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一种分析生发中心动力学模型的方法。

A Method to Analyze Models of the Dynamics of Germinal Centers.

机构信息

CINBIO, and Department of Biochemistry, Genetics and Immunology, Universidade de Vigo, Vigo, Spain.

Department of Applied Mathematics II, Universidade de Vigo, Vigo, Spain.

出版信息

Methods Mol Biol. 2022;2380:111-123. doi: 10.1007/978-1-0716-1736-6_10.

Abstract

Germinal centers (GC) are dynamic, short-lived anatomical structures generated within lymphoid follicles during immune responses to protein-containing antigens. There, follicular dendritic cells, antigen-specific B cells, and follicular T helper cells engage with each other in an antigen dependent way, setting into play a mini-evolutionary ecosystem that ultimately lead to antibody affinity maturation, with the resulting GC reaction following a rise-and-fall dynamics. The complexity of the cell-to-cell interaction processes makes very difficult to mechanistically understand the GC dynamics. Different mathematical or computational models have been or can be developed to help clarify the mechanisms driving and regulating the GC dynamics. However, the very important question of which are the dominant model parameters is not frequently studied for most of those models. Here we describe in detail one method to perform such a parameter analysis-known as parameter sensitivity analysis-which can be applied to many models of the GC dynamics.

摘要

生发中心(GC)是在针对含蛋白质抗原的免疫反应中于淋巴滤泡内产生的动态、短暂存在的解剖结构。在那里,滤泡树突状细胞、抗原特异性 B 细胞和滤泡辅助性 T 细胞以抗原依赖的方式相互作用,形成一个微型进化生态系统,最终导致抗体亲和力成熟,随之而来的是 GC 反应的上升和下降动态。细胞间相互作用过程的复杂性使得很难从机制上理解 GC 动力学。已经或可以开发不同的数学或计算模型来帮助阐明驱动和调节 GC 动力学的机制。然而,对于大多数这些模型来说,一个非常重要的问题是,哪些是主导模型参数,这个问题并没有经常被研究。在这里,我们详细描述了一种执行这种参数分析的方法,即参数敏感性分析,该方法可应用于许多 GC 动力学模型。

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