Survyla Arnas, Urniezius Renaldas, Simutis Rimvydas
Department of Automation, Kaunas University of Technology, Studentu 48, LT-51367, Kaunas, Lithuania.
Department of Automation, Kaunas University of Technology, Studentu 48, LT-51367, Kaunas, Lithuania.
Talanta. 2023 Mar 1;254:124121. doi: 10.1016/j.talanta.2022.124121. Epub 2022 Nov 25.
This study developed an estimation routine for counting the viable cells in an in vitro fed-batch Chinese hamster ovary cultivation that relies on off-gas information and inlet gas mixture knowledge. We computed the oxygen uptake rate bound to the bioreactor exhaust gas outlet when the inlet gas mixture was stationary. Our mammalian biosynthesis analysis determined the stoichiometric parameters as a function of the average population age. We cross-validated an identical algorithm for mammalian and microbial cultivations and found that the' 99% confidence band of the model generally overlapped with the error bars defined from observations. The resulting RMSE and MAE averages were 0.188 and 0.14ecells L, respectively, when estimating the viable mammalian cell count. The validation for the estimation of total bacterial biomass yielded an MAE and RMSE of 1.78 g L and 2.53 g L, respectively. Moreover, our proposed approach provides an online estimation of the average population age for both aerobically cultivated microorganisms.
本研究开发了一种估算程序,用于在体外补料分批培养的中国仓鼠卵巢细胞培养中对活细胞进行计数,该程序依赖尾气信息和进气混合物知识。当进气混合物稳定时,我们计算了与生物反应器废气出口相关的氧气摄取率。我们的哺乳动物生物合成分析确定了作为平均群体年龄函数的化学计量参数。我们对用于哺乳动物和微生物培养的相同算法进行了交叉验证,发现该模型的99%置信区间通常与根据观测值定义的误差条重叠。在估算活的哺乳动物细胞数量时,所得的均方根误差(RMSE)和平均绝对误差(MAE)平均值分别为0.188和0.14e细胞/L。对总细菌生物量估算的验证得出,MAE和RMSE分别为1.78 g/L和2.53 g/L。此外,我们提出的方法提供了对两种需氧培养微生物平均群体年龄的在线估算。