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A Comparative Approach to Characterize the Landscape of Host-Pathogen Protein-Protein Interactions
Published on: July 18, 2013
Localized contacts between hosts reduce pathogen diversity
A Nunes1, M M Telo da Gama, M G M Gomes
1Centro de Física Teórica e Computacional and Departamento de Física, Faculdade de Ciências da Universidade de Lisboa, P-1649-003 Lisboa Codex, Portugal. anunes@ptmat.fc.ul.pt
Abstract:
We investigate the dynamics of a simple epidemiological model for the invasion by a pathogen strain of a population where another strain circulates. We assume that reinfection by the same strain is possible but occurs at a reduced rate due to acquired immunity. The rate of reinfection by a distinct strain is also reduced due to cross-immunity. Individual based simulations of this model on a 'small-world' network show that the proportion of local contacts in the host contact network structure significantly affects the outcome of such an invasion, and as a consequence will affect the patterns of pathogen evolution. In particular, hosts interacting through a 'small-world' network of contacts support lower prevalence of infection than well-mixed populations, and the region in parameter space for which an invading strain can become endemic and coexist with the circulating strain is smaller, reducing the potential to accommodate pathogen diversity. We discuss the underlying mechanisms for the reported effects, and we propose an effective mean-field model to account for the contact structure of the host population in 'small-world' networks.
Insights
This study shows that local contacts in host networks reduce infection prevalence and pathogen diversity. Small-world networks limit invading strains more than well-mixed populations.
Area of Science:
- Epidemiology
- Mathematical Biology
- Network Science
Background:
- Pathogen strains can invade populations with existing infections.
- Immunity, both homologous and cross-protective, influences reinfection dynamics.
- Host contact networks impact disease transmission and evolution.
Purpose of the Study:
- To investigate how host contact network structure affects pathogen strain invasion dynamics.
- To understand the role of local versus global contacts in disease spread and pathogen diversity.
- To develop a mean-field model for small-world networks in epidemiological dynamics.
Main Methods:
- Agent-based simulations on small-world networks.
- Modeling pathogen invasion with homologous and cross-immunity.
- Analysis of infection prevalence and strain coexistence under different network structures.
Main Results:
- Increased local contacts in small-world networks significantly reduce infection prevalence compared to well-mixed populations.
- The parameter space for invading strain establishment and coexistence with existing strains is smaller in small-world networks.
- Network structure critically influences the potential for pathogen diversity and evolution.
Conclusions:
- Host contact network topology, particularly the proportion of local interactions, is a key factor in epidemiological outcomes.
- Small-world networks can limit pathogen diversity by restricting the conditions for strain coexistence.
- An effective mean-field model can capture the effects of small-world network structures on epidemiological dynamics.
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