EntropyNeurosciencePeer-reviewed journal article
Criticality as a determinant of integrated information {Phi} in human brain networks
Hyoungkyu KimiD, Anthony G. HudetziD, George A. MashouriD, UnCheol LeeiD
Abstract
Integrated information theory (IIT) postulates that consciousness arises from the cause-effect structure of a system but the optimal network conditions for this structure have not been elucidated. In the study, we test the hypothesis that network criticality, a dynamically balanced state between a large variation of functional network configurations and a large constraint of structural network configurations, is a necessary condition for the emergence of a cause-effect structure that results in a large {Phi}, a surrogate of integrated information. We also hypothesized that if the brain deviates from criticality, the cause-effect structure is obscured and {Phi} diminishes. We tested these hypotheses with a large-scale brain network model and high-density electroencephalography (EEG) acquired during various levels of human consciousness during general anesthesia. In the modeling study, maximal criticality coincided with maximal {Phi}. The constraint of the structural network on the functional network is maximized in the maximal criticality. The EEG study demonstrated an explicit relationship between {Phi}, criticality, and level of consciousness. Functional brain network significantly correlated with structural brain network only in conscious states. The results support the hypothesis that network criticality maximizes {Phi}.
- Citations
- 45
- FWCI
- 2.76
- Field percentile
- top 10%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Emergence of integrated information at macro timescales in real neural recordings
Angus Leung, Naotsugu Tsuchiya·EntropyPeer-reviewed·Apr 29, 2022
- Collapse of local circuit integrated information {Phi} during NREM sleep
Keiichi Onoda·bioRxiv·Aug 6, 2026
- The emergence of integrated information, complexity, andconsciousness at criticality
Nicholas J. M. Popiel, Sina Khajehabdollahi, … Andrea Soddu·EntropyPeer-reviewed·Mar 16, 2020
- Criticality Creates a Functional Platform for Network Transitions between Internal and External Processing Modes in the Human Brain
Minkyung Kim, Hyoungkyu Kim, … UnCheol Lee·Frontiers in Systems NeurosciencePeer-reviewed·Nov 25, 2021
- Contents of Consciousness Investigated as Integrated Information in Direct Human Brain Recordings
Andrew M. Haun, Masafumi Oizumi, … Naotsugu Tsuchiya·bioRxiv·Feb 15, 2016
- Information structure of heterogeneous criticality in fish school
T. Niizato, K. Sakamoto, … T. Tomaru·bioRxiv·Feb 18, 2024