利用代谢通量参数化对微生物细胞代谢活性进行优化控制

IF 1.9 4区 工程技术 Q3 ENGINEERING, CHEMICAL
Quan Li, Liqiang Jin, Chenxi Tao, Zhonggai Zhao, Fei Liu
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引用次数: 0

摘要

在微生物发酵过程中,代谢通量反映了微生物细胞的生长和繁殖速度。通过调节代谢通量,可以达到预期的生产目标。由于代谢通量受各种酶促反应的调节,因此确保发酵过程满足生产约束是非常必要的。然而,以往的研究并不能保证生产约束在整个过程中得到满足。本文在微观通量水平上设计了大肠杆菌细胞发酵过程的约束条件。采用控制变量参数化方法,在状态变量连续的情况下离散控制变量,优化大肠杆菌细胞的生长活性,将时域划分为多个子区间。在每个子区间内,代谢通量由一系列待优化参数近似表示。然后,将大肠杆菌的代谢活性转化为一个动态优化问题,通过求解得到代谢通量的最优轨迹。最后,对大肠杆菌发酵过程的仿真结果验证了该方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Optimal control for the metabolic activity of microbial cells through the metabolic flux parameterization

Optimal control for the metabolic activity of microbial cells through the metabolic flux parameterization

During microbial fermentation, the metabolic fluxes reflect the growth and reproduction rate of microbial cells. By adjusting the metabolic fluxes, the desired production target can be achieved. It is highly necessary to ensure that the fermentation process meets the production constraints because the metabolic fluxes are regulated by various enzymatic reactions. However, previous studies cannot guarantee that the production constraints are satisfied over the course of the process. In this paper, constraints are designed at the microscopic flux level for the E. coli cell fermentation process. A control variable parameterization method, which discretizes the control variables while the state variables remain continuous, is used to optimize the E. coli cell growth activity, where the time domain is divided into several subintervals. In each subinterval, the metabolic fluxes are approximated by a series of parameters to be optimized. Then, the E. coli metabolic activity is transformed into a dynamic optimization problem, and the optimal trajectories of metabolic fluxes are obtained by solving the problem. Finally, the simulation results of the E. coli fermentation process verify the effectiveness of the method.

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来源期刊
Canadian Journal of Chemical Engineering
Canadian Journal of Chemical Engineering 工程技术-工程:化工
CiteScore
3.60
自引率
14.30%
发文量
448
审稿时长
3.2 months
期刊介绍: The Canadian Journal of Chemical Engineering (CJChE) publishes original research articles, new theoretical interpretation or experimental findings and critical reviews in the science or industrial practice of chemical and biochemical processes. Preference is given to papers having a clearly indicated scope and applicability in any of the following areas: Fluid mechanics, heat and mass transfer, multiphase flows, separations processes, thermodynamics, process systems engineering, reactors and reaction kinetics, catalysis, interfacial phenomena, electrochemical phenomena, bioengineering, minerals processing and natural products and environmental and energy engineering. Papers that merely describe or present a conventional or routine analysis of existing processes will not be considered.
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