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一种用于中国仓鼠卵巢细胞培养在线生物过程监测的基于新型发光二极管的二维荧光光谱系统——第二部分。

A novel LED-based 2D-fluorescence spectroscopy system for in-line bioprocess monitoring of Chinese hamster ovary cell cultivations-Part II.

作者信息

Claßen Jens, Graf Alexander, Aupert Florian, Solle Dörte, Höhse Marek, Scheper Thomas

机构信息

Institute of Technical Chemistry Gottfried Wilhelm Leibniz University of Hannover Hannover Germany.

Sartorius Stedim Biotech GmbH Göttingen Germany.

出版信息

Eng Life Sci. 2019 Mar 14;19(5):341-351. doi: 10.1002/elsc.201800146. eCollection 2019 May.

Abstract

This study was performed in order to evaluate a new LED-based 2D-fluorescence spectrometer for in-line bioprocess monitoring of Chinese hamster ovary (CHO) cell culture processes. The new spectrometer used selected excitation wavelengths of 280, 365, and 455 nm to collect spectral data from six 10-L fed-batch processes. The technique provides data on various fluorescent compounds from the cultivation medium as well as from cell metabolism. In addition, scattered light offers information about the cultivation status. Multivariate data analysis tools were applied to analyze the large data sets of the collected fluorescence spectra. First, principal component analysis was used to accomplish an overview of all spectral data from all six CHO cultivations. Partial least square regression models were developed to correlate 2D-fluorescence spectral data with selected critical process variables as offline reference values. A separate independent fed-batch process was used for model validation and prediction. An almost continuous in-line bioprocess monitoring was realized because 2D-fluorescence spectra were collected every 10 min during the whole cultivation. The new 2D-fluorescence device demonstrates the significant potential for accurate prediction of the total cell count, viable cell count, and the cell viability. The results strongly indicated that the technique is particularly capable to distinguish between different cell statuses inside the bioreactor. In addition, spectral data provided information about the lactate metabolism shift and cellular respiration during the cultivation process. Overall, the 2D-fluorescence device is a highly sensitive tool for process analytical technology applications in mammalian cell cultures.

摘要

本研究旨在评估一种新型基于LED的二维荧光光谱仪,用于在线监测中国仓鼠卵巢(CHO)细胞培养过程。这种新型光谱仪使用280、365和455nm的选定激发波长,从六个10-L补料分批培养过程中收集光谱数据。该技术可提供来自培养基以及细胞代谢的各种荧光化合物的数据。此外,散射光提供了有关培养状态的信息。应用多变量数据分析工具来分析所收集荧光光谱的大数据集。首先,主成分分析用于对来自所有六个CHO培养的所有光谱数据进行概述。开发了偏最小二乘回归模型,以将二维荧光光谱数据与选定的关键过程变量作为离线参考值进行关联。使用一个单独的独立补料分批培养过程进行模型验证和预测。由于在整个培养过程中每10分钟收集一次二维荧光光谱,因此实现了几乎连续的在线生物过程监测。新型二维荧光设备显示出准确预测总细胞数、活细胞数和细胞活力的巨大潜力。结果强烈表明,该技术特别能够区分生物反应器内不同的细胞状态。此外,光谱数据提供了有关培养过程中乳酸代谢变化和细胞呼吸的信息。总体而言,二维荧光设备是用于哺乳动物细胞培养过程分析技术应用的高度灵敏工具。

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