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Spatial distribution of heterogeneity as a modulator of collective dynamics in pancreatic beta-cell networks and beyond

We study the impact of spatial distribution of heterogeneity on collective dynamics in gap-junction coupled beta-cell networks comprised on cells from two populations that differ in their intrinsic excitability. Initially, these populations are uniformly and randomly distributed throughout the netwo...

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Detalles Bibliográficos
Autores principales: Galvis, Daniel, Hodson, David J., Wedgwood, Kyle C. A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7614376/
https://www.ncbi.nlm.nih.gov/pubmed/36987428
http://dx.doi.org/10.3389/fnetp.2023.1170930
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author Galvis, Daniel
Hodson, David J.
Wedgwood, Kyle C. A.
author_facet Galvis, Daniel
Hodson, David J.
Wedgwood, Kyle C. A.
author_sort Galvis, Daniel
collection PubMed
description We study the impact of spatial distribution of heterogeneity on collective dynamics in gap-junction coupled beta-cell networks comprised on cells from two populations that differ in their intrinsic excitability. Initially, these populations are uniformly and randomly distributed throughout the networks. We develop and apply an iterative algorithm for perturbing the arrangement of the network such that cells from the same population are increasingly likely to be adjacent to one another. We find that the global input strength, or network drive, necessary to transition the network from a state of quiescence to a state of synchronised and oscillatory activity decreases as network sortedness increases. Moreover, for weak coupling, we find that regimes of partial synchronisation and wave propagation arise, which depend both on network drive and network sortedness. We then demonstrate the utility of this algorithm for studying the distribution of heterogeneity in general networks, for which we use Watts–Strogatz networks as a case study. This work highlights the importance of heterogeneity in node dynamics in establishing collective rhythms in complex, excitable networks and has implications for a wide range of real-world systems that exhibit such heterogeneity.
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spelling pubmed-76143762023-03-27 Spatial distribution of heterogeneity as a modulator of collective dynamics in pancreatic beta-cell networks and beyond Galvis, Daniel Hodson, David J. Wedgwood, Kyle C. A. Front Netw Physiol Network Physiology We study the impact of spatial distribution of heterogeneity on collective dynamics in gap-junction coupled beta-cell networks comprised on cells from two populations that differ in their intrinsic excitability. Initially, these populations are uniformly and randomly distributed throughout the networks. We develop and apply an iterative algorithm for perturbing the arrangement of the network such that cells from the same population are increasingly likely to be adjacent to one another. We find that the global input strength, or network drive, necessary to transition the network from a state of quiescence to a state of synchronised and oscillatory activity decreases as network sortedness increases. Moreover, for weak coupling, we find that regimes of partial synchronisation and wave propagation arise, which depend both on network drive and network sortedness. We then demonstrate the utility of this algorithm for studying the distribution of heterogeneity in general networks, for which we use Watts–Strogatz networks as a case study. This work highlights the importance of heterogeneity in node dynamics in establishing collective rhythms in complex, excitable networks and has implications for a wide range of real-world systems that exhibit such heterogeneity. Frontiers Media S.A. 2023-03-24 /pmc/articles/PMC7614376/ /pubmed/36987428 http://dx.doi.org/10.3389/fnetp.2023.1170930 Text en Copyright © 2023 Galvis, Hodson and Wedgwood. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Network Physiology
Galvis, Daniel
Hodson, David J.
Wedgwood, Kyle C. A.
Spatial distribution of heterogeneity as a modulator of collective dynamics in pancreatic beta-cell networks and beyond
title Spatial distribution of heterogeneity as a modulator of collective dynamics in pancreatic beta-cell networks and beyond
title_full Spatial distribution of heterogeneity as a modulator of collective dynamics in pancreatic beta-cell networks and beyond
title_fullStr Spatial distribution of heterogeneity as a modulator of collective dynamics in pancreatic beta-cell networks and beyond
title_full_unstemmed Spatial distribution of heterogeneity as a modulator of collective dynamics in pancreatic beta-cell networks and beyond
title_short Spatial distribution of heterogeneity as a modulator of collective dynamics in pancreatic beta-cell networks and beyond
title_sort spatial distribution of heterogeneity as a modulator of collective dynamics in pancreatic beta-cell networks and beyond
topic Network Physiology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7614376/
https://www.ncbi.nlm.nih.gov/pubmed/36987428
http://dx.doi.org/10.3389/fnetp.2023.1170930
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