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Reddy JV, Raudenbush K, Papoutsakis ET, Ierapetritou M. Cell-culture process optimization via model-based predictions of metabolism and protein glycosylation. Biotechnol Adv 2023; 67:108179. [PMID: 37257729 DOI: 10.1016/j.biotechadv.2023.108179] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2022] [Revised: 05/18/2023] [Accepted: 05/21/2023] [Indexed: 06/02/2023]
Abstract
In order to meet the rising demand for biologics and become competitive on the developing biosimilar market, there is a need for process intensification of biomanufacturing processes. Process development of biologics has historically relied on extensive experimentation to develop and optimize biopharmaceutical manufacturing. Experimentation to optimize media formulations, feeding schedules, bioreactor operations and bioreactor scale up is expensive, labor intensive and time consuming. Mathematical modeling frameworks have the potential to enable process intensification while reducing the experimental burden. This review focuses on mathematical modeling of cellular metabolism and N-linked glycosylation as applied to upstream manufacturing of biologics. We review developments in the field of modeling cellular metabolism of mammalian cells using kinetic and stoichiometric modeling frameworks along with their applications to simulate, optimize and improve mechanistic understanding of the process. Interest in modeling N-linked glycosylation has led to the creation of various types of parametric and non-parametric models. Most published studies on mammalian cell metabolism have performed experiments in shake flasks where the pH and dissolved oxygen cannot be controlled. Efforts to understand and model the effect of bioreactor-specific parameters such as pH, dissolved oxygen, temperature, and bioreactor heterogeneity are critically reviewed. Most modeling efforts have focused on the Chinese Hamster Ovary (CHO) cells, which are most commonly used to produce monoclonal antibodies (mAbs). However, these modeling approaches can be generalized and applied to any mammalian cell-based manufacturing platform. Current and potential future applications of these models for Vero cell-based vaccine manufacturing, CAR-T cell therapies, and viral vector manufacturing are also discussed. We offer specific recommendations for improving the applicability of these models to industrially relevant processes.
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Affiliation(s)
- Jayanth Venkatarama Reddy
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716-3196, USA
| | - Katherine Raudenbush
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716-3196, USA
| | - Eleftherios Terry Papoutsakis
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716-3196, USA; Delaware Biotechnology Institute, Department of Biological Sciences, University of Delaware, USA.
| | - Marianthi Ierapetritou
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716-3196, USA.
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2
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Jiménez del Val I, Kyriakopoulos S, Albrecht S, Stockmann H, Rudd PM, Polizzi KM, Kontoravdi C. CHOmpact: A reduced metabolic model of Chinese hamster ovary cells with enhanced interpretability. Biotechnol Bioeng 2023; 120:2479-2493. [PMID: 37272445 PMCID: PMC10952303 DOI: 10.1002/bit.28459] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Revised: 05/19/2023] [Accepted: 05/22/2023] [Indexed: 06/06/2023]
Abstract
Metabolic modeling has emerged as a key tool for the characterization of biopharmaceutical cell culture processes. Metabolic models have also been instrumental in identifying genetic engineering targets and developing feeding strategies that optimize the growth and productivity of Chinese hamster ovary (CHO) cells. Despite their success, metabolic models of CHO cells still present considerable challenges. Genome-scale metabolic models (GeMs) of CHO cells are very large (>6000 reactions) and are difficult to constrain to yield physiologically consistent flux distributions. The large scale of GeMs also makes the interpretation of their outputs difficult. To address these challenges, we have developed CHOmpact, a reduced metabolic network that encompasses 101 metabolites linked through 144 reactions. Our compact reaction network allows us to deploy robust, nonlinear optimization and ensure that the computed flux distributions are physiologically consistent. Furthermore, our CHOmpact model delivers enhanced interpretability of simulation results and has allowed us to identify the mechanisms governing shifts in the anaplerotic consumption of asparagine and glutamate as well as an important mechanism of ammonia detoxification within mitochondria. CHOmpact, thus, addresses key challenges of large-scale metabolic models and will serve as a platform to develop dynamic metabolic models for the control and optimization of biopharmaceutical cell culture processes.
