Rheology as a monitoring tool for the biochemical parameters of insect cell-baculovirus system.

IF 2.5 4区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY
Milena Miyu Teruya, Júlia Públio Rabello, Fernanda Angela Correia Barrence, Thais Oliveira Mendes da Silva, Nicole Cristina Sarmento, Douglas Amaral Dos Santos, Noemi Nosomi Taniwaki, Eutimio Gustavo Fernández Núñez
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引用次数: 0

Abstract

Purpose: Process Analytical Technology (PAT) tools are increasingly applied to improve monitoring of biopharmaceutical processes; however, few techniques have explored their use in liquid bioprocesses based on insect cell cultures. This work evaluated whether rheological parameters could be explored as monitoring indicators for biochemical variables during virus-like particle (VLP) production using the insect cell-baculovirus expression system.

Methods: Batch bioreactor cultivations of Spodoptera frugiperda (Sf9) cells were conducted under non-infected conditions and during rabies and SARS-CoV-2 VLP production. Rheological properties were determined by steady-shear cone-plate rheometry and correlated with viable and total cell densities, extracellular protein concentration, and viral titer. Empirical models were generated and ranked using Akaike's Information Criterion, and predictive performance was assessed by root mean square error. Statistical significance was evaluated using analysis of variance.

Results: All cultures exhibited non-Newtonian, pseudoplastic behavior, with decreases in the flow behavior index associated with increasing cell density and protein concentration. Exponential functions were most frequently selected among the best-ranked empirical models, followed by rational, hyperbolic, logarithmic, and power equations. No statistically significant effect of rheological parameter or infection condition on prediction accuracy was observed (p > 0.05).

Conclusion: Rheological properties reflected compositional changes occurring during insect cell cultivations; however, under the conditions studied, rheology did not significantly improve quantitative monitoring of key biochemical parameters using other approaches. These findings indicate that while rheology may provide complementary process information, further investigation is required before its application as a robust PAT tool for VLP production.

流变学作为监测昆虫细胞-杆状病毒系统生化参数的工具。
目的:过程分析技术(PAT)工具越来越多地应用于改善生物制药过程的监测;然而,很少有技术探索它们在基于昆虫细胞培养的液体生物过程中的应用。本研究评估了在利用昆虫细胞-杆状病毒表达系统生产病毒样颗粒(VLP)过程中,流变参数是否可以作为生化变量的监测指标。方法:在非感染条件下、狂犬病和SARS-CoV-2 VLP生产过程中,采用生物反应器批量培养frugiperda Spodoptera (Sf9)细胞。流变学特性由稳定剪切锥板流变仪测定,并与活细胞和总细胞密度、细胞外蛋白浓度和病毒滴度相关。利用赤池信息准则(Akaike’s Information Criterion)对经验模型进行排序,并采用均方根误差(root mean square error)对预测效果进行评价。采用方差分析评估统计学显著性。结果:所有培养物都表现出非牛顿的假塑性行为,随着细胞密度和蛋白质浓度的增加,流动行为指数下降。指数函数在排名最好的经验模型中最常被选择,其次是有理、双曲、对数和幂方程。流变学参数和感染情况对预测准确率无显著影响(p < 0.05)。结论:流变学特性反映了昆虫细胞培养过程中成分的变化;然而,在所研究的条件下,流变学并没有显著改善其他方法对关键生化参数的定量监测。这些发现表明,虽然流变学可以提供补充的工艺信息,但在将其应用于VLP生产之前,还需要进一步的研究。
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来源期刊
Biotechnology Letters
Biotechnology Letters 工程技术-生物工程与应用微生物
CiteScore
5.90
自引率
3.70%
发文量
108
审稿时长
1.2 months
期刊介绍: Biotechnology Letters is the world’s leading rapid-publication primary journal dedicated to biotechnology as a whole – that is to topics relating to actual or potential applications of biological reactions affected by microbial, plant or animal cells and biocatalysts derived from them. All relevant aspects of molecular biology, genetics and cell biochemistry, of process and reactor design, of pre- and post-treatment steps, and of manufacturing or service operations are therefore included. Contributions from industrial and academic laboratories are equally welcome. We also welcome contributions covering biotechnological aspects of regenerative medicine and biomaterials and also cancer biotechnology. Criteria for the acceptance of papers relate to our aim of publishing useful and informative results that will be of value to other workers in related fields. The emphasis is very much on novelty and immediacy in order to justify rapid publication of authors’ results. It should be noted, however, that we do not normally publish papers (but this is not absolute) that deal with unidentified consortia of microorganisms (e.g. as in activated sludge) as these results may not be easily reproducible in other laboratories. Papers describing the isolation and identification of microorganisms are not regarded as appropriate but such information can be appended as supporting information to a paper. Papers dealing with simple process development are usually considered to lack sufficient novelty or interest to warrant publication.
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