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An Implementation of Integrated Information Theory in Resting-State fMRI

Title: An Implementation of Integrated Information Theory in Resting-State fMRI
Authors: Nemirovsky, Idan E
Source: Electronic Thesis and Dissertation Repository
Publisher Information: Scholarship@Western
Publication Year: 2022
Subject Terms: Integrated information theory (IIT); consciousness; neural correlates of consciousness; causality; functional magnetic resonance imaging (fMRI); resting-state networks; sedation; propofol; Anesthesia and Analgesia; Cognitive Neuroscience; Computational Neuroscience; Discrete Mathematics and Combinatorics; stat; psy
Description: Integrated Information Theory (IIT) is a framework developed to explain consciousness, arguing that conscious systems consist of interacting elements that are integrated through their causal properties. In this study, we present the first application of IIT to functional magnetic resonance imaging (fMRI) data and investigate whether its principal metric, Phi, can meaningfully quantify resting-state cortical activity patterns. Data was acquired from 17 healthy subjects who underwent sedation with propofol, a short acting anesthetic. Using PyPhi, a software package developed for IIT, we thoroughly analyze how Phi varies across different networks and throughout sedation. Our findings indicate that variations in Phi closely reflect the conscious state of patients in the frontoparietal and dorsal attention networks, which are responsible for higher-order cognitive functions. Despite existing limitations in applying IIT to empirical data, we obtained promising results that merit further applications of this framework to fMRI.
Document Type: text
Language: English
Relation: https://ir.lib.uwo.ca/context/etd/article/11149/viewcontent/masters_thesis_april_29.pdf; https://ir.lib.uwo.ca/etd/8516
Availability: https://ir.lib.uwo.ca/context/etd/article/11149/viewcontent/masters_thesis_april_29.pdf; https://ir.lib.uwo.ca/etd/8516
Rights: undefined
Accession Number: edsbas.D9618467
Database: BASE