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通过实验设计方法对声学滤波器性能进行表征与优化。

Characterization and optimization of acoustic filter performance by experimental design methodology.

作者信息

Gorenflo Volker M, Ritter Joachim B, Aeschliman Dana S, Drouin Hans, Bowen Bruce D, Piret James M

机构信息

Michael Smith Laboratories, University of British Columbia, Vancouver, British Columbia, Canada.

出版信息

Biotechnol Bioeng. 2005 Jun 20;90(6):746-53. doi: 10.1002/bit.20476.

Abstract

Acoustic cell filters operate at high separation efficiencies with minimal fouling and have provided a practical alternative for up to 200 L/d perfusion cultures. However, the operation of cell retention systems depends on several settings that should be adjusted depending on the cell concentration and perfusion rate. The impact of operating variables on the separation efficiency performance of a 10-L acoustic separator was characterized using a factorial design of experiments. For the recirculation mode of separator operation, bioreactor cell concentration, perfusion rate, power input, stop time and recirculation ratio were studied using a fractional factorial 2(5-1) design, augmented with axial and center point runs. One complete replicate of the experiment was carried out, consisting of 32 more runs, at 8 runs per day. Separation efficiency was the primary response and it was fitted by a second-order model using restricted maximum likelihood estimation. By backward elimination, the model equation for both experiments was reduced to 14 significant terms. The response surface model for the separation efficiency was tested using additional independent data to check the accuracy of its predictions, to explore robust operation ranges and to optimize separator performance. A recirculation ratio of 1.5 and a stop time of 2 s improved the separator performance over a wide range of separator operation. At power input of 5 W the broad range of robust high SE performance (95% or higher) was raised to over 8 L/d. The reproducible model testing results over a total period of 3 months illustrate both the stable separator performance and the applicability of the model developed to long-term perfusion cultures.

摘要

声学细胞过滤器在分离效率高且污染最小的情况下运行,为高达200升/天的灌注培养提供了一种实用的替代方案。然而,细胞保留系统的运行取决于几个设置,这些设置应根据细胞浓度和灌注速率进行调整。使用析因实验设计来表征操作变量对10升声学分离器分离效率性能的影响。对于分离器操作的再循环模式,使用分数析因2(5-1)设计研究生物反应器细胞浓度、灌注速率、功率输入、停止时间和再循环比,并增加轴向和中心点运行。该实验进行了一次完整的重复,包括32次更多的运行,每天8次。分离效率是主要响应,并使用限制最大似然估计通过二阶模型进行拟合。通过向后消除,两个实验的模型方程简化为14个显著项。使用额外的独立数据测试分离效率的响应面模型,以检查其预测的准确性,探索稳健的操作范围并优化分离器性能。1.5的再循环比和2秒的停止时间在分离器操作的广泛范围内提高了分离器性能。在5瓦的功率输入下,广泛的稳健高分离效率性能(95%或更高)提高到超过8升/天。在总共3个月的时间里可重复的模型测试结果说明了分离器性能的稳定性以及所开发模型对长期灌注培养的适用性。

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