Modelling pathogen transmission: the interrelationship between local and global approaches
- 7 January 2003
- journal article
- Published by The Royal Society in Proceedings Of The Royal Society B-Biological Sciences
- Vol. 270 (1510) , 105-112
- https://doi.org/10.1098/rspb.2002.2213
Abstract
We describe two spatial (cellular automaton) host–pathogen models with contrasting types of transmission, where the biologically realistic transmission mechanisms are based entirely on ‘local’ interactions. The two models, fixed contact area (FCA) and fixed contact number (FCN), may be viewed as local ‘equivalents’ of commonly used global density– (and frequency–) dependent models. Their outputs are compared with each other and with the patterns generated by these global terms. In the FCN model, unoccupied cells are bypassed, but in the FCA model these impede pathogen spread, extending the period of the epidemic and reducing the prevalence of infection when the pathogen persists. Crucially, generalized linear modelling reveals that the global transmission terms βSI and β'SI/N are equally good at describing transmission in both the FCA and FCN models when infected individuals are homogeneously distributed and N is approximately constant, as at the quasi–equilibrium. However, when N varies, the global frequency–dependent term β'SI/N is better than the density–dependent one, βSI, at describing transmission in both the FCA and FCN models. Our approach may be used more generally to compare different local contact structures and select the most appropriate global transmission term.Keywords
This publication has 12 references indexed in Scilit:
- Generalized Linear ModelsPublished by Taylor & Francis ,2017
- A clarification of transmission terms in host-microparasite models: numbers, densities and areasEpidemiology and Infection, 2002
- Dynamics of a feline virus with two transmission modes within exponentially growing host populationsProceedings Of The Royal Society B-Biological Sciences, 2000
- Transmission dynamics of a zoonotic pathogen within and between wildlife host speciesProceedings Of The Royal Society B-Biological Sciences, 1999
- Population and transmission dynamics of cowpox in bank voles: testing fundamental assumptionsEcology Letters, 1998
- Characteristic length scales of spatial models in ecology via fluctuation analysisPhilosophical Transactions Of The Royal Society B-Biological Sciences, 1997
- The epidemiology of BSE in cattle herds in Great Britain. II. Model construction and analysis of transmission dynamicsPhilosophical Transactions Of The Royal Society B-Biological Sciences, 1997
- Stochastic Spatial Models: A User's Guide to Ecological ApplicationsPhilosophical Transactions Of The Royal Society B-Biological Sciences, 1994
- Non-linear transmission rates and the dynamics of infectious diseaseJournal of Theoretical Biology, 1991
- Population dynamics of fox rabies in EuropeNature, 1981