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Affiliation(s)
| | - Sarantos Kyriakopoulos
- Manufacturing Science and TechnologyBioMarin PharmaceuticalCorkIrelandIreland
- Present address:
Drug Product DevelopmentJanssen PharmaceuticalsSchaffhausenSwitzerland
| | - Simone Albrecht
- GlycoScience GroupNational Institute for Bioprocessing Research and TrainingDublinIreland
| | - Henning Stockmann
- GlycoScience GroupNational Institute for Bioprocessing Research and TrainingDublinIreland
| | - Pauline M. Rudd
- GlycoScience GroupNational Institute for Bioprocessing Research and TrainingDublinIreland
- Present address:
Bioprocessing Technology InstituteAgency for Science, Technology and Research (A*STAR)SingaporeSingapore
| | - Karen M. Polizzi
- Department of Chemical EngineeringImperial College LondonLondonUK
| | - Cleo Kontoravdi
- Department of Chemical EngineeringImperial College LondonLondonUK
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3
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Reger LN, Saballus M, Kappes A, Kampmann M, Wijffels RH, Martens DE, Niemann J. A novel hybrid bioprocess strategy addressing key challenges of advanced biomanufacturing. Front Bioeng Biotechnol 2023; 11:1211410. [PMID: 37456731 PMCID: PMC10349264 DOI: 10.3389/fbioe.2023.1211410] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2023] [Accepted: 06/22/2023] [Indexed: 07/18/2023] Open
Abstract
Monoclonal antibodies (mAb) are commonly manufactured by either discontinuous operations like fed-batch (FB) or continuous processes such as steady-state perfusion. Both process types comprise opposing advantages and disadvantages in areas such as plant utilization, feasible cell densities, media consumption and process monitoring effort. In this study, we show feasibility of a promising novel hybrid process strategy that combines beneficial attributes of both process formats. In detail, our strategy comprises a short duration FB, followed by a fast media exchange and cell density readjustment, marking the start of the next FB cycle. Utilizing a small-scale screening tool, we were able to identify beneficial process parameters, including FB interval duration and reinoculation cell density, that allow for multiple cycles of the outlined process in a reproducible manner. In addition, we could demonstrate scalability of the process to a 5L benchtop system, using a fluidized-bed centrifuge as scalable media exchange system. The novel process showed increased productivity (+217%) as well as longer cultivation duration, in comparison to a standard FB with a significantly lower media consumption per produced product (-50%) and a decreased need for process monitoring, in comparison to a perfusion cultivation. Further, the process revealed constant glycosylation pattern in comparison to the perfusion cultivation and has strong potential for further scale-up, due to the use of fully scalable cultivation and media exchange platforms. In summary, we have developed a novel hybrid process strategy that tackles the key challenges of current biomanufacturing of either low productivity or high media consumption, representing a new and innovative approach for future process intensification efforts.
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Affiliation(s)
- Lucas Nik Reger
- Corporate Research, Sartorius, Göttingen, Germany
- Bioprocess Engineering, Wageningen University, Wageningen, Netherlands
| | | | | | | | - Rene H. Wijffels
- Bioprocess Engineering, Wageningen University, Wageningen, Netherlands
| | - Dirk E. Martens
- Bioprocess Engineering, Wageningen University, Wageningen, Netherlands
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4
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Kiesel VA, Sheeley MP, Donkin SS, Wendt MK, Hursting SD, Teegarden D. Increased Ammonium Toxicity in Response to Exogenous Glutamine in Metastatic Breast Cancer Cells. Metabolites 2022; 12:469. [PMID: 35629973 PMCID: PMC9145280 DOI: 10.3390/metabo12050469] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2021] [Revised: 05/20/2022] [Accepted: 05/20/2022] [Indexed: 02/03/2023] Open
Abstract
Several cancers, including breast cancers, show dependence on glutamine metabolism. The purpose of the present study was to determine the mechanistic basis and impact of differential glutamine metabolism in nonmetastatic and metastatic murine mammary cancer cells. Universally labeled 13C5-glutamine metabolic tracing, qRT-PCR, measures of reductive-oxidative balance, and exogenous ammonium chloride treatment were used to assess glutamine reprogramming. Results show that 4 mM media concentration of glutamine, compared with 2 mM, reduced viability only in metastatic cells, and that this decrease in viability was accompanied by increased incorporation of glutamine-derived carbon into the tricarboxylic acid (TCA) cycle. While increased glutamine metabolism in metastatic cells occurred in tandem with a decrease in the reduced/oxidized glutathione ratio, treatment with the antioxidant molecule N-acetylcysteine did not rescue cell viability. However, the viability of metastatic cells was more sensitive to ammonium chloride treatment compared with nonmetastatic cells, suggesting a role of metabolic reprogramming in averting nitrogen cytotoxicity in nonmetastatic cells. Overall, these results demonstrate the ability of nonmetastatic cancer cells to reprogram glutamine metabolism and that this ability may be lost in metastatic cells.
