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Mammalian systems biotechnology: An integrative framework for combining in silico modeling and multi-Omics datasets in different CHO parental cell lines

机译:哺乳动物系统生物技术:在不同CHO父母细胞系中组合Silico建模和多OMICS数据集的一体化框架

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The increasing availability of multi-omics data from Chinese hamster ovary (CHO) cell cultures entails both opportunity and challenges toward next generation cell culture engineering. Herein, we present a comprehensive and integrative framework to systematically combine trancriptome, proteome, metabolome and glycome datasets in conjunction with a genome-scale metabolic model of CHO cells. We then apply the framework to compare and contrast the metabolic characteristics of the three commonly used parental cell lines (CHO-K1, CHO-DUKXB11 and CHO-DG44) so that "global" attributes of the parental hosts (e.g. growth related characteristics, glycosylation patterns, etc.) could be highlighted (Figure 1).
机译:来自中国仓鼠卵巢(CHO)细胞文化的多OMICS数据的越来越多的可用性需要对下一代细胞培养工程的机会和挑战。在此,我们提出了一种全面和综合的框架,以与CHO细胞的基因组级代谢模型一起组合TRANCRINCE组,蛋白质组,代谢物和GLYCOMES。然后,我们应用框架来比较和对比三种常用的亲本细胞系(CHO-K1,CHO-DUKXB11和CHO-DG44)的代谢特征,使得父母宿主的“全局”属性(例如生长相关特征,糖基化模式等)可以突出显示(图1)。

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