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使用 C 标记实验和动力学建模阐明 CHO 细胞培养物中二肽的摄取和代谢命运。

Elucidating uptake and metabolic fate of dipeptides in CHO cell cultures using C labeling experiments and kinetic modeling.

机构信息

Department of Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, MD, 21218, USA.

Department of Chemical Engineering, University of Michigan, Ann Arbor, MI, 48109, USA.

出版信息

Metab Eng. 2024 May;83:12-23. doi: 10.1016/j.ymben.2024.03.002. Epub 2024 Mar 7.

Abstract

The rapidly growing market of biologics including monoclonal antibodies has stimulated the need to improve biomanufacturing processes including mammalian host systems such as Chinese Hamster Ovary (CHO) cells. Cell culture media formulations continue to be enhanced to enable intensified cell culture processes and optimize cell culture performance. Amino acids, major components of cell culture media, are consumed in large amounts by CHO cells. Due to their low solubility and poor stability, certain amino acids including tyrosine, leucine, and phenylalanine can pose major challenges leading to suboptimal bioprocess performance. Dipeptides have the potential to replace amino acids in culture media. However, very little is known about the cleavage, uptake, and utilization kinetics of dipeptides in CHO cell cultures. In this study, replacing amino acids, including leucine and tyrosine by their respective dipeptides including but not limited to Ala-Leu and Gly-Tyr, supported similar cell growth, antibody production, and lactate profiles. Using C labeling techniques and spent media studies, dipeptides were shown to undergo both intracellular and extracellular cleavage in cultures. Extracellular cleavage increased with the culture duration, indicating cleavage by host cell proteins that are likely secreted and accumulate in cell culture over time. A kinetic model was built and for the first time, integrated with C labeling experiments to estimate dipeptide utilization rates, in CHO cell cultures. Dipeptides with alanine at the N-terminus had a higher utilization rate than dipeptides with alanine at the C-terminus and dipeptides with glycine instead of alanine at N-terminus. Simultaneous supplementation of more than one dipeptide in culture led to reduction in individual dipeptide utilization rates indicating that dipeptides compete for the same cleavage enzymes, transporters, or both. Dipeptide utilization rates in culture and cleavage rates in cell-free experiments appeared to follow Michaelis-Menten kinetics, reaching a maximum at higher dipeptide concentrations. Dipeptide utilization behavior was found to be similar in cell-free and cell culture environments, paving the way for future testing approaches for dipeptides in cell-free environments prior to use in large-scale bioreactors. Thus, this study provides a deeper understanding of the fate of dipeptides in CHO cell cultures through an integration of cell culture, C labeling, and kinetic modeling approaches providing insights in how to best use dipeptides in media formulations for robust and optimal mammalian cell culture performance.

摘要

包括单克隆抗体在内的生物制剂市场的迅速增长,刺激了人们对生物制造工艺的改进需求,其中包括哺乳动物宿主系统,如中国仓鼠卵巢(CHO)细胞。细胞培养基配方不断得到改进,以实现细胞培养过程的强化和优化细胞培养性能。氨基酸是细胞培养基的主要成分,CHO 细胞大量消耗。由于某些氨基酸(如酪氨酸、亮氨酸和苯丙氨酸)的溶解度低、稳定性差,因此它们可能会带来重大挑战,从而导致生物工艺性能不佳。二肽有可能替代培养基中的氨基酸。然而,人们对 CHO 细胞培养中二肽的水解、摄取和利用动力学知之甚少。在这项研究中,用相应的二肽(包括但不限于 Ala-Leu 和 Gly-Tyr)替代亮氨酸和酪氨酸等氨基酸,支持了类似的细胞生长、抗体产生和乳酸盐谱。使用 C 标记技术和耗竭培养基研究表明,二肽在培养物中经历了细胞内和细胞外的水解。随着培养时间的延长,细胞外水解增加,表明水解是由宿主细胞蛋白完成的,这些蛋白随着时间的推移可能被分泌并在细胞培养中积累。建立了一个动力学模型,并首次将其与 C 标记实验结合,用于估计 CHO 细胞培养中二肽的利用速率。N 端为丙氨酸的二肽比 C 端为丙氨酸的二肽和 N 端为甘氨酸而不是丙氨酸的二肽具有更高的利用速率。在培养物中同时补充两种以上的二肽会降低每种二肽的利用速率,表明二肽竞争相同的水解酶、转运体或两者兼而有之。培养中二肽的利用速率和无细胞实验中的水解速率似乎遵循米氏-门坦动力学,在较高的二肽浓度下达到最大值。在无细胞和细胞培养环境中二肽的利用行为相似,为在大规模生物反应器中使用前在无细胞环境中对二肽进行未来测试方法铺平了道路。因此,本研究通过整合细胞培养、C 标记和动力学建模方法,深入了解了二肽在 CHO 细胞培养中的命运,为如何在培养基配方中最佳使用二肽以实现稳健和优化的哺乳动物细胞培养性能提供了见解。

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