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Affiliation(s)
- Violet A. Kiesel
- Department of Nutrition Science, Purdue University, West Lafayette, IN 47907, USA; (V.A.K.); (M.P.S.)
| | - Madeline P. Sheeley
- Department of Nutrition Science, Purdue University, West Lafayette, IN 47907, USA; (V.A.K.); (M.P.S.)
| | - Shawn S. Donkin
- Department of Animal Science, Purdue University, West Lafayette, IN 47907, USA;
| | - Michael K. Wendt
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, West Lafayette, IN 47907, USA;
- The Purdue Center for Cancer Research, Purdue University, West Lafayette, IN 47907, USA
| | - Stephen D. Hursting
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA;
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
- Nutrition Research Institute, University of North Carolina at Chapel Hill, Kannapolis, NC 28081, USA
| | - Dorothy Teegarden
- Department of Nutrition Science, Purdue University, West Lafayette, IN 47907, USA; (V.A.K.); (M.P.S.)
- The Purdue Center for Cancer Research, Purdue University, West Lafayette, IN 47907, USA
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5
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Kirsch BJ, Bennun SV, Mendez A, Johnson AS, Wang H, Qiu H, Li N, Lawrence SM, Bak H, Betenbaugh MJ. Metabolic Analysis of the Asparagine and Glutamine Dynamics in an Industrial CHO Fed-Batch Process. Biotechnol Bioeng 2021; 119:807-819. [PMID: 34786689 PMCID: PMC9305493 DOI: 10.1002/bit.27993] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2021] [Revised: 09/27/2021] [Accepted: 10/04/2021] [Indexed: 11/08/2022]
Abstract
Chinese hamster ovary (CHO) cell lines are grown in cultures with varying asparagine and glutamine concentrations, but further study is needed to characterize the interplay between these amino acids. By following 13C‐glucose, 13C‐glutamine, and 13C‐asparagine tracers using metabolic flux analysis (MFA), CHO cell metabolism was characterized in an industrially relevant fed‐batch process under glutamine supplemented and low glutamine conditions during early and late exponential growth. For both conditions MFA revealed glucose as the primary carbon source to the tricarboxylic acid (TCA) cycle followed by glutamine and asparagine as secondary sources. Early exponential phase CHO cells prefer glutamine over asparagine to support the TCA cycle under the glutamine supplemented condition, while asparagine was critical for TCA activity for the low glutamine condition. Overall TCA fluxes were similar for both conditions due to the trade‐offs associated with reliance on glutamine and/or asparagine. However, glutamine supplementation increased fluxes to alanine, lactate and enrichment of glutathione, N‐acetyl‐glucosamine and pyrimidine‐containing‐molecules. The late exponential phase exhibited reduced central carbon metabolism dominated by glucose, while lactate reincorporation and aspartate uptake were preferred over glutamine and asparagine. These 13C studies demonstrate that metabolic flux is process time dependent and can be modulated by varying feed composition.
