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Predicting N-strain coexistence from co-colonization interactions: epidemiology meets ecology and the replicator equation

Sten Madec, View ORCID ProfileErida Gjini
doi: https://doi.org/10.1101/722587
Sten Madec
aInstitut Denis Poisson, University of Tours, Tours, France
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Erida Gjini
bInstituto Gulbenkian de Ciência, Oeiras, Portugal
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  • ORCID record for Erida Gjini
  • For correspondence: gjini.erida@gmail.com
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Abstract

Multi-type spreading processes are ubiquitous in ecology, epidemiology and social systems, but remain hard to model mathematically and to understand on a fundamental level. Here, we describe and study a multi-type susceptible-infected-susceptible (SIS) model that allows for up to two co-infections of a host. Fitness differences between N infectious agents are mediated through altered susceptibilities to secondary infections that depend on colonizer- co-colonizer interactions. By assuming small differences between such pairwise traits (and other infection parameters equal), we derive a model reduction framework using separation of timescales. This ‘quasi-neutrality’ in strain space yields a fast timescale where all types behave as neutral, and a slow timescale where non-neutral dynamics take place. On the slow timescale, N equations govern strain frequencies and accurately approximate the dynamics of the full system with O(N2) variables. We show that this model reduction coincides with a special case of the replicator equation, which, in our system, emerges in terms of the pairwise invasion fitnesses among strains. This framework allows to build the multi-type community dynamics bottom-up from only pairwise outcomes between constituent members. We find that mean fitness of the multi-strain system, changing with individual frequencies, acts equally upon each type, and is a key indicator of system resistance to invasion. Besides efficient computation and complexity reduction, these results open new perspectives into high-dimensional community ecology, detection of species interactions, and evolution of biodiversity, with applications to other multi-type biological contests. By uncovering the link between an epidemiological system and the replicator equation, we also show our co-infection model relates to Fisher’s fundamental theorem and to conservative Lotka-Volterra systems.

Footnotes

  • ↵c sten.madec{at}univ-tours.fr

  • ↵d egjini{at}igc.gulbenkian.pt

  • We make explicit the link with the replicator equation. We elaborate on special key cases of mean fitness evolutionary dynamics. We highlight key insights and applications for microbial community analysis.

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
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Posted February 05, 2020.
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Predicting N-strain coexistence from co-colonization interactions: epidemiology meets ecology and the replicator equation
Sten Madec, Erida Gjini
bioRxiv 722587; doi: https://doi.org/10.1101/722587
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Predicting N-strain coexistence from co-colonization interactions: epidemiology meets ecology and the replicator equation
Sten Madec, Erida Gjini
bioRxiv 722587; doi: https://doi.org/10.1101/722587

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