Applying intensified design of experiments to mammalian cell culture processes

Verena Nold,Lisa Junghans, Lorenzo Bisgen,Raphael Drerup,Beate Presser, Ingo Gorr,Thomas Schwab, Bettina Knapp, Stefan Wieschalka

ENGINEERING IN LIFE SCIENCES(2022)

引用 3|浏览4
暂无评分
摘要
The analysis of data collected using design of experiments (DoE) is the current gold standard to determine the influence of input parameters and their interactions on process performance and product quality. In early development, knowledge on the bioprocess of a new product is limited. Many input parameters need to be investigated for a thorough investigation. For eukaryotic cell cultures, intensified DoE (iDoE) has been proposed as efficient tool, requiring fewer bioreactor runs by introducing setpoint changes during the bioprocess. We report the first successful application of iDoE to mammalian cell culture, performing sequential setpoint changes in the growth phase for the selected input parameters temperature and dissolved oxygen. The process performance data were analyzed using ordinary least squares regression. Our results indicate iDoE to be applicable to mammalian bioprocesses and to be a cost-efficient option to inform modeling early on during process development. Even though only half the number of bioreactor runs were used in comparison to a classical DoE approach, the resulting models revealed comparable input-output relations. Being able to examine several setpoint levels within one bioreactor run, we confirm iDoE to be a promising tool to speed up biopharmaceutical process development.
更多
查看译文
关键词
best-cost strategy, early stage development, industrial mammalian cell culture, intensified design of experiments, modeling upstream bioprocessing
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要