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Affiliation(s)
- Brian James Kirsch
- Department of Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, MD, 21218, USA
| | - Sandra V Bennun
- Regeneron Pharmaceuticals, Inc, Preclinical Manufacturing and Process Development Tarrytown, NY, 10591, USA
| | - Adam Mendez
- Department of Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, MD, 21218, USA
| | - Amy S Johnson
- Regeneron Pharmaceuticals, Inc, Preclinical Manufacturing and Process Development Tarrytown, NY, 10591, USA
| | - Hongxia Wang
- Regeneron Pharmaceuticals, Inc, Analytical Chemistry Group, Tarrytown, NY, 10591, USA
| | - Haibo Qiu
- Regeneron Pharmaceuticals, Inc, Analytical Chemistry Group, Tarrytown, NY, 10591, USA
| | - Ning Li
- Regeneron Pharmaceuticals, Inc, Analytical Chemistry Group, Tarrytown, NY, 10591, USA
| | - Shawn M Lawrence
- Regeneron Pharmaceuticals, Inc, Preclinical Manufacturing and Process Development Tarrytown, NY, 10591, USA
| | - Hanne Bak
- Regeneron Pharmaceuticals, Inc, Preclinical Manufacturing and Process Development Tarrytown, NY, 10591, USA
| | - Michael J Betenbaugh
- Department of Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, MD, 21218, USA
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6
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Factors affecting the quality of therapeutic proteins in recombinant Chinese hamster ovary cell culture. Biotechnol Adv 2021; 54:107831. [PMID: 34480988 DOI: 10.1016/j.biotechadv.2021.107831] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2021] [Revised: 06/21/2021] [Accepted: 08/30/2021] [Indexed: 12/17/2022]
Abstract
Chinese hamster ovary (CHO) cells are the most widely used mammalian host cells for the commercial production of therapeutic proteins. Fed-batch culture is widely used to produce therapeutic proteins, including monoclonal antibodies, because of its operational simplicity and high product titer. Despite technical advances in the development of culture media and cell cultures, it is still challenging to maintain high productivity in fed-batch cultures while also ensuring good product quality. In this review, factors that affect the quality attributes of therapeutic proteins in recombinant CHO (rCHO) cell culture, such as glycosylation, charge variation, aggregation, and degradation, are summarized and categorized into three groups: culture environments, chemical additives, and host cell proteins accumulated in culture supernatants. Understanding the factors that influence the therapeutic protein quality in rCHO cell culture will facilitate the development of large-scale, high-yield fed-batch culture processes for the production of high-quality therapeutic proteins.
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Welch N, Singh SS, Kumar A, Dhruba SR, Mishra S, Sekar J, Bellar A, Attaway AH, Chelluboyina A, Willard BB, Li L, Huo Z, Karnik SS, Esser K, Longworth MS, Shah YM, Davuluri G, Pal R, Dasarathy S. Integrated multiomics analysis identifies molecular landscape perturbations during hyperammonemia in skeletal muscle and myotubes. J Biol Chem 2021; 297:101023. [PMID: 34343564 PMCID: PMC8424232 DOI: 10.1016/j.jbc.2021.101023] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Revised: 07/16/2021] [Accepted: 07/28/2021] [Indexed: 12/27/2022] Open
Abstract
Ammonia is a cytotoxic molecule generated during normal cellular functions. Dysregulated ammonia metabolism, which is evident in many chronic diseases such as liver cirrhosis, heart failure, and chronic obstructive pulmonary disease, initiates a hyperammonemic stress response in tissues including skeletal muscle and in myotubes. Perturbations in levels of specific regulatory molecules have been reported, but the global responses to hyperammonemia are unclear. In this study, we used a multiomics approach to vertically integrate unbiased data generated using an assay for transposase-accessible chromatin with high-throughput sequencing, RNA-Seq, and proteomics. We then horizontally integrated these data across different models of hyperammonemia, including myotubes and mouse and human muscle tissues. Changes in chromatin accessibility and/or expression of genes resulted in distinct clusters of temporal molecular changes including transient, persistent, and delayed responses during hyperammonemia in myotubes. Known responses to hyperammonemia, including mitochondrial and oxidative dysfunction, protein homeostasis disruption, and oxidative stress pathway activation, were enriched in our datasets. During hyperammonemia, pathways that impact skeletal muscle structure and function that were consistently enriched were those that contribute to mitochondrial dysfunction, oxidative stress, and senescence. We made several novel observations, including an enrichment in antiapoptotic B-cell leukemia/lymphoma 2 family protein expression, increased calcium flux, and increased protein glycosylation in myotubes and muscle tissue upon hyperammonemia. Critical molecules in these pathways were validated experimentally. Human skeletal muscle from patients with cirrhosis displayed similar responses, establishing translational relevance. These data demonstrate complex molecular interactions during adaptive and maladaptive responses during the cellular stress response to hyperammonemia.
