding cortical regions. We employed a repeated awakening paradigm in sleep deprived healthy volunteers, with immediate dream report and rating of dream content along a thought-perceptual axis, from exclusively thought-like to exclusively perceptual. Generalized linear mixed models were used to assess how signal diversity varied with sleep stage, dreaming and thought-perceptual rating. Signal diversity decreased with sleep depth, but was not significantly different between dreaming and non-dreaming, even though there was a significant positive correlation between Lempel-Ziv complexity of EEG recorded over the posterior cortex and thought-perceptual ratings of dream contents.
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