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The heterogeneous mixing model of COVID-19 with interventions
1School of Data Science and Technology, North University of China, Taiyuan 030051, Shanxi, China; Complex Systems Research Center, Shanxi University, Taiyuan 030006, Shanxi, China.
Insights
New COVID-19 mutant strains challenge vaccine effectiveness against infection, but protection against severe illness remains. A mathematical model highlights the importance of vaccination coverage in specific age groups and rapid testing for controlling transmission.
Area of Science:
- Epidemiology
- Mathematical Modeling
- Public Health
Background:
- Emerging mutant strains of COVID-19 (Coronavirus Disease 2019) diminish vaccine efficacy for infection prevention.
- Vaccines continue to provide significant protection against severe illness and mortality from COVID-19.
- Understanding transmission dynamics is crucial for effective control strategies against evolving viral strains.
Purpose of the Study:
- To develop a heterogeneous age-structured mathematical model analyzing COVID-19 transmission with interventions.
- To investigate the impact of varying protection periods and breakthrough infections on disease spread.
- To evaluate the effectiveness of vaccination programs and public health interventions for controlling COVID-19.
Main Methods:
- Established a heterogeneous mixing model incorporating age groups, pharmaceutical, and non-pharmaceutical interventions.
- Analyzed the control reproduction number (R_c) to determine system equilibrium and stability.
- Conducted numerical simulations to assess vaccination strategies and intervention effectiveness in a specific scenario.
Main Results:
- The study identified the group-3 vaccination coverage rate (p_3) as a critical factor influencing R_c.
- Numerical simulations demonstrated the impact of different intervention strategies on epidemic control.
- Accelerating admission and testing rates were found to be beneficial for managing COVID-19 transmission.
Conclusions:
- The findings offer a modeling framework for assessing new vaccines against mutant strains.
- The research provides a theoretical basis for refining vaccination strategies in mainland China.
- Optimizing vaccination coverage in key age demographics and enhancing testing infrastructure are vital for pandemic preparedness.
Abstract:
The emergence of mutant strains of COVID-19 reduces the effectiveness of vaccines in preventing infection, but remains effective in preventing severe illness and death. This paper established a heterogeneous mixing model of age groups with pharmaceutical and non-pharmaceutical interventions by analyzing the transmission mechanism of breakthrough infection caused by the heterogeneity of protection period under the action of vaccine-preventable infection with the original strain. The control reproduction number Rc of the system is analyzed, and the existence and stability of equilibrium are given by the comparison principle. Numerical simulation was conducted to evaluate the vaccination program and intervention measures in the customized scenario, demonstrating that the group-3 coverage rate p3 plays a key role in Rc. It is proposed that accelerating the rate of admission and testing is conducive to epidemic control by further fitting data of COVID-19 transmission in real scenarios. The findings provide a general modeling idea for the emergence of new vaccines to prevent infection by mutant strains, as well as a solid theoretical foundation for mainland China to formulate future vaccination strategies for new vaccines. This manuscript was submitted as part of a theme issue on "Modelling COVID-19 and Preparedness for Future Pandemics".
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