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Modelling and Simulation of the Dynamics of the Antigen-Specific T Cell Response Using Variable Structure Control Theory

机译:可变结构控制理论对抗原特异性T细胞反应动力学的建模和仿真

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摘要

Experimental and mathematical studies in immunology have revealed that the dynamics of the programmed T cell response to vigorous infection can be conveniently modelled using a sigmoidal or a discontinuous immune response function. This paper hypothesizes strong synergies between this existing work and the dynamical behaviour of engineering systems with a variable structure control (VSC) law. These findings motivate the interpretation of the immune system as a variable structure control system. It is shown that dynamical properties as well as conditions to analytically assess the transition from health to disease can be developed for the specific T cell response from the theory of variable structure control. In particular, it is shown that the robustness properties of the specific T cell response as observed in experiments can be explained analytically using a VSC perspective. Further, the predictive capacity of the VSC framework to determine the T cell help required to overcome chronic Lymphocytic Choriomeningitis Virus (LCMV) infection is demonstrated. The findings demonstrate that studying the immune system using variable structure control theory provides a new framework for evaluating immunological dynamics and experimental observations. A modelling and simulation tool results with predictive capacity to determine how to modify the immune response to achieve healthy outcomes which may have application in drug development and vaccine design.
机译:免疫学方面的实验和数学研究表明,可以使用S形或不连续的免疫反应功能方便地对程序化T细胞对剧烈感染的反应动力学进行建模。本文假设现有工作与具有可变结构控制(VSC)律的工程系统的动力学行为之间具有强大的协同作用。这些发现促使人们将免疫系统解释为可变结构控制系统。结果表明,根据可变结构控制理论,可以为特定的T细胞反应开发动力学特性以及分析评估从健康到疾病转变的条件。特别地,表明可以使用VSC视角解析地解释实验中观察到的特定T细胞反应的鲁棒性。此外,证明了VSC框架确定克服慢性淋巴细胞性脑膜炎病毒(LCMV)感染所需的T细胞帮助的预测能力。研究结果表明,使用可变结构控制理论研究免疫系统为评估免疫动力学和实验观察提供了新的框架。建模和仿真工具具有预测能力,可以确定如何修改免疫反应以实现健康的结果,这可能会在药物开发和疫苗设计中得到应用。

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  • 期刊名称 other
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  • 年(卷),期 -1(11),11
  • 年度 -1
  • 页码 e0166163
  • 总页数 22
  • 原文格式 PDF
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