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Dynamic metabolic flux analysis using B-splines to study the effects of temperature shift on CHO cell metabolism

机译:使用B样条进行动态代谢通量分析以研究温度变化对CHO细胞代谢的影响

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Metabolic flux analysis (MFA) is widely used to estimate intracellular fluxes. Conventional MFA, however, is limited to continuous cultures and the mid-exponential growth phase of batch cultures. Dynamic MFA (DMFA) has emerged to characterize time-resolved metabolic fluxes for the entire culture period. Here, the linear DMFA approach was extended using B-spline fitting (B-DMFA) to estimate mass balanced fluxes. Smoother fits were achieved using reduced number of knots and parameters. Additionally, computation time was greatly reduced using a new heuristic algorithm for knot placement. B-DMFA revealed that Chinese hamster ovary cells shifted from 37^oC to 32^oC maintained a constant IgG volume-specific productivity, whereas the productivity for the controls peaked during mid-exponential growth phase and declined afterward. The observed 42% increase in product titer at 32^oC was explained by a prolonged cell growth with high cell viability, a larger cell volume and a more stable volume-specific productivity.
机译:代谢通量分析(MFA)被广泛用于估算细胞内通量。但是,常规MFA仅限于连续培养和分批培养的中等指数生长期。动态MFA(DMFA)已经出现,可以表征整个培养期间的时间分辨代谢通量。在此,使用B样条拟合(B-DMFA)扩展了线性DMFA方法,以估计质量平衡通量。使用更少的结数和参数可以实现更平滑的拟合。此外,使用新的启发式算法进行结点放置,可大大减少计算时间。 B-DMFA显示中国仓鼠卵巢细胞从37°C转变为32°C保持了恒定的IgG体积比生产力,而对照的生产力在中指数生长期达到峰值,然后下降。在32℃下观察到的产物滴度的42%增加是由于细胞生长延长,细胞活力高,细胞体积更大和体积比生产率更稳定所解释。

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