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Published on: May 16, 2020
Modeling the macrophage-anthrax spore interaction: Implications for early host-pathogen interactions
Buddhi Pantha1, Alan Cross2, Suzanne Lenhart3
1Department of Science and Mathematics, Abraham Baldwin Agricultural College, Tifton, GA, USA.
Abstract:
Inhalational anthrax, caused by the gram positive bacteria Bacillus anthracis, is a potentially fatal form of anthrax infection. It is initiated after inhaled spores are deposited in the lung, phagocytosed by immune cells, and subsequently transported to nearby lymph nodes. Intracellular spores that successfully germinate and become vegetative bacteria can lyse their host cell and contribute to bacterial outgrowth and toxin production. To better understand the early disease dynamics of the host-pathogen interaction, we develop a mathematical model of ordinary differential Equations and estimate parameters using available data. The model which consists of two subsystems is designed in accordance with an in vitro experimental protocol in which macrophages were challenged with varying doses of spores at spore-to-macrophage ratios of 1:1, 1:2, 1:10, 1:20. Initial modeling results suggested the need to consider two distinct subpopulations of anthrax bacteria: newly germinated bacteria which cannot replicate immediately and fully vegetative bacteria that can. Additional modeling results provide insights into possible reasons why macrophage-induced killing is more effective at the 1:20 ratio.
Insights
This study models early inhalational anthrax infection dynamics. Mathematical modeling revealed two bacterial states and why macrophages are more effective at clearing Bacillus anthracis at higher ratios.
Area of Science:
- Microbiology
- Mathematical Biology
- Immunology
Background:
- Inhalational anthrax, caused by Bacillus anthracis, is a severe infection originating from inhaled spores.
- Spores germinate in the lungs, leading to bacterial replication, toxin production, and potential host cell lysis.
Purpose of the Study:
- To develop a mathematical model simulating early host-pathogen interactions in Bacillus anthracis infection.
- To investigate the dynamics of bacterial growth and host immune response, specifically macrophage interactions.
Main Methods:
- Development of an ordinary differential equations (ODEs) mathematical model.
- Parameter estimation using in vitro experimental data with varying spore-to-macrophage ratios (1:1, 1:2, 1:10, 1:20).
Main Results:
- Identified two distinct bacterial subpopulations: non-replicating germinated bacteria and replicating vegetative bacteria.
- Demonstrated that macrophage-induced killing of Bacillus anthracis is more effective at a 1:20 spore-to-macrophage ratio.
Conclusions:
- The model provides insights into the early stages of inhalational anthrax pathogenesis.
- Understanding bacterial subpopulations and host-pathogen ratios is crucial for predicting disease progression and developing effective interventions.
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