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采用介电谱法对批式和补料分批 CHO 工艺中的活细胞密度、细胞大小、细胞内电导率和膜电容进行定量建模。

Quantitative modeling of viable cell density, cell size, intracellular conductivity, and membrane capacitance in batch and fed-batch CHO processes using dielectric spectroscopy.

机构信息

Genentech, Inc., Oceanside PTD, US Biologics, Pharma Technical Development, One Antibody Way, Oceanside, CA 92056, USA.

出版信息

Biotechnol Prog. 2010 Jul-Aug;26(4):1187-99. doi: 10.1002/btpr.425.

DOI:10.1002/btpr.425
PMID:20730773
Abstract

Dielectric spectroscopy was used to analyze typical batch and fed-batch CHO cell culture processes. Three methods of analysis (linear modeling, Cole-Cole modeling, and partial least squares regression), were used to correlate the spectroscopic data with routine biomass measurements [viable packed cell volume, viable cell concentration (VCC), cell size, and oxygen uptake rate (OUR)]. All three models predicted offline biomass measurements accurately during the growth phase of the cultures. However, during the stationary and decline phases of the cultures, the models decreased in accuracy to varying degrees. Offline cell radius measurements were unsuccessfully used to correct for the deviations from the linear model, indicating that physiological changes affecting permittivity were occurring. The beta-dispersion was analyzed using the Cole-Cole distribution parameters Deltaepsilon (magnitude of the permittivity drop), f(c) (critical frequency), and alpha (Cole-Cole parameter). Furthermore, the dielectric parameters static internal conductivity (sigma(i)) and membrane capacitance per area (C(m)) were calculated for the cultures. Finally, the relationship between permittivity, OUR, and VCC was examined, demonstrating how the definition of viability is critical when analyzing biomass online. The results indicate that the common assumptions of constant size and dielectric properties used in dielectric analysis are not always valid during later phases of cell culture processes. The findings also demonstrate that dielectric spectroscopy, while not a substitute for VCC, is a complementary measurement of viable biomass, providing useful auxiliary information about the physiological state of a culture.

摘要

介电谱分析被用于分析典型的批式和流加式 CHO 细胞培养过程。采用三种分析方法(线性建模、Cole-Cole 建模和偏最小二乘回归),将光谱数据与常规生物量测量[活细胞包封体积、活细胞浓度(VCC)、细胞大小和耗氧速率(OUR)]相关联。所有三种模型都在培养物的生长阶段准确地预测了离线生物量测量值。然而,在培养物的稳定和衰退阶段,模型的准确性会逐渐降低。离线细胞半径测量值未能成功用于校正线性模型的偏差,表明影响介电常数的生理变化正在发生。使用 Cole-Cole 分布参数 Deltaepsilon(介电常数下降的幅度)、f(c)(临界频率)和 alpha(Cole-Cole 参数)分析了 beta 弥散。此外,计算了培养物的介电参数静态内部电导率(sigma(i))和单位面积膜电容(C(m))。最后,检查了介电常数、OUR 和 VCC 之间的关系,证明了在分析在线生物量时,定义活力的重要性。结果表明,在细胞培养过程的后期阶段,介电分析中使用的恒定大小和介电特性的常见假设并不总是有效。研究结果还表明,介电谱分析虽然不能替代 VCC,但却是活生物量的补充测量方法,提供了有关培养物生理状态的有用辅助信息。

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