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Parallel experimental design and multivariate analysis provides efficient screening of cell culture media supplements to improve biosimilar product quality

机译:平行实验设计和多变量分析提供了有效的细胞培养基补充剂,以提高生物仿制产品质量

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Rational and high-throughput optimization of mammalian cell culture media has a great potential to modulate recombinant protein product quality. We present a process design method based on parallel design-of-experiment (DoE) of CHO fed-batch cultures in 96-deepwell plates to modulate monoclonal antibody (mAb) glycosylation using medium supplements. To reduce the risk of losing valuable information in an intricate joint screening, 17 compounds were separated into five different groups, considering their mode of biological action. The concentration ranges of the medium supplements were defined according to information encountered in the literature and in-house experience. The screening experiments produced wide glycosylation pattern ranges. Multivariate analysis including principal component analysis and decision trees was used to select the best performing glycosylation modulators. Subsequent D-optimal quadratic design with four factors (three promising compounds and temperature shift) in shake tubes confirmed the outcome of the selection process and provided a solid basis for sequential process development at a larger scale. The glycosylation profile with respect to the specifications for biosimilarity was greatly improved in shake tube experiments: 75% of the conditions were equally close or closer to the specifications for biosimilarity than the best 25% in 96-deepwell plates. Biotechnol. Bioeng. 2017;114: 1448-1458. (c) 2017 Wiley Periodicals, Inc.
机译:哺乳动物细胞培养基的理性和高通量优化具有调节重组蛋白质产品质量的巨大潜力。我们介绍了一种基于96- Deplwell平板中CHO FED分批培养物的平行设计方法的过程设计方法,用培养基补充剂调节单克隆抗体(MAB)糖基化。为了降低在复杂的关节筛选中丧失有价值信息的风险,考虑到其生物学作用的模式,将17种化合物分成五个不同的组。介质补充剂的浓度范围根据文献中遇到的信息和内部经验而定义。筛选实验产生了宽的糖基化图案范围。包括主成分分析和决策树的多变量分析用于选择最佳性能的糖基化调节剂。随后的D-最佳二次设计,具有四个因素(三个有希望的化合物和温度偏移)的抖动管确认了选择过程的结果,并为较大规模的顺序过程开发提供了坚实的基础。糖基化曲线相对于生物脂序的规格在摇管实验中大大提高:75%的条件平均靠近或更接近生物脂序的规格,而不是96- Deepwell平板中最好的25%。 Biotechnol。生物。 2017; 114:1448-1458。 (c)2017 Wiley期刊,Inc。

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