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Integrative model of the immune response to a pulmonary macrophage infection: what determines the infection duration?
Natacha Go1, Caroline Bidot2, Catherine Belloc3
1UR341 MIA, INRA, Jouy-en-Josas, France; LUNAM Université, Oniris, INRA UMR 1300 BioEpAR, Nantes, France.
Abstract:
The immune mechanisms which determine the infection duration induced by pathogens targeting pulmonary macrophages are poorly known. To explore the impact of such pathogens, it is indispensable to integrate the various immune mechanisms and to take into account the variability in pathogen virulence and host susceptibility. In this context, mathematical models complement experimentation and are powerful tools to represent and explore the complex mechanisms involved in the infection and immune dynamics. We developed an original mathematical model in which we detailed the interactions between the macrophages and the pathogen, the orientation of the adaptive response and the cytokine regulations. We applied our model to the Porcine Respiratory and Reproductive Syndrome virus (PRRSv), a major concern for the swine industry. We extracted value ranges for the model parameters from modelling and experimental studies on respiratory pathogens. We identified the most influential parameters through a sensitivity analysis. We defined a parameter set, the reference scenario, resulting in a realistic and representative immune response to PRRSv infection. We then defined scenarios corresponding to graduated levels of strain virulence and host susceptibility around the reference scenario. We observed that high levels of antiviral cytokines and a dominant cellular response were associated with either short, the usual assumption, or long infection durations, depending on the immune mechanisms involved. To identify these mechanisms, we need to combine the levels of antiviral cytokines, including IFNγ, and IL10. The latter is a good indicator of the infected macrophage level, both combined provide the adaptive response orientation. Available PRRSv vaccines lack efficiency. By integrating the main interactions between the complex immune mechanisms, this modelling framework could be used to help designing more efficient vaccination strategies.
Insights
Mathematical modeling reveals complex immune responses to Porcine Respiratory and Reproductive Syndrome virus (PRRSv) infection. Understanding cytokine regulation and host susceptibility is key to developing effective PRRSv vaccines.
Area of Science:
- Immunology
- Mathematical Biology
- Veterinary Virology
Background:
- Immune mechanisms controlling pathogen infection duration, especially those targeting pulmonary macrophages, remain poorly understood.
- Variability in pathogen virulence and host susceptibility significantly impacts infection outcomes.
- Mathematical models offer a powerful approach to explore complex host-pathogen and immune dynamics.
Purpose of the Study:
- To develop and apply an original mathematical model detailing macrophage-pathogen interactions, adaptive immune response orientation, and cytokine regulation.
- To investigate the impact of varying Porcine Respiratory and Reproductive Syndrome virus (PRRSv) virulence and host susceptibility on infection dynamics.
- To identify key immune mechanisms influencing infection duration and to inform the design of improved vaccination strategies.
Main Methods:
- Development of a novel mathematical model simulating macrophage-pathogen interactions, adaptive immunity, and cytokine networks.
- Application of the model to Porcine Respiratory and Reproductive Syndrome virus (PRRSv) infection dynamics.
- Parameter value extraction from existing modeling and experimental studies on respiratory pathogens.
- Sensitivity analysis to identify influential model parameters.
- Simulation of scenarios with graduated levels of PRRSv strain virulence and host susceptibility.
Main Results:
- High levels of antiviral cytokines and a dominant cellular response can lead to both short and prolonged infection durations, contrary to common assumptions.
- The interplay between antiviral cytokines (e.g., IFNγ) and IL10 is crucial for determining the adaptive immune response orientation.
- IL10 levels serve as a reliable indicator of infected macrophage burden, aiding in understanding immune status.
- The developed model provides a framework to explore complex immune interactions influencing PRRSv infection outcomes.
Conclusions:
- Immune response duration to PRRSv is not solely dependent on cytokine levels but on the intricate interplay of specific immune mechanisms.
- Combining measurements of antiviral cytokines and IL10 can elucidate the adaptive immune response orientation and infection dynamics.
- The mathematical modeling framework offers a valuable tool for understanding PRRSv pathogenesis and for guiding the development of more effective PRRSv vaccines, addressing the limitations of current vaccines.
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