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Occupancy patterns in superorganisms: a spin-glass approach to ant exploration

Emergence of collective, as well as superorganism-like, behaviour in biological populations requires the existence of rules of communication, either direct or indirect, between organisms. Because reaching an understanding of such rules at the individual level can be often difficult, approaches carri...

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Detalles Bibliográficos
Autores principales: Cristín, Javier, Bartumeus, Frederic, Méndez, Vicenç, Campos, Daniel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7813257/
https://www.ncbi.nlm.nih.gov/pubmed/33489274
http://dx.doi.org/10.1098/rsos.201250
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author Cristín, Javier
Bartumeus, Frederic
Méndez, Vicenç
Campos, Daniel
author_facet Cristín, Javier
Bartumeus, Frederic
Méndez, Vicenç
Campos, Daniel
author_sort Cristín, Javier
collection PubMed
description Emergence of collective, as well as superorganism-like, behaviour in biological populations requires the existence of rules of communication, either direct or indirect, between organisms. Because reaching an understanding of such rules at the individual level can be often difficult, approaches carried out at higher, or effective, levels of description can represent a useful alternative. In the present work, we show how a spin-glass approach characteristic of statistical physics can be used as a tool to characterize the properties of the spatial occupancy patterns of a biological population. We exploit the presence of pairwise interactions in spin-glass models for detecting correlations between occupancies at different sites in the media. Such correlations, we claim, represent a proxy to the existence of planned and/or social strategies in the spatial organization of the population. Our spin-glass approach does not only identify those correlations but produces a statistical replica of the system (at the level of occupancy patterns) that can be subsequently used for testing alternative conditions/hypothesis. Here, this methodology is presented and illustrated for a particular case of study: we analyse occupancy patterns of Aphaenogaster senilis ants during foraging through a simplified environment consisting of a discrete (tree-like) artificial lattice. Our spin-glass approach consistently reproduces the experimental occupancy patterns across time, and besides, an intuitive biological interpretation of the parameters is attainable. Likewise, we prove that pairwise correlations are important for reproducing these dynamics by showing how a null model, where such correlations are neglected, would perform much worse; this provides a solid evidence to the existence of superorganism-like strategies in the colony.
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spelling pubmed-78132572021-01-21 Occupancy patterns in superorganisms: a spin-glass approach to ant exploration Cristín, Javier Bartumeus, Frederic Méndez, Vicenç Campos, Daniel R Soc Open Sci Physics and Biophysics Emergence of collective, as well as superorganism-like, behaviour in biological populations requires the existence of rules of communication, either direct or indirect, between organisms. Because reaching an understanding of such rules at the individual level can be often difficult, approaches carried out at higher, or effective, levels of description can represent a useful alternative. In the present work, we show how a spin-glass approach characteristic of statistical physics can be used as a tool to characterize the properties of the spatial occupancy patterns of a biological population. We exploit the presence of pairwise interactions in spin-glass models for detecting correlations between occupancies at different sites in the media. Such correlations, we claim, represent a proxy to the existence of planned and/or social strategies in the spatial organization of the population. Our spin-glass approach does not only identify those correlations but produces a statistical replica of the system (at the level of occupancy patterns) that can be subsequently used for testing alternative conditions/hypothesis. Here, this methodology is presented and illustrated for a particular case of study: we analyse occupancy patterns of Aphaenogaster senilis ants during foraging through a simplified environment consisting of a discrete (tree-like) artificial lattice. Our spin-glass approach consistently reproduces the experimental occupancy patterns across time, and besides, an intuitive biological interpretation of the parameters is attainable. Likewise, we prove that pairwise correlations are important for reproducing these dynamics by showing how a null model, where such correlations are neglected, would perform much worse; this provides a solid evidence to the existence of superorganism-like strategies in the colony. The Royal Society 2020-12-16 /pmc/articles/PMC7813257/ /pubmed/33489274 http://dx.doi.org/10.1098/rsos.201250 Text en © 2020 The Authors. http://creativecommons.org/licenses/by/4.0/ http://creativecommons.org/licenses/by/4.0/http://creativecommons.org/licenses/by/4.0/Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/, which permits unrestricted use, provided the original author and source are credited.
spellingShingle Physics and Biophysics
Cristín, Javier
Bartumeus, Frederic
Méndez, Vicenç
Campos, Daniel
Occupancy patterns in superorganisms: a spin-glass approach to ant exploration
title Occupancy patterns in superorganisms: a spin-glass approach to ant exploration
title_full Occupancy patterns in superorganisms: a spin-glass approach to ant exploration
title_fullStr Occupancy patterns in superorganisms: a spin-glass approach to ant exploration
title_full_unstemmed Occupancy patterns in superorganisms: a spin-glass approach to ant exploration
title_short Occupancy patterns in superorganisms: a spin-glass approach to ant exploration
title_sort occupancy patterns in superorganisms: a spin-glass approach to ant exploration
topic Physics and Biophysics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7813257/
https://www.ncbi.nlm.nih.gov/pubmed/33489274
http://dx.doi.org/10.1098/rsos.201250
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AT mendezvicenc occupancypatternsinsuperorganismsaspinglassapproachtoantexploration
AT camposdaniel occupancypatternsinsuperorganismsaspinglassapproachtoantexploration