Center for Modelling and Simulation in the Biosciences, BioQuant-Center, Heidelberg University, Heidelberg, Germany.
Institute of Microbiology, Department of Biology, ETH Zurich, Zurich, Switzerland.
Front Immunol. 2019 Jun 19;10:1358. doi: 10.3389/fimmu.2019.01358. eCollection 2019.
Infection by Cytomegalovirus (CMV) is characterized by the massive expansion and continued maintenance of CMV-specific CD8 T cells for certain CMV-derived peptides. This phenomenon called "memory inflation" has made CMV a primary target for the generation of T cell based vaccine vectors against various diseases. However, many aspects concerning the generation and maintenance of the inflationary CD8 T cell response still remain to be resolved. In this study, we combined experimental data and mathematical models to analyze the dynamics of circulatory inflationary CD8 T cells within individual mice infected by MCMV. Obtaining frequent measurements on the number and frequency of CMV-specific CD8 T cells up to 70 days post infection, we find that mathematical models assuming differing viral stimuli during acute infection and the inflationary phase provide a better description for the observed dynamics than models relying on similar viral stimuli during both phases. In addition, our analysis allowed a detailed quantification of the different phases of memory inflation within individual mice (1-expansion - contraction - 2 expansion/maintenance) indicating remarkable consistency of the timing of these phases across mice, but considerable variation in the size of the individual responses between mice. Our analysis provides a first step toward generating a mechanistic framework for analyzing the generation and maintenance of inflationary CD8 T cells while accounting for individual heterogeneity. Extending these analyses by incorporating measurements from additional compartments and more prolonged sampling will help to obtain a systematic and quantitative understanding of the factors regulating the process of memory inflation.
巨细胞病毒(CMV)感染的特征是 CMV 特异性 CD8 T 细胞对某些 CMV 衍生肽的大量扩增和持续维持。这种现象称为“记忆膨胀”,使 CMV 成为针对各种疾病的基于 T 细胞的疫苗载体产生的主要靶标。然而,关于膨胀性 CD8 T 细胞反应的产生和维持的许多方面仍有待解决。在这项研究中,我们结合实验数据和数学模型来分析受 MCMV 感染的个体小鼠中循环膨胀性 CD8 T 细胞的动力学。在感染后 70 天内频繁测量 CMV 特异性 CD8 T 细胞的数量和频率,我们发现,假设在急性感染和膨胀阶段有不同的病毒刺激的数学模型比在两个阶段都依赖相似病毒刺激的模型能更好地描述观察到的动力学。此外,我们的分析允许对个体小鼠内记忆膨胀的不同阶段(1-扩张-收缩-2 扩张/维持)进行详细量化,表明这些阶段在小鼠之间的时间具有显著的一致性,但小鼠之间个体反应的大小存在相当大的差异。我们的分析为在考虑个体异质性的情况下生成分析膨胀性 CD8 T 细胞产生和维持的机制框架提供了第一步。通过将来自其他隔室的测量值和更长期的采样纳入这些分析,可以帮助我们系统地、定量地了解调节记忆膨胀过程的因素。