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Percolation may explain efficiency, robustness, and economy of the brain

The brain consists of billions of neurons connected by ultra-dense synapses, showing remarkable efficiency, robust flexibility, and economy in information processing. It is generally believed that these advantageous properties are rooted in brain connectivity; however, direct evidence remains absent...

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Detalles Bibliográficos
Autores principales: Tian, Yang, Sun, Pei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MIT Press 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9810365/
https://www.ncbi.nlm.nih.gov/pubmed/36605416
http://dx.doi.org/10.1162/netn_a_00246
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author Tian, Yang
Sun, Pei
author_facet Tian, Yang
Sun, Pei
author_sort Tian, Yang
collection PubMed
description The brain consists of billions of neurons connected by ultra-dense synapses, showing remarkable efficiency, robust flexibility, and economy in information processing. It is generally believed that these advantageous properties are rooted in brain connectivity; however, direct evidence remains absent owing to technical limitations or theoretical vacancy. This research explores the origins of these properties in the largest yet brain connectome of the fruit fly. We reveal that functional connectivity formation in the brain can be explained by a percolation process controlled by synaptic excitation-inhibition (E/I) balance. By increasing the E/I balance gradually, we discover the emergence of these properties as byproducts of percolation transition when the E/I balance arrives at 3:7. As the E/I balance keeps increase, an optimal E/I balance 1:1 is unveiled to ensure these three properties simultaneously, consistent with previous in vitro experimental predictions. Once the E/I balance reaches over 3:2, an intrinsic limitation of these properties determined by static (anatomical) brain connectivity can be observed. Our work demonstrates that percolation, a universal characterization of critical phenomena and phase transitions, may serve as a window toward understanding the emergence of various brain properties.
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spelling pubmed-98103652023-01-04 Percolation may explain efficiency, robustness, and economy of the brain Tian, Yang Sun, Pei Netw Neurosci Research Article The brain consists of billions of neurons connected by ultra-dense synapses, showing remarkable efficiency, robust flexibility, and economy in information processing. It is generally believed that these advantageous properties are rooted in brain connectivity; however, direct evidence remains absent owing to technical limitations or theoretical vacancy. This research explores the origins of these properties in the largest yet brain connectome of the fruit fly. We reveal that functional connectivity formation in the brain can be explained by a percolation process controlled by synaptic excitation-inhibition (E/I) balance. By increasing the E/I balance gradually, we discover the emergence of these properties as byproducts of percolation transition when the E/I balance arrives at 3:7. As the E/I balance keeps increase, an optimal E/I balance 1:1 is unveiled to ensure these three properties simultaneously, consistent with previous in vitro experimental predictions. Once the E/I balance reaches over 3:2, an intrinsic limitation of these properties determined by static (anatomical) brain connectivity can be observed. Our work demonstrates that percolation, a universal characterization of critical phenomena and phase transitions, may serve as a window toward understanding the emergence of various brain properties. MIT Press 2022-07-01 /pmc/articles/PMC9810365/ /pubmed/36605416 http://dx.doi.org/10.1162/netn_a_00246 Text en © 2022 Massachusetts Institute of Technology https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. For a full description of the license, please visit https://creativecommons.org/licenses/by/4.0/.
spellingShingle Research Article
Tian, Yang
Sun, Pei
Percolation may explain efficiency, robustness, and economy of the brain
title Percolation may explain efficiency, robustness, and economy of the brain
title_full Percolation may explain efficiency, robustness, and economy of the brain
title_fullStr Percolation may explain efficiency, robustness, and economy of the brain
title_full_unstemmed Percolation may explain efficiency, robustness, and economy of the brain
title_short Percolation may explain efficiency, robustness, and economy of the brain
title_sort percolation may explain efficiency, robustness, and economy of the brain
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9810365/
https://www.ncbi.nlm.nih.gov/pubmed/36605416
http://dx.doi.org/10.1162/netn_a_00246
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