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Published on: December 9, 2015
Impact of human mobility on the periodicities and mechanisms underlying measles dynamics
Ramona Marguta1, Andrea Parisi2
1Centro de Física da Matéria Condensada, Biosystems and Integrative Sciences Institute and Departamento de Física, Faculdade de Ciências da Universidade de Lisboa, Campo Grande Edificio C8, 1749-016 Lisboa, Portugal.
Abstract:
Three main mechanisms determining the dynamics of measles have been described in the literature: invasion in disease-free lands leading to import-dependent outbreaks, switching between annual and biennial attractors driven by seasonality, and amplification of stochastic fluctuations close to the endemic equilibrium. Here, we study the importance of the three mechanisms using a detailed geographical description of human mobility. We perform individual-based simulations of an SIR model using a gridded description of human settlements on top of which we implement human mobility according to the radiation model. Parallel computation permits detailed simulations of large areas. Focusing our research on the British Isles, we show that human mobility has an impact on the periodicity of measles outbreaks. Depending on the level of mobility, we observe at the global level multi-annual, annual or biennial cycles. The periodicity observed globally, however, differs from the local epidemic cycles: different locations show different mechanisms at work depending on both population size and mobility. As a result, the periodicities observed locally depend on the interplay between the local population size and human mobility.
Insights
Human mobility significantly impacts measles outbreak patterns, influencing global and local epidemic cycles. The interplay between population size and mobility determines disease periodicity in different regions.
Area of Science:
- Epidemiology
- Mathematical Modeling
- Computational Biology
Background:
- Measles dynamics are influenced by invasion, seasonality, and stochastic fluctuations.
- Understanding these mechanisms is crucial for disease control.
Purpose of the Study:
- To investigate the role of human mobility in measles dynamics.
- To analyze the impact of mobility on outbreak periodicity using detailed geographical data.
Main Methods:
- Individual-based simulations of an SIR model.
- Incorporation of human mobility using the radiation model.
- Application to the British Isles with gridded settlement data.
Main Results:
- Human mobility influences global measles outbreak periodicity (multi-annual, annual, biennial).
- Local epidemic cycles vary, driven by distinct mechanisms.
- Periodicity depends on the interaction between local population size and mobility levels.
Conclusions:
- Human mobility is a key factor shaping measles epidemic patterns.
- Local variations in population size and mobility create diverse disease dynamics.
- This research provides insights for targeted measles control strategies.
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