IL-2 sensitivity and exogenous IL-2 concentration gradient tune the productive contact duration of CD8(+) T cell-APC: a multiscale modeling study
Authored by Xuefeng Gao, Christophe Arpin, Jacqueline Marvel, Sotiris A Prokopiou, Olivier Gandrillon, Fabien Crauste
Date Published: 2016
DOI: 10.1186/s12918-016-0323-y
Sponsors:
ANR grant PrediVac
Finovi Fondation
Rhône-Alpes Complex Systems Institute
Université Claude Bernard Lyon 1
Fonds Europeen de Developpement Regional
Institut National de la Sante Et de la Recherche Medicale
Platforms:
Python
Model Documentation:
Other Narrative
Flow charts
Mathematical description
Model Code URLs:
https://ndownloader.figshare.com/files/7205315
Abstract
The CD8(+) T cell immune response fights acute infections by
intracellular pathogens and, by generating an immune memory, enables
immune responses against secondary infections. Activation of the CD8(+)
T cell immune response involves a succession of molecular events leading
to modifications of CD8(+) T cell population. To understand the
endogenous and exogenous mechanisms controlling the activation of CD8(+)
T cells and to investigate the influence of early molecular events on
the long-term cell population behavior, we developed a multiscale
computational model. It integrates three levels of description: a
Cellular Potts model describing the individual behavior of CD8(+) T
cells, a system of ordinary differential equations describing a
decision-making molecular regulatory network at the intracellular level, and a partial differential equation describing the diffusion of IL-2 in
the extracellular environment.
Results: We first calibrated the model parameters based on in vivo data
and showed the model's ability to reproduce early dynamics of CD8(+) T
cells in murine lymph nodes after influenza infection, both at the cell
population and intracellular levels. We then showed the model's ability
to reproduce the proliferative responses of CD5(hi) and CD5(lo) CD8(+) T
cells to exogenous IL-2 under a weak TCR stimulation. This stressed the
role of shortlasting molecular events and the relevance of explicitly
describing both intracellular and cellular scale dynamics. Our results
suggest that the productive contact duration of CD8(+) T cell-APC is
influenced by the sensitivity of individual CD8(+) T cells to the
activation signal and by the IL-2 concentration in the extracellular
environment.
Conclusions: The multiscale nature of our model allows the reproduction
and explanation of some acquired characteristics and functions of CD8(+)
T cells, and of their responses to multiple stimulation conditions, that
would not be accessible in a classical description of cell population
dynamics that would not consider intracellular dynamics.
Tags
Agent-based model
activation
Memory
Dendritic cells
Effector
In-vivo
Gene-expression
Lymph-nodes
Adaptive immunity
Bet