生物过程
代谢通量分析
大肠杆菌
通量平衡分析
焊剂(冶金)
重组DNA
质谱法
化学
生物系统
色谱法
生物化学
系统生物学
生化工程
生物
计算生物学
新陈代谢
有机化学
古生物学
基因
工程类
作者
Hardik Dodia,Vivek Mishra,Prajval Nakrani,Charandatta Muddana,Anant Kedia,Sneha Rana,Deepti Sahasrabuddhe,Pramod P. Wangikar
摘要
Abstract Dynamic flux balance analysis (FBA) allows estimation of intracellular reaction rates using organism‐specific genome‐scale metabolic models (GSMM) and by assuming instantaneous pseudo‐steady states for processes that are inherently dynamic. This technique is well‐suited for industrial bioprocesses employing complex media characterized by a hierarchy of substrate uptake and product secretion. However, knowledge of exchange rates of many components of the media would be required to obtain meaningful results. Here, we performed spent media analysis using mass spectrometry coupled with liquid and gas chromatography for a fed‐batch, high‐cell density cultivation of Escherichia coli BL21(DE3) expressing a recombinant protein. Time course measurements thus obtained for 246 metabolites were converted to instantaneous exchange rates. These were then used as constraints for dynamic FBA using a previously reported GSMM, thus providing insights into how the flux map evolves through the process. Changes in tri‐carboxylic acid cycle fluxes correlated with the increased demand for energy during recombinant protein production. The results show how amino acids act as hubs for the synthesis of other cellular metabolites. Our results provide a deeper understanding of an industrial bioprocess and will have implications in further optimizing the process.
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