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Implications of Decoupling the Intracellular and Extracellular Levels in Multi-Level Models of Virus Growth

机译:解耦细胞内和细胞外水平在病毒生长的多层次模型中的含义。

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Virus infections are characterized by two distinct levels of detail: the intracellular level describing how viruses hijack the host machinery to replicate, and the extracellular level describing how populations of virus and host cells interact. Deterministic, population balance models for viral infections permit incorporation of both the intracellular and extracellular levels of information. In this work, we identify assumptions that lead to exact, selective decoupling of the interaction between the intracellular and extracellular levels, effectively permitting solution of first the intracellular level, and subsequently the extracellular level. This decoupling leads to (1) intracellular and extracellular models of viral infections that have been previously reported and (2) a significant reduction in the computational expense required to solve the model. However, the decoupling restricts the behaviors that can be modeled. Simulation of a previously reported multi-level model demonstrates this decomposition when the intracellular level of description consists of numerous reaction events. Additionally, examples demonstrate that viruses can persist even when the intracellular level of description cannot sustain a steady-state production of virus (i.e., has only a trivial equilibrium). We expect the combination of this modeling framework with experimental data to result in a quantitative, systems-level understanding of viral infections and cellular antiviral strategies that will facilitate controlling both these infections and antiviral strategies.
机译:病毒感染的特征在于两个不同的详细级别:细胞内级别描述病毒如何劫持宿主机器进行复制,而细胞外级别描述病毒与宿主细胞的交互方式。病毒感染的确定性种群平衡模型允许纳入细胞内和细胞外信息水平。在这项工作中,我们确定了导致细胞内和细胞外水平之间相互作用的精确,选择性解耦的假设,从而有效地允许先解决细胞内水平,然后再解决细胞外水平。这种脱钩导致(1)先前已报道的病毒感染的细胞内和细胞外模型,以及(2)解决该模型所需的计算费用大大减少。但是,去耦限制了可以建模的行为。当描述的细胞内水平由许多反应事件组成时,对先前报道的多水平模型的仿真证明了这种分解。另外,示例证明,即使描述的细胞内水平不能维持病毒的稳态产生(即,仅具有微不足道的平衡),病毒也可以持续存在。我们希望将这种建模框架与实验数据结合起来,可以对病毒感染和细胞抗病毒策略进行定量的系统级理解,从而有助于控制这些感染和抗病毒策略。

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