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Criticality in Large-Scale Brain fMRI Dynamics Unveiled by a Novel Point Process Analysis

Functional magnetic resonance imaging (fMRI) techniques have contributed significantly to our understanding of brain function. Current methods are based on the analysis of gradual and continuous changes in the brain blood oxygenated level dependent (BOLD) signal. Departing from that approach, recent...

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Autores principales: Tagliazucchi, Enzo, Balenzuela, Pablo, Fraiman, Daniel, Chialvo, Dante R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Research Foundation 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3274757/
https://www.ncbi.nlm.nih.gov/pubmed/22347863
http://dx.doi.org/10.3389/fphys.2012.00015
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author Tagliazucchi, Enzo
Balenzuela, Pablo
Fraiman, Daniel
Chialvo, Dante R.
author_facet Tagliazucchi, Enzo
Balenzuela, Pablo
Fraiman, Daniel
Chialvo, Dante R.
author_sort Tagliazucchi, Enzo
collection PubMed
description Functional magnetic resonance imaging (fMRI) techniques have contributed significantly to our understanding of brain function. Current methods are based on the analysis of gradual and continuous changes in the brain blood oxygenated level dependent (BOLD) signal. Departing from that approach, recent work has shown that equivalent results can be obtained by inspecting only the relatively large amplitude BOLD signal peaks, suggesting that relevant information can be condensed in discrete events. This idea is further explored here to demonstrate how brain dynamics at resting state can be captured just by the timing and location of such events, i.e., in terms of a spatiotemporal point process. The method allows, for the first time, to define a theoretical framework in terms of an order and control parameter derived from fMRI data, where the dynamical regime can be interpreted as one corresponding to a system close to the critical point of a second order phase transition. The analysis demonstrates that the resting brain spends most of the time near the critical point of such transition and exhibits avalanches of activity ruled by the same dynamical and statistical properties described previously for neuronal events at smaller scales. Given the demonstrated functional relevance of the resting state brain dynamics, its representation as a discrete process might facilitate large-scale analysis of brain function both in health and disease.
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spelling pubmed-32747572012-02-17 Criticality in Large-Scale Brain fMRI Dynamics Unveiled by a Novel Point Process Analysis Tagliazucchi, Enzo Balenzuela, Pablo Fraiman, Daniel Chialvo, Dante R. Front Physiol Physiology Functional magnetic resonance imaging (fMRI) techniques have contributed significantly to our understanding of brain function. Current methods are based on the analysis of gradual and continuous changes in the brain blood oxygenated level dependent (BOLD) signal. Departing from that approach, recent work has shown that equivalent results can be obtained by inspecting only the relatively large amplitude BOLD signal peaks, suggesting that relevant information can be condensed in discrete events. This idea is further explored here to demonstrate how brain dynamics at resting state can be captured just by the timing and location of such events, i.e., in terms of a spatiotemporal point process. The method allows, for the first time, to define a theoretical framework in terms of an order and control parameter derived from fMRI data, where the dynamical regime can be interpreted as one corresponding to a system close to the critical point of a second order phase transition. The analysis demonstrates that the resting brain spends most of the time near the critical point of such transition and exhibits avalanches of activity ruled by the same dynamical and statistical properties described previously for neuronal events at smaller scales. Given the demonstrated functional relevance of the resting state brain dynamics, its representation as a discrete process might facilitate large-scale analysis of brain function both in health and disease. Frontiers Research Foundation 2012-02-08 /pmc/articles/PMC3274757/ /pubmed/22347863 http://dx.doi.org/10.3389/fphys.2012.00015 Text en Copyright © 2012 Tagliazucchi, Balenzuela, Fraiman and Chialvo. http://www.frontiersin.org/licenseagreement This is an open-access article distributed under the terms of the Creative Commons Attribution Non Commercial License, which permits non-commercial use, distribution, and reproduction in other forums, provided the original authors and source are credited.
spellingShingle Physiology
Tagliazucchi, Enzo
Balenzuela, Pablo
Fraiman, Daniel
Chialvo, Dante R.
Criticality in Large-Scale Brain fMRI Dynamics Unveiled by a Novel Point Process Analysis
title Criticality in Large-Scale Brain fMRI Dynamics Unveiled by a Novel Point Process Analysis
title_full Criticality in Large-Scale Brain fMRI Dynamics Unveiled by a Novel Point Process Analysis
title_fullStr Criticality in Large-Scale Brain fMRI Dynamics Unveiled by a Novel Point Process Analysis
title_full_unstemmed Criticality in Large-Scale Brain fMRI Dynamics Unveiled by a Novel Point Process Analysis
title_short Criticality in Large-Scale Brain fMRI Dynamics Unveiled by a Novel Point Process Analysis
title_sort criticality in large-scale brain fmri dynamics unveiled by a novel point process analysis
topic Physiology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3274757/
https://www.ncbi.nlm.nih.gov/pubmed/22347863
http://dx.doi.org/10.3389/fphys.2012.00015
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