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Dynamic model for CHO cell engineering

机译:CHO细胞工程的动态模型

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Industrial CHO cell fed-batch processes have progressed significantly over the past decade, with recombinant protein titer consistently reaching the gram per liter level. Such improvements have largely resulted from separate advances in process and cell line development. Model-based selection of targets for metabolic engineering in CHO cells is confounded by the dynamic nature of the fed-batch process. In this work, we use a dynamic model of CHO cell metabolism to simultaneously identify both process and cell modifications that improve antibody production. Model simulations explored ca. 9200 combinations of process variables (shift temperature, shift day, seed density, and harvest day) and knockdowns (8 metabolic enzymes). A comprehensive examination of a simulated solution space showed that optimal gene knockdown clearly depends on the process parameters such as temperature shift day, shift temperature, and seed density. Knockdown of enzymes related to lactate production were the most beneficial; however, depending on the process conditions, modulating such enzymes yielded varying productivities, ranging from a reduction in final titer to greater than 2-fold improvement. (C) 2012 Elsevier B. V. All rights reserved.
机译:在过去的十年中,工业CHO细胞的分批补料工艺取得了显着进展,重组蛋白滴度一直达到克/升水平。此类改进很大程度上是由于工艺和细胞系开发的不同进展所致。补料分批进料过程的动态特性使CHO细胞中代谢工程目标的基于模型的选择混乱。在这项工作中,我们使用CHO细胞代谢的动态模型来同时识别可改善抗体生产的过程和细胞修饰。模型仿真探索约。 9200个过程变量(转换温度,转换日,种子密度和收获日)和组合式(8种代谢酶)的组合。对模拟溶液空间的全面检查表明,最佳的基因敲除显然取决于过程参数,例如温度转移日,转移温度和种子密度。减少与乳酸生产有关的酶是最有益的。然而,取决于工艺条件,调节此类酶可产生不同的生产率,范围从最终滴度的降低到大于2倍的提高。 (C)2012 Elsevier B. V.保留所有权利。

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