A kinetic-metabolic model based on cell energetic state: study of CHO cell behavior under Na-butyrate stimulation

被引:34
作者
Ghorbaniaghdam, Atefeh [1 ]
Henry, Olivier [1 ]
Jolicoeur, Mario [1 ]
机构
[1] Ecole Polytech, Dept Chem Engn, Canada Res Chair Appl Metab Engn, Montreal, PQ H3C 3A7, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Metabolic modeling; CHO cells; Kinetic model; Metabolic regulation; Energy regulation; Sodium butyrate; HAMSTER OVARY CELLS; TRICARBOXYLIC-ACID CYCLE; PERFUSED-RAT-LIVER; FLUX ANALYSIS; COMPUTATIONAL MODEL; MAMMALIAN-CELLS; HYBRIDOMA CELLS; DYNAMIC-MODEL; KREBS CYCLE; T-PA;
D O I
10.1007/s00449-012-0804-3
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
A kinetic-metabolic model approach describing and simulating Chinese hamster ovary (CHO) cell behavior is presented. The model includes glycolysis, pentose phosphate pathway, TCA cycle, respiratory chain, redox state and energetic metabolism. Growth kinetic is defined as a function of the major precursors for the synthesis of cell building blocks. Michaelis-Menten type kinetic is used for metabolic intermediates as well as for regulatory functions from energy shuttles (ATP/ADP) and cofactors (NAD/H and NADP/H). Model structure and parameters were first calibrated using results from bioreactor cultures of CHO cells expressing recombinant t-PA. It is shown that the model can simulate experimental data for all available experimental data, such as extracellular glucose, glutamine, lactate and ammonium concentration time profiles, as well as cell energetic state. A sensitivity analysis allowed identifying the most sensitive parameters. The model was then shown to be readily adaptable for studying the effect of sodium butyrate on CHO cells metabolism, where it was applied to the cases with sodium butyrate addition either at mid-exponential growth phase (48 h) or at the early plateau phase (74 h). In both cases, a global optimization routine was used for the simultaneous estimation of the most sensitive parameters, while the insensitive parameters were considered as constants. Finally, confidence intervals for the estimated parameters were calculated. Results presented here further substantiate our previous findings that butyrate treatment at mid-exponential phase may cause a shift in cellular metabolism toward a sustained and increased efficiency of glucose utilization channeled through the TCA cycle.
引用
收藏
页码:469 / 487
页数:19
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