A network-patch methodology for adapting agent-based models for directly transmitted disease to mosquito-borne disease
Open Access
- 1 January 2015
- journal article
- research article
- Published by Taylor & Francis in Journal of Biological Dynamics
- Vol. 9 (1) , 52-72
Abstract
Mosquito-borne diseases cause significant public health burden and are widely re-emerging or emerging. Understanding, predicting, and mitigating the spread of mosquito-borne disease in diverse populations and geographies are ongoing modelling challenges. We propose a hybrid network-patch model for the spread of mosquito-borne pathogens that accounts for individual movement through mosquito habitats, extending the capabilities of existing agent-based models (ABMs) to include vector-borne diseases. The ABM are coupled with differential equations representing ‘clouds’ of mosquitoes in patches accounting for mosquito ecology. We adapted an ABM for humans using this method and investigated the importance of heterogeneity in pathogen spread, motivating the utility of models of individual behaviour. We observed that the final epidemic size is greater in patch models with a high risk patch frequently visited than in a homogeneous model. Our hybrid model quantifies the importance of the heterogeneity in the spread of mosquito-borne pathogens, guiding mitigation strategies.Keywords
All Related Versions
This publication has 36 references indexed in Scilit:
- FRED (A Framework for Reconstructing Epidemic Dynamics): an open-source software system for modeling infectious diseases and control strategies using census-based populationsBMC Public Health, 2013
- A systematic review of mathematical models of mosquito-borne pathogen transmission: 1970–2010Journal of The Royal Society Interface, 2013
- House-to-house human movement drives dengue virus transmissionProceedings of the National Academy of Sciences, 2012
- A Spatial Model of Mosquito Host-Seeking BehaviorPLOS Computational Biology, 2012
- A malaria transmission-directed model of mosquito life cycle and ecologyMalaria Journal, 2011
- Disease properties, geography, and mitigation strategies in a simulation spread of rinderpest across the United StatesVeterinary Research, 2011
- Spatially disaggregated disease transmission risk: land cover, land use and risk of dengue transmission on the island of OahuTropical Medicine & International Health, 2010
- The effects of human movement on the persistence of vector-borne diseasesJournal of Theoretical Biology, 2009
- Prediction of a Rift Valley fever outbreakProceedings of the National Academy of Sciences, 2009
- Modelling disease outbreaks in realistic urban social networksNature, 2004