Debottlenecking and reformulating feed media for improved CHO cell growth and titer by data-driven and model-guided analyses

被引:6
作者
Park, Seo-Young [1 ]
Choi, Dong-Hyuk [1 ]
Song, Jinsung [1 ]
Park, Uiseon [2 ]
Cho, Hyeran [2 ]
Hong, Bee Hak [2 ]
Silberberg, Yaron R. [2 ]
Lee, Dong-Yup [1 ,3 ,4 ]
机构
[1] Sungkyunkwan Univ, Sch Chem Engn, Suwon, Gyeonggi, South Korea
[2] Ajinomoto Genexine Co Ltd, CELLiST Solut Ctr, Incheon, South Korea
[3] Bitwinners Pte Ltd, Singapore, Singapore
[4] Sungkyunkwan Univ, Sch Chem Engn, 2066 Seobu Ro, Suwon 16419, Gyeonggi, South Korea
基金
新加坡国家研究基金会;
关键词
biopharmaceutical processes; Chinese hamster ovary cells; feed reformulation; flux balance analysis; monoclonal antibody; multivariate data analysis; PROTEIN-PRODUCTION; OPTIMIZATION; DESIGN;
D O I
10.1002/biot.202300126
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Designing and selecting cell culture media along with their feeding are a key strategy to maximize culture performance in biopharmaceutical processes. However, the sensitivity of mammalian cells to their culture environment necessitates specific nutritional requirements for their growth and the production of high-quality proteins such as antibodies, depending on the cell lines and operational conditions employed. In this regard, previously we developed a data-driven and in-silico model-guided systematic framework to investigate the effect of growth media on Chinese hamster ovary (CHO) cell culture performance, allowing us to design and reformulate basal media. To expand our exploration for media development research, we evaluated two chemically defined feed media, A and B, using a monoclonal antibody-producing CHO-K1 cell line in ambr15 bioreactor runs. We observed a significant impact of the feed media on various aspects of cell culture, including growth, longevity, viability, productivity, and the production of toxic metabolites. Specifically, the concentrated feed A was inadequate in sustaining prolonged cell culture and achieving high titers when compared to feed B. Within our framework, we systematically investigated the major metabolic bottlenecks in the tricarboxylic acid cycle and relevant amino acid transferase reactions. This analysis identified target components that play a crucial role in alleviating bottlenecks and designing highly productive cell cultures, specifically the addition of glutamate to feed A and asparagine to feed B. Based on our findings, we reformulated the feeds by adjusting the amounts of the targeted amino acids and successfully validated the effectiveness of the strategy in promoting cell growth, life span, and/or titer. The effect of two different feed media on Chinese hamster ovary (CHO)-K1 cell culture was investigated by evaluating culture profiles. Systematic data-driven and in silico model-guided analyses allowed us to identify actionable feed component targets such as glutamate (Glu) and asparagine (Asn) which were further adjusted to improve cell longevity, specific growth rate, and productivity. image
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页数:14
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