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Optimization and robustness analysis of hybridoma cell fed-batch cultures using the overflow metabolism model.

作者信息

Amribt Z, Dewasme L, Vande Wouwer A, Bogaerts Ph

机构信息

3BIO-BioControl, Brussels School of Engineering, Université Libre de Bruxelles, Av. F.-D. Roosevelt 50 C.P. 165/61, 1050, Brussels, Belgium,

出版信息

Bioprocess Biosyst Eng. 2014 Aug;37(8):1637-52. doi: 10.1007/s00449-014-1136-2. Epub 2014 Feb 12.

Abstract

The maximization of biomass productivity in fed-batch cultures of hybridoma cells is analyzed based on the overflow metabolism model. Due to overflow metabolism, often attributed to limited oxygen capacity, lactate and ammonia are formed when the substrate concentrations (glucose and glutamine) are above a critical value, which results in a decrease in biomass productivity. Optimal feeding rate, on the one hand, for a single feed stream containing both glucose and glutamine and, on the other hand, for two separate feed streams of glucose and glutamine are determined using a Nelder-Mead simplex optimization algorithm. The optimal multi exponential feed rate trajectory improves the biomass productivity by 10 % as compared to the optimal single exponential feed rate. Moreover, this result is validated by the one obtained with the analytical approach in which glucose and glutamine are fed to the culture so as to control the hybridoma cells at the critical metabolic state, which allows maximizing the biomass productivity. The robustness analysis of optimal feeding profiles obtained with different optimization strategies is considered, first, with respect to parameter uncertainties and, finally, to model structure errors.

摘要

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