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Mammalian cell culture synchronization under physiological conditions and population dynamic simulation

机译:生理条件下哺乳动物细胞培养的同步化及种群动态模拟

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摘要

The overall behavior of cell cultures is determined by the actions and regulations of all cells and their interaction in a mixed population. However, the dynamics caused by diversity and heterogeneity within cultures is often neglected in the study of cell culture processes. Usually, a bulk behavior is assumed, although heterogeneity prevails in most cases. It is, however, not valid to conclude from the bulk behavior to the single cell behavior. Instead, it is necessary to include the behavior and kinetics of subpopulations and their interactions into models in order to elucidate the dynamic effects occurring in typical cell cultures. Heterogeneity in cell cultures is largely caused by the progress of the cell cycle. Cell cycle-dependent dynamics resulting for example in variable transfection efficiencies or expression bistability have recently attracted attention. In order to elucidate cell cycle-dependent regulations in cell cultures, it is desirable to synchronize a culture with minimal perturbation, which is possible with different yield and quality using physical methods, but not possible for frequently used chemical, or whole-culture methods. Then, the culture is cultivated again under physiological conditions and subpopulation-resolved analysis and modeling approaches are applied. This should allow to account for the variable contributions of subpopulations to the whole behavior and also for obtaining hereto unaccessible dynamic information of cellular regulation. In this short review, we summarize techniques and key issues to be considered for successful synchronization, cultivation, and modeling in order to achieve the goal of better understanding cell culture at a population level.
机译:细胞培养的总体行为取决于混合细胞中所有细胞的作用和调控及其相互作用。然而,在细胞培养过程的研究中,常常忽略了由文化多样性和异质性引起的动力学。通常,假定为整体行为,尽管在大多数情况下异质性盛行。但是,从整体行为到单细胞行为的结论是无效的。取而代之的是,有必要将亚群的行为和动力学及其相互作用纳入模型中,以阐明典型细胞培养中发生的动态效应。细胞培养物中的异质性在很大程度上是由细胞周期的进展引起的。例如,导致可变的转染效率或表达双稳性的依赖细胞周期的动力学最近引起了关注。为了阐明细胞培养物中依赖于细胞周期的调控,期望使培养物具有最小的扰动,这可以使用物理方法以不同的产量和质量进行同步,但对于经常使用的化学或全培养方法则不可能。然后,在生理条件下再次培养该培养物,并应用亚种群解析的分析和建模方法。这应该考虑到亚群对整个行为的可变贡献,并且还应该获得迄今为止无法获得的细胞调节动态信息。在这篇简短的综述中,我们总结了成功进行同步,培养和建模要考虑的技术和关键问题,以实现更好地了解群体水平细胞培养的目标。

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