Exploring metabolic effects of dipeptide feed media on CHO cell cultures by in silico model-guided flux analysis
Abstract There is a growing interest in perfusion or continuous processes to achieve higher productivity of biopharmaceuticals in mammalian cell culture, specifically Chinese hamster ovary (CHO) cells, towards advanced biomanufacturing. These intensified bioprocesses highly require concentrated feed media in order to counteract their dilution effects. However, designing such condensed media formulation poses several challenges, particularly regarding the stability and solubility of specific amino acids. To address the difficulty and complexity in relevant media development, the biopharmaceutical industry has recently suggested forming dipeptides by combining one from problematic amino acids with selected pairs to compensate for limitations. In this study, we combined one of the lead amino acids, L-tyrosine, which is known for its poor solubility in water due to its aromatic ring and hydroxyl group, with glycine as the partner, thus forming glycyl-L-tyrosine (GY) dipeptide. Subsequently, we investigated the utilization of GY dipeptide during fed-batch cultures of IgG-producing CHO cells, by changing its concentrations (0.125 × , 0.25 × , 0.5 × , 1.0 × , and 2.0 ×). Multivariate statistical analysis of culture profiles was then conducted to identify and correlate the most significant nutrients with the production, followed by in silico model-guided analysis to systematically evaluate their effects on the culture performance, and elucidate metabolic states and cellular behaviors. As such, it allowed us to explain how the cells can more efficiently utilize GY dipeptide with respect to the balance of cofactor regeneration and energy distribution for the required biomass and protein synthesis. For example, our analysis results uncovered specific amino acids (Asn and Gln) and the 0.5 × GY dipeptide in the feed medium synergistically alleviated the metabolic bottleneck, resulting in enhanced IgG titer and productivity. In the validation experiments, we tested and observed that lower levels of Asn and Gln led to decreased secretion of toxic metabolites, enhanced longevity, and elevated specific cell growth and titer. Key points • Explored the optimal Tyr dipeptide for the enhanced CHO cell culture performance • Systematically analyzed effects of dipeptide media by model-guided approach • Uncovered synergistic metabolic utilization of amino acids with dipeptide Graphical abstract.
| Medienart: |
E-Artikel |
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| Erscheinungsjahr: |
2024 |
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| Erschienen: |
2024 |
| Enthalten in: |
Zur Gesamtaufnahme - volume:108 |
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| Enthalten in: |
Applied microbiology and biotechnology - 108(2024), 1 vom: 16. Jan. |
| Sprache: |
Englisch |
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| Beteiligte Personen: |
Park, Seo-Young [VerfasserIn] |
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| Links: |
Volltext [kostenfrei] |
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| Themen: |
Chinese hamster ovary cells |
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| Anmerkungen: |
© The Author(s) 2024 |
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| doi: |
10.1007/s00253-023-12997-0 |
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| funding: |
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| Förderinstitution / Projekttitel: |
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| 520 | |a Abstract There is a growing interest in perfusion or continuous processes to achieve higher productivity of biopharmaceuticals in mammalian cell culture, specifically Chinese hamster ovary (CHO) cells, towards advanced biomanufacturing. These intensified bioprocesses highly require concentrated feed media in order to counteract their dilution effects. However, designing such condensed media formulation poses several challenges, particularly regarding the stability and solubility of specific amino acids. To address the difficulty and complexity in relevant media development, the biopharmaceutical industry has recently suggested forming dipeptides by combining one from problematic amino acids with selected pairs to compensate for limitations. In this study, we combined one of the lead amino acids, L-tyrosine, which is known for its poor solubility in water due to its aromatic ring and hydroxyl group, with glycine as the partner, thus forming glycyl-L-tyrosine (GY) dipeptide. Subsequently, we investigated the utilization of GY dipeptide during fed-batch cultures of IgG-producing CHO cells, by changing its concentrations (0.125 × , 0.25 × , 0.5 × , 1.0 × , and 2.0 ×). Multivariate statistical analysis of culture profiles was then conducted to identify and correlate the most significant nutrients with the production, followed by in silico model-guided analysis to systematically evaluate their effects on the culture performance, and elucidate metabolic states and cellular behaviors. As such, it allowed us to explain how the cells can more efficiently utilize GY dipeptide with respect to the balance of cofactor regeneration and energy distribution for the required biomass and protein synthesis. For example, our analysis results uncovered specific amino acids (Asn and Gln) and the 0.5 × GY dipeptide in the feed medium synergistically alleviated the metabolic bottleneck, resulting in enhanced IgG titer and productivity. In the validation experiments, we tested and observed that lower levels of Asn and Gln led to decreased secretion of toxic metabolites, enhanced longevity, and elevated specific cell growth and titer. Key points • Explored the optimal Tyr dipeptide for the enhanced CHO cell culture performance • Systematically analyzed effects of dipeptide media by model-guided approach • Uncovered synergistic metabolic utilization of amino acids with dipeptide Graphical abstract | ||
| 650 | 4 | |a Chinese hamster ovary cells |7 (dpeaa)DE-He213 | |
| 650 | 4 | |a Dipeptide |7 (dpeaa)DE-He213 | |
| 650 | 4 | |a Tyrosine |7 (dpeaa)DE-He213 | |
| 650 | 4 | |a Feed media formulation |7 (dpeaa)DE-He213 | |
| 650 | 4 | |a Multivariate statistical analysis |7 (dpeaa)DE-He213 | |
| 650 | 4 | |a Flux balance analysis |7 (dpeaa)DE-He213 | |
| 700 | 1 | |a Song, Jinsung |0 (orcid)0009-0000-6126-8164 |4 aut | |
| 700 | 1 | |a Choi, Dong-Hyuk |0 (orcid)0000-0001-9085-4146 |4 aut | |
| 700 | 1 | |a Park, Uiseon |4 aut | |
| 700 | 1 | |a Cho, Hyeran |4 aut | |
| 700 | 1 | |a Hong, Bee Hak |4 aut | |
| 700 | 1 | |a Silberberg, Yaron R. |4 aut | |
| 700 | 1 | |a Lee, Dong-Yup |0 (orcid)0000-0003-0901-708X |4 aut | |
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