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Multiscale effects of excitatory-inhibitory homeostasis in lesioned cortical networks: A computational study

Stroke-related disruptions in functional connectivity (FC) often spread beyond lesioned areas and, given the localized nature of lesions, it is unclear how the recovery of FC is orchestrated on a global scale. Since recovery is accompanied by long-term changes in excitability, we propose excitatory-...

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Autores principales: Páscoa dos Santos, Francisco, Vohryzek, Jakub, Verschure, Paul F. M. J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10355437/
https://www.ncbi.nlm.nih.gov/pubmed/37418506
http://dx.doi.org/10.1371/journal.pcbi.1011279
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author Páscoa dos Santos, Francisco
Vohryzek, Jakub
Verschure, Paul F. M. J.
author_facet Páscoa dos Santos, Francisco
Vohryzek, Jakub
Verschure, Paul F. M. J.
author_sort Páscoa dos Santos, Francisco
collection PubMed
description Stroke-related disruptions in functional connectivity (FC) often spread beyond lesioned areas and, given the localized nature of lesions, it is unclear how the recovery of FC is orchestrated on a global scale. Since recovery is accompanied by long-term changes in excitability, we propose excitatory-inhibitory (E-I) homeostasis as a driving mechanism. We present a large-scale model of the neocortex, with synaptic scaling of local inhibition, showing how E-I homeostasis can drive the post-lesion restoration of FC and linking it to changes in excitability. We show that functional networks could reorganize to recover disrupted modularity and small-worldness, but not network dynamics, suggesting the need to consider forms of plasticity beyond synaptic scaling of inhibition. On average, we observed widespread increases in excitability, with the emergence of complex lesion-dependent patterns related to biomarkers of relevant side effects of stroke, such as epilepsy, depression and chronic pain. In summary, our results show that the effects of E-I homeostasis extend beyond local E-I balance, driving the restoration of global properties of FC, and relating to post-stroke symptomatology. Therefore, we suggest the framework of E-I homeostasis as a relevant theoretical foundation for the study of stroke recovery and for understanding the emergence of meaningful features of FC from local dynamics.
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spelling pubmed-103554372023-07-20 Multiscale effects of excitatory-inhibitory homeostasis in lesioned cortical networks: A computational study Páscoa dos Santos, Francisco Vohryzek, Jakub Verschure, Paul F. M. J. PLoS Comput Biol Research Article Stroke-related disruptions in functional connectivity (FC) often spread beyond lesioned areas and, given the localized nature of lesions, it is unclear how the recovery of FC is orchestrated on a global scale. Since recovery is accompanied by long-term changes in excitability, we propose excitatory-inhibitory (E-I) homeostasis as a driving mechanism. We present a large-scale model of the neocortex, with synaptic scaling of local inhibition, showing how E-I homeostasis can drive the post-lesion restoration of FC and linking it to changes in excitability. We show that functional networks could reorganize to recover disrupted modularity and small-worldness, but not network dynamics, suggesting the need to consider forms of plasticity beyond synaptic scaling of inhibition. On average, we observed widespread increases in excitability, with the emergence of complex lesion-dependent patterns related to biomarkers of relevant side effects of stroke, such as epilepsy, depression and chronic pain. In summary, our results show that the effects of E-I homeostasis extend beyond local E-I balance, driving the restoration of global properties of FC, and relating to post-stroke symptomatology. Therefore, we suggest the framework of E-I homeostasis as a relevant theoretical foundation for the study of stroke recovery and for understanding the emergence of meaningful features of FC from local dynamics. Public Library of Science 2023-07-07 /pmc/articles/PMC10355437/ /pubmed/37418506 http://dx.doi.org/10.1371/journal.pcbi.1011279 Text en © 2023 Páscoa dos Santos et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Páscoa dos Santos, Francisco
Vohryzek, Jakub
Verschure, Paul F. M. J.
Multiscale effects of excitatory-inhibitory homeostasis in lesioned cortical networks: A computational study
title Multiscale effects of excitatory-inhibitory homeostasis in lesioned cortical networks: A computational study
title_full Multiscale effects of excitatory-inhibitory homeostasis in lesioned cortical networks: A computational study
title_fullStr Multiscale effects of excitatory-inhibitory homeostasis in lesioned cortical networks: A computational study
title_full_unstemmed Multiscale effects of excitatory-inhibitory homeostasis in lesioned cortical networks: A computational study
title_short Multiscale effects of excitatory-inhibitory homeostasis in lesioned cortical networks: A computational study
title_sort multiscale effects of excitatory-inhibitory homeostasis in lesioned cortical networks: a computational study
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10355437/
https://www.ncbi.nlm.nih.gov/pubmed/37418506
http://dx.doi.org/10.1371/journal.pcbi.1011279
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