An SIR epidemic model with vaccination in a patchy environment
Qianqian Cui1, Zhipeng Qiu1, Ling Ding1
1School of Science, Nanjing University of Science and Technology, Nanjing 210094, China
Mathematical Biosciences and Engineering : MBE
|November 23, 2017
Summary
This study models infectious disease spread using an SIR patch model. Vaccination effectively controls outbreaks, while human mobility impacts disease dynamics across different regions.
Area of Science:
- Epidemiology
- Mathematical Biology
- Public Health
Background:
- Understanding disease transmission dynamics is crucial for effective public health interventions.
- Mathematical models, such as the SIR (Susceptible-Infectious-Recovered) model, are vital tools for simulating disease spread.
- The influence of vaccination and human mobility on disease dynamics in interconnected populations requires further investigation.
Purpose of the Study:
- To formulate and analyze an SIR patch model incorporating vaccination strategies.
- To investigate the impact of vaccination coverage on disease control across multiple interconnected patches.
- To assess how human mobility patterns influence the spatial spread and outbreak size of infectious diseases.
Main Methods:
- Development of an SIR patch model with vaccination and migration parameters.
- Derivation and analysis of the control reproduction number (Rv) to determine disease-free equilibrium stability.
- Mathematical analysis of local stability for boundary equilibria and existence of equilibria for n=2 case.
- Numerical simulations to visualize the effects of vaccination and mobility on disease spread.
Main Results:
- The disease-free equilibrium is globally asymptotically stable when Rv < 1 and unstable when Rv > 1.
- Sufficient conditions for local stability of boundary equilibria and existence of equilibria were established for n=2.
- Vaccination was shown to effectively control and prevent disease outbreaks across all modeled patches.
- Human migration can exacerbate outbreaks in some patches while mitigating them in others.
Conclusions:
- Vaccination is a potent tool for controlling and preventing infectious disease outbreaks in a multi-patch system.
- Human mobility introduces complex spatial dynamics, potentially leading to heterogeneous impacts on disease spread across different regions.
- The SIR patch model provides valuable insights into the interplay between vaccination, mobility, and disease transmission, informing public health strategies.
More Related Videos
Related Concept Videos
Steps in Outbreak Investigation
613
In the ever-evolving field of public health, statistical analysis serves as a cornerstone for understanding and managing disease outbreaks. By leveraging various statistical tools, health professionals can predict potential outbreaks, analyze ongoing situations, and devise effective responses to mitigate impact. For that to happen, there are a few possible stages of the analysis:
613
Modeling with Differential Equations
107
Population dynamics can be described mathematically by considering the population size P(t) as a function of time. The rate of change of the population is then represented by the derivative of P(t). A simple assumption is that the rate of growth is proportional to the size of the population itself. This leads to an exponential growth model, where the population increases rapidly without bound. While this is a useful first approximation, it does not reflect realistic long-term...
107
Causality in Epidemiology
1.7K
Causality or causation is a fundamental concept in epidemiology, vital for understanding the relationships between various factors and health outcomes. Despite its importance, there's no single, universally accepted definition of causality within the discipline. Drawing from a systematic review, causality in epidemiology encompasses several definitions, including production, necessary and sufficient, sufficient-component, counterfactual, and probabilistic models. Each has its strengths and...
1.7K
Principles of Disease Surveillance
601
Disease surveillance is the systematic collection, analysis, and interpretation of health data essential to the planning, implementation, and evaluation of public health practice. This process integrates data dissemination to entities responsible for preventing and controlling disease, injury, and disability. Surveillance systems provide crucial information for action, helping public health authorities make informed decisions to manage and prevent outbreaks, ensure public safety, optimize...
601
Vaccinations
52.0K
Overview
52.0K
Population Growth
28.8K
Population size is dynamic, increasing with birth rates and immigration, and decreasing with death rates and emigration. In ideal conditions with unlimited resources, populations can increase exponentially, which plots as a J-shaped growth rate curve of population size against time. This type of curve is characteristic of newly-introduced invasive species, or populations that have suffered catastrophic declines and are rebounding.
28.8K


