Mathematical modelling of cytokine-mediated CD4+ T cell dynamics in autoimmunity
Date
2024-04-29
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University of Sussex
Abstract
The primary function of the human immune system is the protection of the host from
invasion by virus, bacteria, or parasites. The mechanism of immune system is to discriminate between cells infected with a pathogen such as virus and the uninfected cells
of the host. The failure of this mechanism can lead to a pathological immune response known as autoimmune disease, where specific cells or organs are attacked by
the immune system. This thesis presents a comprehensive exploration of the cytokinemediated dynamics of CD4+ T cells during immune responses to uveitis, a complex
ocular inflammatory disease.
I propose a novel mathematical model that characterises the interactions between
immune cells, cytokines, and host cells during uveitis. The model reveals two distinct
steady states, one representing host cell death and the other a chronic inflammation
state with all components active. The impact of key parameters, such as the rate of
host cell destruction by cytotoxic CD4+ T cells, is examined. Importantly, further
investigations unveil the role of regulatory CD4+ T cells in preventing autoimmune
responses and offers insights into the conditions favouring chronic inflammation versus
autoimmunity.
I investigate the influence of stochasticity on uveitis dynamics. The methodology of continuous-time Markov chains is applied to derive a master equation, and van
Kampen’s expansions lead to a linear Fokker-Planck equation. Stochastic differential
equation models are developed and analysed to explore the role of randomness in immune response outcomes. The chapter provides critical insights into how stochasticity
affects the system’s behaviour, fluctuations around steady states, and potential future
applications.
I explore the impact of time delays in immune response dynamics. A time-delayed
model is developed, accounting for delays associated with CD4+ T cell proliferation and
interleukin IL-2 stimulation. The chapter unveils parameter regimes where the system
prevents autoimmune responses through the regulation of regulatory CD4+ T cells and
the cytokine IL-2. The role of IL-2 in maintaining chronic inflammation is examined,
highlighting the sensitivity of immune responses to time-delayed processes.
Description
Keywords
CD4+ T cells, autoimmune disease