Deciphering chemokine properties by a hybrid agent-based model of Aspergillus fumigatus infection in human alveoli
Authored by Marc Thilo Figge, Johannes Pollmaecher
Date Published: 2015
DOI: 10.3389/fmicb.2015.00503
Sponsors:
German Research Foundation (Deutsche Forschungsgemeinschaft, DFG)
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Model Documentation:
Other Narrative
Mathematical description
Model Code URLs:
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Abstract
The ubiquitous airborne fungal pathogen Aspergillus fumigatus is inhaled
by humans every day. In the lung, it is able to quickly adapt to the
humid environment and, if not removed within a time frame of 4-8 h, the
pathogen may cause damage by germination and invasive growth. Applying a
to-scale agent-based model of human alveoli to simulate early A.
fumigatus infection under physiological conditions, we recently
demonstrated that alveolar macrophages require chemotactic cues to
accomplish the task of pathogen detection within the aforementioned time
frame. The objective of this study is to specify our general prediction
on the as yet unidentified chemokine by a quantitative analysis of its
expected properties, such as the diffusion coefficient and the rates of
secretion and degradation. To this end, the rule-based implementation of
chemokine diffusion in the initial agent-based model is revised by
numerically solving the spatio-temporal reaction-diffusion equation in
the complex structure of the alveolus. In this hybrid agent-based model, alveolar macrophages are represented as migrating agents that are
coupled to the interactive layer of diffusing molecule concentrations by
the kinetics of chemokine receptor binding, internalization and
re-expression. Performing simulations for more than a million virtual
infection scenarios, we find that the ratio of secretion rate to the
diffusion coefficient is the main indicator for the success of pathogen
detection. Moreover, a subdivision of the parameter space into regimes
of successful and unsuccessful parameter combination by this ratio is
specific for values of the migration speed and the directional
persistence time of alveolar macrophages, but depends only weakly on
chemokine degradation rates.
Tags
Migration
chemotaxis
diffusion
Lung
Cell
Neutrophils
Receptor interactions
Macrophages
Microscopy
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