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What kind of noise is brain noise: anomalous scaling behavior of the resting brain activity fluctuations

The study of spontaneous fluctuations of brain activity, often referred as brain noise, is getting increasing attention in functional magnetic resonance imaging (fMRI) studies. Despite important efforts, much of the statistical properties of such fluctuations remain largely unknown. This work scruti...

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Detalles Bibliográficos
Autores principales: Fraiman, Daniel, Chialvo, Dante R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3429078/
https://www.ncbi.nlm.nih.gov/pubmed/22934058
http://dx.doi.org/10.3389/fphys.2012.00307
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author Fraiman, Daniel
Chialvo, Dante R.
author_facet Fraiman, Daniel
Chialvo, Dante R.
author_sort Fraiman, Daniel
collection PubMed
description The study of spontaneous fluctuations of brain activity, often referred as brain noise, is getting increasing attention in functional magnetic resonance imaging (fMRI) studies. Despite important efforts, much of the statistical properties of such fluctuations remain largely unknown. This work scrutinizes these fluctuations looking at specific statistical properties which are relevant to clarify its dynamical origins. Here, three statistical features which clearly differentiate brain data from naive expectations for random processes are uncovered: First, the variance of the fMRI mean signal as a function of the number of averaged voxels remains constant across a wide range of observed clusters sizes. Second, the anomalous behavior of the variance is originated by bursts of synchronized activity across regions, regardless of their widely different sizes. Finally, the correlation length (i.e., the length at which the correlation strength between two regions vanishes) as well as mutual information diverges with the cluster's size considered, such that arbitrarily large clusters exhibit the same collective dynamics than smaller ones. These three properties are known to be exclusive of complex systems exhibiting critical dynamics, where the spatio-temporal dynamics show these peculiar type of fluctuations. Thus, these findings are fully consistent with previous reports of brain critical dynamics, and are relevant for the interpretation of the role of fluctuations and variability in brain function in health and disease.
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spelling pubmed-34290782012-08-29 What kind of noise is brain noise: anomalous scaling behavior of the resting brain activity fluctuations Fraiman, Daniel Chialvo, Dante R. Front Physiol Physiology The study of spontaneous fluctuations of brain activity, often referred as brain noise, is getting increasing attention in functional magnetic resonance imaging (fMRI) studies. Despite important efforts, much of the statistical properties of such fluctuations remain largely unknown. This work scrutinizes these fluctuations looking at specific statistical properties which are relevant to clarify its dynamical origins. Here, three statistical features which clearly differentiate brain data from naive expectations for random processes are uncovered: First, the variance of the fMRI mean signal as a function of the number of averaged voxels remains constant across a wide range of observed clusters sizes. Second, the anomalous behavior of the variance is originated by bursts of synchronized activity across regions, regardless of their widely different sizes. Finally, the correlation length (i.e., the length at which the correlation strength between two regions vanishes) as well as mutual information diverges with the cluster's size considered, such that arbitrarily large clusters exhibit the same collective dynamics than smaller ones. These three properties are known to be exclusive of complex systems exhibiting critical dynamics, where the spatio-temporal dynamics show these peculiar type of fluctuations. Thus, these findings are fully consistent with previous reports of brain critical dynamics, and are relevant for the interpretation of the role of fluctuations and variability in brain function in health and disease. Frontiers Media S.A. 2012-07-30 /pmc/articles/PMC3429078/ /pubmed/22934058 http://dx.doi.org/10.3389/fphys.2012.00307 Text en Copyright © 2012 Fraiman and Chialvo. http://www.frontiersin.org/licenseagreement This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in other forums, provided the original authors and source are credited and subject to any copyright notices concerning any third-party graphics etc.
spellingShingle Physiology
Fraiman, Daniel
Chialvo, Dante R.
What kind of noise is brain noise: anomalous scaling behavior of the resting brain activity fluctuations
title What kind of noise is brain noise: anomalous scaling behavior of the resting brain activity fluctuations
title_full What kind of noise is brain noise: anomalous scaling behavior of the resting brain activity fluctuations
title_fullStr What kind of noise is brain noise: anomalous scaling behavior of the resting brain activity fluctuations
title_full_unstemmed What kind of noise is brain noise: anomalous scaling behavior of the resting brain activity fluctuations
title_short What kind of noise is brain noise: anomalous scaling behavior of the resting brain activity fluctuations
title_sort what kind of noise is brain noise: anomalous scaling behavior of the resting brain activity fluctuations
topic Physiology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3429078/
https://www.ncbi.nlm.nih.gov/pubmed/22934058
http://dx.doi.org/10.3389/fphys.2012.00307
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