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COVID-19 dynamics and immune response: Linking within-host and between-host dynamics.
Matthew O Adewole1,2, Taye Samuel Faniran3,4, Farah A Abdullah1
1School of Mathematical Sciences, Universiti Sains Malaysia, Malaysia.
This study introduces a novel mathematical model for COVID-19, integrating within-host and between-host dynamics. The findings highlight that a combined intervention strategy, including immune support and preventative measures, is crucial for controlling viral spread.
Area of Science:
- Epidemiology
- Mathematical Biology
- Immunology
Background:
- COVID-19 pandemics necessitate robust mathematical models for control.
- Existing models often fail to integrate within-host and between-host disease dynamics.
- Understanding the interplay between host immunity and transmission is critical.
Purpose of the Study:
- To develop a novel mathematical model linking within-host and between-host factors of COVID-19.
- To incorporate immune response dynamics into the epidemiological model.
- To evaluate the efficacy of various intervention strategies.
Main Methods:
- A compartmental mathematical model utilizing a fractional derivative (Caputo-Fabrizio) was developed.
- Model properties were analyzed to ensure a unique solution.
- Parameter estimation was performed using real-world data, followed by sensitivity analysis.
- Numerical simulations were conducted to assess intervention impacts.
Main Results:
- The model demonstrates that within-host dynamics significantly influence human-to-human transmission.
- Sensitivity analysis identified key parameters affecting disease spread.
- Simulations compared various intervention strategies based on averted deaths.
Conclusions:
- No single intervention strategy is sufficient to control COVID-19 spread.
- A combination of treatments boosting the immune system, inhibiting viral production, and adhering to public health protocols is essential.
- The integrated model provides a framework for understanding and managing infectious disease dynamics.
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