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Updated: Sep 14, 2025

Contact-Free Co-Culture Model for the Study of Innate Immune Cell Activation During Respiratory Virus Infection
Published on: February 28, 2021
Modelling immunity gaps to quantify infection resurgences
Alex James1,2, Reuben McGregor3,4, Natalie Lorenz3,4
1University of Canterbury, Christchurch, Canterbury, New Zealand.
Following COVID-19 restrictions, reduced population immunity may cause surges in respiratory viruses like respiratory syncytial virus (RSV). Mathematical modeling suggests diseases with moderately fast waning immunity are most prone to resurgence post-pandemic.
Area of Science:
- Epidemiology
- Mathematical Biology
- Public Health
Background:
- Non-pharmaceutical interventions during the COVID-19 pandemic reduced transmission of various respiratory pathogens.
- This led to a potential decrease in population immunity, termed 'immunity debt' or 'immunity gap'.
- Resurgences of pathogens like respiratory syncytial virus (RSV) and influenza were observed globally after restrictions eased.
Purpose of the Study:
- To extend the classic susceptible-immune-susceptible model to explore the 'immunity debt' phenomenon.
- To investigate how waning immunity influences pathogen resurgence after prolonged periods of reduced transmission.
- To inform future public health strategies by predicting disease characteristics prone to resurgence.
Main Methods:
- Developed a modified susceptible-immune-susceptible mathematical model.
- Parametrized the model using respiratory syncytial virus (RSV) antibody data from healthy adults in Aotearoa, New Zealand.
- Conducted a case study analyzing prolonged public health measures (2020-2022) and compared model predictions with hospitalization data.
Main Results:
- The model indicates diseases with very fast waning immunity are less likely to cause significant infection surges post-restrictions.
- Diseases with moderately fast waning immunity, such as RSV, show a higher likelihood of substantial resurgence.
- Model predictions align with observed hospitalization trends in Aotearoa, New Zealand.
Conclusions:
- Mathematical modeling supports the 'immunity debt' hypothesis for certain respiratory pathogens.
- Pathogen characteristics, particularly the rate of immunity waning, are critical factors in predicting post-restriction resurgence.
- Findings can guide public health responses to mitigate future outbreaks of diseases like RSV.
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