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Multiscale criticality measures as general-purpose gauges of proper brain function

The brain is universally regarded as a system for processing information. If so, any behavioral or cognitive dysfunction should lend itself to depiction in terms of information processing deficiencies. Information is characterized by recursive, hierarchical complexity. The brain accommodates this co...

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Autores principales: Fekete, Tomer, Hinrichs, Hermann, Sitt, Jacobo Diego, Heinze, Hans-Jochen, Shriki, Oren
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8280148/
https://www.ncbi.nlm.nih.gov/pubmed/34262121
http://dx.doi.org/10.1038/s41598-021-93880-8
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author Fekete, Tomer
Hinrichs, Hermann
Sitt, Jacobo Diego
Heinze, Hans-Jochen
Shriki, Oren
author_facet Fekete, Tomer
Hinrichs, Hermann
Sitt, Jacobo Diego
Heinze, Hans-Jochen
Shriki, Oren
author_sort Fekete, Tomer
collection PubMed
description The brain is universally regarded as a system for processing information. If so, any behavioral or cognitive dysfunction should lend itself to depiction in terms of information processing deficiencies. Information is characterized by recursive, hierarchical complexity. The brain accommodates this complexity by a hierarchy of large/slow and small/fast spatiotemporal loops of activity. Thus, successful information processing hinges upon tightly regulating the spatiotemporal makeup of activity, to optimally match the underlying multiscale delay structure of such hierarchical networks. Reduced capacity for information processing will then be expressed as deviance from this requisite multiscale character of spatiotemporal activity. This deviance is captured by a general family of multiscale criticality measures (MsCr). MsCr measures reflect the behavior of conventional criticality measures (such as the branching parameter) across temporal scale. We applied MsCr to MEG and EEG data in several telling degraded information processing scenarios. Consistently with our previous modeling work, MsCr measures systematically varied with information processing capacity: MsCr fingerprints showed deviance in the four states of compromised information processing examined in this study, disorders of consciousness, mild cognitive impairment, schizophrenia and even during pre-ictal activity. MsCr measures might thus be able to serve as general gauges of information processing capacity and, therefore, as normative measures of brain health.
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spelling pubmed-82801482021-07-15 Multiscale criticality measures as general-purpose gauges of proper brain function Fekete, Tomer Hinrichs, Hermann Sitt, Jacobo Diego Heinze, Hans-Jochen Shriki, Oren Sci Rep Article The brain is universally regarded as a system for processing information. If so, any behavioral or cognitive dysfunction should lend itself to depiction in terms of information processing deficiencies. Information is characterized by recursive, hierarchical complexity. The brain accommodates this complexity by a hierarchy of large/slow and small/fast spatiotemporal loops of activity. Thus, successful information processing hinges upon tightly regulating the spatiotemporal makeup of activity, to optimally match the underlying multiscale delay structure of such hierarchical networks. Reduced capacity for information processing will then be expressed as deviance from this requisite multiscale character of spatiotemporal activity. This deviance is captured by a general family of multiscale criticality measures (MsCr). MsCr measures reflect the behavior of conventional criticality measures (such as the branching parameter) across temporal scale. We applied MsCr to MEG and EEG data in several telling degraded information processing scenarios. Consistently with our previous modeling work, MsCr measures systematically varied with information processing capacity: MsCr fingerprints showed deviance in the four states of compromised information processing examined in this study, disorders of consciousness, mild cognitive impairment, schizophrenia and even during pre-ictal activity. MsCr measures might thus be able to serve as general gauges of information processing capacity and, therefore, as normative measures of brain health. Nature Publishing Group UK 2021-07-14 /pmc/articles/PMC8280148/ /pubmed/34262121 http://dx.doi.org/10.1038/s41598-021-93880-8 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Fekete, Tomer
Hinrichs, Hermann
Sitt, Jacobo Diego
Heinze, Hans-Jochen
Shriki, Oren
Multiscale criticality measures as general-purpose gauges of proper brain function
title Multiscale criticality measures as general-purpose gauges of proper brain function
title_full Multiscale criticality measures as general-purpose gauges of proper brain function
title_fullStr Multiscale criticality measures as general-purpose gauges of proper brain function
title_full_unstemmed Multiscale criticality measures as general-purpose gauges of proper brain function
title_short Multiscale criticality measures as general-purpose gauges of proper brain function
title_sort multiscale criticality measures as general-purpose gauges of proper brain function
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8280148/
https://www.ncbi.nlm.nih.gov/pubmed/34262121
http://dx.doi.org/10.1038/s41598-021-93880-8
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