medRxiv · 2020 · 12 citations · 29 references
Veterinary MedicineInfectious Disease ControlInfectious DiseasesCommunicable Disease ControlImmunizationInfectious Disease EpidemiologyInfectious Disease DynamicsOutbreak ControlPopulation ImmunityPopulation Vaccination StrategiesTransmission DynamicsVaccinationAdaptive Combinations DesignAdaptive Control StrategiesCommunity DynamicsInfectious Disease ModelsModeling Of Epidemic ResponseNetwork ComplexityStochastic DynamicsVaccination Modeling
Abstract Reaching population immunity against COVID-19 is proving difficult even in countries with high vaccination levels. We demonstrate that this in part is due to heterogeneity and stochasticity resulting from community-specific human-human interaction and infection networks. We address this challenge by community-specific simulation of adaptive strategies. Analyzing the predicted effect of vaccination into an ongoing COVID-19 outbreak, we find that adaptive combinations of targeted vaccination and non-pharmaceutical interventions (NPIs) are required to reach population immunity. Importantly, the threshold for population immunity is not a unique number but strategy and community dependent. Furthermore, the dynamics of COVID-19 outbreaks is highly community-specific: in some communities vaccinating highly interactive people diminishes the risk for an infection wave, while vaccinating the elderly reduces fatalities when vaccinations are low due to supply or hesitancy. Similarly, while risk groups should be vaccinated first to minimize fatalities, optimality branching is observed with increasing population immunity. Bimodality emerges as the infection network gains complexity over time, which entails that NPIs generally need to be longer and stricter. Thus, we analyze and quantify the requirement for NPIs dependent on the chosen vaccination strategy. We validate our simulation platform on real-world epidemiological data and demonstrate that it can predict pathways to population immunity for diverse communities world-wide challenged by limited vaccination.
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