Department of Bioprocess Engineering, Max Planck Institute for Dynamics of Complex Technical Systems, Magdeburg, Germany.
Department of Molecular Biology, Max Planck Institute for Infection Biology, Berlin, Germany.
PLoS Comput Biol. 2019 Apr 11;15(4):e1006944. doi: 10.1371/journal.pcbi.1006944. eCollection 2019 Apr.
The best measure to limit spread of contagious diseases caused by influenza A viruses (IAVs) is annual vaccination. The growing global demand for low-cost vaccines requires the establishment of high-yield production processes. One possible option to address this challenge is the engineering of novel vaccine producer cell lines by manipulating gene expression of host cell factors relevant for virus replication. To support detailed characterization of engineered cell lines, we fitted an ordinary differential equation (ODE)-based model of intracellular IAV replication previously established by our group to experimental data obtained from infection studies in human A549 cells. Model predictions indicate that steps of viral RNA synthesis, their regulation and particle assembly and virus budding are promising targets for cell line engineering. The importance of these steps was confirmed in four of five single gene overexpression cell lines (SGOs) that showed small, but reproducible changes in early dynamics of RNA synthesis and virus release. Model-based analysis suggests, however, that overexpression of the selected host cell factors negatively influences specific RNA synthesis rates. Still, virus yield was rescued by an increase in the virus release rate. Based on parameter estimations obtained for SGOs, we predicted that there is a potential benefit associated with overexpressing multiple host cell genes in one cell line, which was validated experimentally. Overall, this model-based study on IAV replication in engineered cell lines provides a step forward in the dynamic and quantitative characterization of IAV-host cell interactions. Furthermore, it suggests targets for gene editing and indicates that overexpression of multiple host cell factors may be beneficial for the design of novel producer cell lines.
限制甲型流感病毒(IAV)引起的传染病传播的最佳措施是每年接种疫苗。对低成本疫苗的全球需求不断增长,这就需要建立高产量的生产工艺。解决这一挑战的一种可能选择是通过操纵与病毒复制相关的宿主细胞因子的基因表达来工程改造新型疫苗生产细胞系。为了支持对工程细胞系的详细表征,我们将我们小组之前建立的基于细胞内 IAV 复制的常微分方程(ODE)模型拟合到从人 A549 细胞感染研究中获得的实验数据。模型预测表明,病毒 RNA 合成、其调控以及颗粒组装和病毒出芽等步骤是细胞系工程的有前途的目标。在五个过表达单个基因的细胞系(SGOs)中的四个中,这些步骤的重要性得到了证实,它们表现出 RNA 合成和病毒释放早期动力学的微小但可重复的变化。基于模型的分析表明,所选宿主细胞因子的过表达会对特定的 RNA 合成速率产生负面影响。尽管如此,通过增加病毒释放速率还是挽救了病毒产量。基于对 SGOs 的参数估计,我们预测在一个细胞系中过表达多个宿主细胞基因可能会带来潜在的好处,这在实验上得到了验证。总体而言,这项基于模型的工程细胞系中 IAV 复制研究为 IAV-宿主细胞相互作用的动态和定量表征迈出了一步。此外,它还为基因编辑提供了目标,并表明过表达多个宿主细胞因子可能有利于新型生产细胞系的设计。