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A COUPLED SINGLE CELL-POPULATION BALANCE MODEL FOR MAMMALIAN CELL CULTURES

机译:哺乳动物细胞培养的耦合单细胞群平衡模型

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Accurate quantitative prediction of mammalian cell culture behaviour is crucial in optimising the productivity of the important therapeutic and diagnostic high value products they synthesize. The two major facets all good predictive models must address are (1) the heterogeneity of cellular properties that differentiate one cell from another in the culture, and (2) the complex intracellular structure that constitutes a cell entity. Population balance models capture the heterogeneity but little structure with which to differentiate the cells due to the computationally intense nature of their solution while the structured kinetic single cell models are good at describing structure but cannot describe heterogeneity. We present a new model that capturescertain strengths of both modelling frameworks. The model consists of a modified version of a highly structured single cell model (Sanderson 1997) that is coupled to a structured population balance model via single cell growth rates. The culture is structured into sub-populations associated with cell cycle phases and cells are distinguished on the basis of their mass and nuclear DNA content.
机译:精确定量预测哺乳动物细胞培养行为对于优化它们合成的重要治疗和诊断高价值产品的生产率至关重要。这两个主要方面所有良好的预测模型必须地址是(1)细胞性质的异质性,其将一个细胞与培养物中的另一个细胞区分开,以及(2)构成细胞实体的复杂细胞内结构。人口平衡模型捕捉的异质性,但结构与分化细胞很少,由于他们的解决方案的计算密集的性质,而结构动力学的单细胞模型善于描述结构,但无法用语言形容的异质性。我们展示了一种捕获建模框架的重要力量的新模型。该模型包括一个经过结构化的单电池模型(Sanderson 1997)的修改版本,其通过单细胞生长速率耦合到结构化人口平衡模型。将培养物构成为与细胞周期阶段相关的亚群体,并且基于它们的质量和核DNA含量来区分细胞。

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