Mathematical Modeling Shows that Overall Infection Burden is Reduced More by Vaccines that Decrease Spread or Accelerate Recovery than those that Lower Severe Infections or Death.

Publication date: Jul 04, 2026

Vaccination programs have helped reduce case numbers and the death toll of COVID-19 significantly over the past few years. The spread and control of COVID-19 have been studied by means of ODE-based compartmental models in a number of studies. However, studies on the different benefits of vaccines, other than blocking infections, remain a paucity. In this study, we developed an ODE-based compartmental model with a separate disease progression path for vaccinated individuals. Key parameters were defined to account for the different facets of vaccine effectiveness: (1) blocking infections; (2) decreasing transmission; (3) expediting recovery; (4) reducing severe morbidity; and (5) preventing disease mortality. Sensitivity analyses and numerical simulations on the reproduction number, number of infections, reduction in peak infections, and cumulative disease-induced deaths provided important insights into the impact of different aspects of vaccine effectiveness on disease control. Specifically, vaccine benefits that reduce disease spread or accelerate recovery have a more substantial impact on the overall population (both vaccinated and unvaccinated individuals) than do vaccine benefits that reduce severe infections or death. The latter type of vaccines does not exhibit a considerable impact on the overall epidemic at the population level, but has a major impact only on the vaccinated individuals. In conclusion, infection burden can be reduced drastically with vaccines that have high potential in blocking infections, decreasing infectivity, and expediting recovery.

Concepts Keywords
Accelerate Basic Reproduction Number
Covid Computer Simulation
Mathematical COVID-19
Reducing COVID-19
Vaccinated COVID-19 Vaccines
COVID-19 Vaccines
Epidemiological Models
Humans
Mathematical Concepts
Models, Biological
Multiple infection paths
SARS-CoV-2
Sensitivity analysis
Unvaccinated Persons
Vaccinated reproduction number
Vaccination
Vaccine effectiveness
Vaccine Efficacy

Semantics

Type Source Name
disease MESH Infection
disease MESH Death
disease MESH COVID-19
disease MESH disease progression
pathway REACTOME Reproduction

Original Article

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