Modeling COVID-19 dynamics in the Basque Country: characterizing population immunity profile from 2020 to 2022
Bechir Naffeti1, Zeineb Ounissi2, Akhil Kumar Srivastav2
1Basque Center for Applied Mathematics, Bilbao, Bizkaia, Spain. nbechir@bcamath.org.
BMC Infectious Diseases
|January 3, 2025
Summary
COVID-19 vaccination and boosters are crucial for maintaining population immunity against waning immunity and new variants. Unvaccinated individuals significantly impact outbreak severity, highlighting vaccination
Area of Science:
- Epidemiology
- Immunology
- Mathematical Modeling
Background:
- COVID-19 (caused by SARS-CoV-2) poses a global health challenge.
- Vaccination is key to reducing severe disease, but waning immunity and variants necessitate ongoing efforts, including boosters.
- This study models COVID-19 dynamics in the Basque Country (2020-2022) to understand population immunity and outbreak severity.
Purpose of the Study:
- To characterize the population's immunity profile against COVID-19.
- To assess the impact of immunity on COVID-19 outbreak severity in the Basque Country.
- To analyze the dynamics of virus-specific and vaccine-induced immunity over time.
Main Methods:
- Developed a SIR/DS model incorporating three immunity levels and boosting effects from reinfection/vaccination.
- Validated the model using empirical daily case data from the Basque Country.
- Tracked shifts in immunity status and their effects on disease dynamics.
Main Results:
- The epidemic showed three phases: initial surge, intermediate outbreaks (Alpha/Delta variants), and Omicron-dominated phase.
- Reinfection rates reached and seroprevalence peaked at during the intermediate and Omicron phases, respectively.
- Naive/unvaccinated individuals significantly contributed to outbreak severity, especially during the Omicron wave.
Conclusions:
- Continuous monitoring and adaptive strategies are vital for managing COVID-19's evolving landscape.
- Dynamic interactions between immunity, reinfection, and vaccination critically shape outbreak severity.
- Findings guide evidence-based interventions for mitigating COVID-19 impact.
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