ArticlePloS one2020
Fractal dimension of cortical functional connectivity networks & severity of disorders of consciousness.
Article in PloS one, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 30 papers, 1 of them a synthesis that pooled it.
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Who cites it
30 citing papers in PubMed, 1 synthesis or guideline pooled it, 71 citations in OpenAlex.
- A methodological guideline for consciousness assessment via neural electrophysiological activity.Military Medical Research · 2025Guideline
- Spike dynamics in primate lateral prefrontal cortex during working memory and decision-making: A fractal analysis.iScience · 2026Article
- Microstate permutation complexity of EEG signals distinguishes minimally conscious state plus from minimally conscious state minus.Journal of neuroengineering and rehabilitation · 2026Article
- Sleuthing subjectivity: a review of covert measures of consciousness.Nature reviews. Neuroscience · 2025Review
- Structured Dynamics in the Algorithmic Agent.Entropy (Basel, Switzerland) · 2025Article
- Correlations Between Morpho-structural Properties of the Brain and Cognitive and Motor Deficits in Individuals with Traumatic Brain Injury.Neurotrauma reports · 2025Article
- A synergistic workspace for human consciousness revealed by Integrated Information Decomposition.eLife · 2024Article
- The Constrained Disorder Principle May Account for Consciousness.Brain sciences · 2024Review
- Editorial: Methods and application in fractal analysis of neuroimaging data.Frontiers in human neuroscience · 2024Article
- Discovering prominent differences in structural and functional connectomes using a multinomial stochastic block model.Network neuroscience (Cambridge, Mass.) · 2024Article
- Box-Counting Fractal Analysis: A Primer for the Clinician.Advances in neurobiology · 2024Article
- Fractal Time Series: Background, Estimation Methods, and Performances.Advances in neurobiology · 2024Review
- Clinical Sensitivity of Fractal Neurodynamics.Advances in neurobiology · 2024Article
- Prognosis of consciousness disorders in the intensive care unit.Presse medicale (Paris, France : 1983) · 2023Review
- Reduced emergent character of neural dynamics in patients with a disrupted connectome.NeuroImage · 2023Article
- The Fractal Viewpoint of Tumors and Nanoparticles.Current medicinal chemistry · 2023Review
- Dysfunctional connectivity as a neurophysiologic mechanism of disorders of consciousness: a systematic review.Frontiers in neuroscience · 2023Review
- Monofractal analysis of functional magnetic resonance imaging: An introductory review.Human brain mapping · 2022Review
- May the 4C's be with you: an overview of complexity-inspired frameworks for analysing resting-state neuroimaging data.Journal of the Royal Society, Interface · 2022Review
- Whole-brain modelling identifies distinct but convergent paths to unconsciousness in anaesthesia and disorders of consciousness.Communications biology · 2022Article
Corrections and comments
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Authors and funding
9 authors at 2 institutions in 2 countries.
Funding
Abstract
Recent evidence suggests that the quantity and quality of conscious experience may be a function of the complexity of activity in the brain and that consciousness emerges in a critical zone between low and high-entropy states. We propose fractal shapes as a measure of proximity to this critical point, as fractal dimension encodes information about complexity beyond simple entropy or randomness, and fractal structures are known to emerge in systems nearing a critical point. To validate this, we tested several measures of fractal dimension on the brain activity from healthy volunteers and patients with disorders of consciousness of varying severity. We used a Compact Box Burning algorithm to compute the fractal dimension of cortical functional connectivity networks as well as computing the fractal dimension of the associated adjacency matrices using a 2D box-counting algorithm. To test whether brain activity is fractal in time as well as space, we used the Higuchi temporal fractal dimension on BOLD time-series. We found significant decreases in the fractal dimension between healthy volunteers (n = 15), patients in a minimally conscious state (n = 10), and patients in a vegetative state (n = 8), regardless of the mechanism of injury. We also found significant decreases in adjacency matrix fractal dimension and Higuchi temporal fractal dimension, which correlated with decreasing level of consciousness. These results suggest that cortical functional connectivity networks display fractal character and that this is associated with level of consciousness in a clinically relevant population, with higher fractal dimensions (i.e. more complex) networks being associated with higher levels of consciousness. This supports the hypothesis that level of consciousness and system complexity are positively associated, and is consistent with previous EEG, MEG, and fMRI studies.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.