Identification of optimal flow rate for culture media, cell density, and oxygen toward maximization of virus production in a fed-batch baculovirus-insect cell system

被引:1
|
作者
Sharma, Surbhi [1 ]
Mahadevan, Jagadeesh [1 ]
Giri, Lopamudra [1 ]
Mitra, Kishalay [1 ,2 ]
机构
[1] Indian Inst Technol, Dept Chem Engn, Hyderabad, Telangana, India
[2] Indian Inst Technol Hyderabad, Dept Chem Engn, Hyderabad 502284, Telangana, India
关键词
baculovirus; computational biology; fed-batch bioreactor; insect cells; multiobjective optimization; optimal control; EXPRESSION VECTOR SYSTEM; RECOMBINANT BACULOVIRUS; DYNAMIC OPTIMIZATION; PROTEIN-PRODUCTION; DISSOLVED-OXYGEN; ADAPTIVE-CONTROL; LOW MULTIPLICITY; INFECTION; YIELD; PARTICLES;
D O I
10.1002/bit.28558
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
In recent times, it has been realized that novel vaccines are required to combat emerging disease outbreaks, and faster optimization is required to respond to global vaccine demands. Although, fed-batch operations offer better productivity, experiment-based optimization of a new fed-batch process remains expensive and time-consuming. In this context, we propose a novel computational framework that can be used for process optimization and control of a fed-batch baculovirus-insect cell system. Since the baculovirus expression vector system (BEVS) is known to be widely used platforms for recombinant protein/vaccine production, we chose this system to demonstrate the identification of optimal profile. Toward this, first, we constructed a mathematical model that captures the time course of cell and virus growth in a baculovirus-insect cell system. Second, the proposed model was used for numerical analysis to determine the optimal operating profiles of control variables such as culture media, cell density, and oxygen based on a multiobjective optimal control formulation. Third, a detailed comparison between batch and fed-batch culture was perfromed along with a comparison between various alternatives of fed-batch operation. Finally, we demonstrate that a model-based quantification of controlled feed addition in fed-batch culture is capable of providing better productivity as compared to a batch culture. The proposed framework can be utilized for the estimation of optimal operating regions of different control variables to achieve maximum infected cell density and virus yield while minimizing the substrate/media, uninfected cell, and oxygen consumption. Amalgamation of the experimental studies with modeling, optimization, and control framework to determine the optimal feeding policies of the control variables, which can maximize the final cell density and virus production.image
引用
收藏
页码:3529 / 3542
页数:14
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