An implementation of integrated information theory in resting-state fMRI.
Idan E Nemirovsky, Nicholas J M Popiel, Jorge Rudas, Matthew Caius, Lorina Naci, Nicholas D. Schiff, Adrian M. Owen, Andrea Soddu
Communications Biology July 5, 2023 DOI: 10.1038/s42003-023-05063-y (opens in new tab)
Study at a glance
AI-extracted from the abstract| Characteristics | Observational cohort Peer reviewed |
|---|---|
| Sample size | 17 |
| Population | Healthy subjects |
| Intervention | propofol |
| Key findings | Changes in Φmax closely reflected changes in subjects' conscious level in the frontoparietal and dorsal attention networks. |
Abstract
Integrated Information Theory was developed to explain and quantify consciousness, arguing that conscious systems consist of elements that are integrated through their causal properties. This study presents an implementation of Integrated Information Theory 3.0, the latest version of this framework, to functional MRI data. Data were acquired from 17 healthy subjects who underwent sedation with propofol, a short-acting anaesthetic. Using the PyPhi software package, we systematically analyze how Φmax, a measure of integrated information, is modulated by the sedative in different resting-state networks. We compare Φmax to other proposed measures of conscious level, including the previous version of integrated information, Granger causality, and correlation-based functional connectivity. Our results indicate that Φmax presents a variety of sedative-induced behaviours for different networks. Notably, changes to Φmax closely reflect changes to subjects' conscious level in the frontoparietal and dorsal attention networks, which are responsible for higher-order cognitive functions. In conclusion, our findings present important insight into different measures of conscious level that will be useful in future implementations to functional MRI and other forms of neuroimaging.
Citations in the library
Cited by 9
- A practical measure of integrated information reveals alpha-band activity and the posterior cortex as neural correlates of arousal. Neuroimage July 18, 2025
- The Ātma-Wave Life Cycle Framework: Bridging Vedāntic Metaphysics, Modern Physics, and State Transitions of Consciousness Poornaprajna International Journal of Philosophy & Languages September 24, 2026
- Can “consciousness” be observed from large language model (LLM) internal states? Dissecting LLM representations obtained from Theory of Mind test with Integrated Information Theory and Span Representation analysis Natural Language Processing Journal June 27, 2025
- Decrease and recovery of integrated information Φ during anesthesia and sleep on human functional magnetic resonance imaging. Neuroscience of Consciousness 2025
- Measuring the dynamic balance of integration and segregation underlying consciousness, anesthesia, and sleep in humans. Nature Communications October 24, 2024
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