Oxygen Modulates the Effectiveness of Granuloma Mediated Host Response to Mycobacterium tuberculosis: A Multiscale Computational Biology Approach
Authored by Elebeoba E May, Cheryl L Sershen, Steven J Plimpton
Date Published: 2016
DOI: 10.3389/fcimb.2016.00006
Sponsors:
United States National Institutes of Health (NIH)
United States National Science Foundation (NSF)
DTRA/Henry M. Jackson Foundation
Sandia National Laboratories
Platforms:
Python
Model Documentation:
Other Narrative
Flow charts
Mathematical description
Model Code URLs:
Model code not found
Abstract
Mycobacterium tuberculosis associated granuloma formation can be viewed
as a structural immune response that can contain and halt the spread of
the pathogen. In several mammalian hosts, including non-human primates, Mtb granulomas are often hypoxic, although this has not been observed in
wild type murine infection models. While a presumed consequence, the
structural contribution of the granuloma to oxygen limitation and the
concomitant impact on Mtb metabolic viability and persistence remains to
be fully explored. We develop a multiscale computational model to test
to what extent in vivo Mtb granulomas become hypoxic, and investigate
the effects of hypoxia on host immune response efficacy and
mycobacterial persistence. Our study integrates a physiological model of
oxygen dynamics in the extracellular space of alveolar tissue, an
agent-based model of cellular immune response, and a systems
biology-based model of Mtb metabolic dynamics. Our theoretical studies
suggest that the dynamics of granuloma organization mediates oxygen
availability and illustrates the immunological contribution of this
structural host response to infection outcome. Furthermore, our
integrated model demonstrates the link between structural immune
response and mechanistic drivers influencing Mtbs adaptation to its
changing microenvironment and the qualitative infection outcome
scenarios of clearance, containment, dissemination, and a newly observed
theoretical outcome of transient containment. We observed hypoxic
regions in the containment granuloma similar in size to granulomas found
in mammalian in vivo models of Mtb infection. In the case of the
containment outcome, our model uniquely demonstrates that immune
response mediated hypoxic conditions help foster the shift down of
bacteria through two stages of adaptation similar to thein vitro
non-replicating persistence (NRP) observed in the Wayne model of Mtb
dormancy. The adaptation in part contributes to the ability of Mtb to
remain dormant for years after initial infection.
Tags
Infection
systems
Model
Mechanisms
Hypoxia
Pathogen
Macrophages
Persistence
Malate synthase
Alveolar