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Affiliation(s)
- Nicole Welch
- Department of Inflammation & Immunity, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, USA; Department of Gastroenterology and Hepatology, Cleveland Clinic, Cleveland, Ohio, USA
| | - Shashi Shekhar Singh
- Department of Inflammation & Immunity, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, USA
| | - Avinash Kumar
- Department of Inflammation & Immunity, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, USA
| | - Saugato Rahman Dhruba
- Department of Electrical and Computer Engineering, Texas Tech University, Lubbock, Texas, USA
| | - Saurabh Mishra
- Department of Inflammation & Immunity, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, USA
| | - Jinendiran Sekar
- Department of Inflammation & Immunity, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, USA
| | - Annette Bellar
- Department of Inflammation & Immunity, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, USA
| | - Amy H Attaway
- Department of Inflammation & Immunity, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, USA; Department of Pulmonary Medicine, Cleveland Clinic, Cleveland, Ohio, USA
| | - Aruna Chelluboyina
- Department of Inflammation & Immunity, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, USA
| | - Belinda B Willard
- Proteomics Research Core Services, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, USA
| | - Ling Li
- Proteomics Research Core Services, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, USA
| | - Zhiguang Huo
- Department of Biostatistics, College of Public Health and Health Profession, University of Florida, Gainesville, Florida, USA
| | - Sadashiva S Karnik
- Department of Cardiovascular and Metabolic Sciences, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, USA
| | - Karyn Esser
- Department of Physiology and Functional Genomics, College of Medicine, University of Florida, Gainesville, Florida, USA
| | - Michelle S Longworth
- Department of Inflammation & Immunity, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, USA
| | - Yatrik M Shah
- Department of Molecular & Integrative Physiology and Department of Gastroenterology, University of Michigan, Ann Arbor, Michigan, USA
| | - Gangarao Davuluri
- Integrated Physiology and Molecular Metabolism, Pennington Biomedical Research Center, Baton Rouge, Louisiana, USA
| | - Ranadip Pal
- Department of Electrical and Computer Engineering, Texas Tech University, Lubbock, Texas, USA.
| | - Srinivasan Dasarathy
- Department of Inflammation & Immunity, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, USA; Department of Gastroenterology and Hepatology, Cleveland Clinic, Cleveland, Ohio, USA.
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8
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Savizi ISP, Motamedian E, E Lewis N, Jimenez Del Val I, Shojaosadati SA. An integrated modular framework for modeling the effect of ammonium on the sialylation process of monoclonal antibodies produced by CHO cells. Biotechnol J 2021; 16:e2100019. [PMID: 34021707 DOI: 10.1002/biot.202100019] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2021] [Revised: 05/19/2021] [Accepted: 05/20/2021] [Indexed: 12/11/2022]
Abstract
BACKGROUND Monoclonal antibodies (mABs) have emerged as one of the most important therapeutic recombinant proteins in the pharmaceutical industry. Their immunogenicity and therapeutic efficacy are influenced by post-translational modifications, specifically the glycosylation process. Bioprocess conditions can influence the intracellular process of glycosylation. Among all the process conditions that have been recognized to affect the mAB glycoforms, the detailed mechanism underlying how ammonium could perturb glycosylation remains to be fully understood. It was shown that ammonium induces heterogeneity in protein glycosylation by altering the sialic acid content of glycoproteins. Hence, understanding this mechanism would aid pharmaceutical manufacturers to ensure consistent protein glycosylation. METHODS Three different mechanisms have been proposed to explain how ammonium influences the sialylation process. In the first, the inhibition of CMP-sialic acid transporter, which transports CMP-sialic acid (sialylation substrate) into the Golgi, by an increase in UDP-GlcNAc content that is brought about by the augmented incorporation of ammonium into glucosamine formation. In the second, ammonia diffuses into the Golgi and raises its pH, thereby decreasing the sialyltransferase enzyme activity. In the third, the reduction of sialyltransferase enzyme expression level in the presence of ammonium. We employed these mechanisms in a novel integrated modular platform to link dynamic alteration in mAB sialylation process with extracellular ammonium concentration to elucidate how ammonium alters the sialic acid content of glycoproteins. RESULTS Our results show that the sialylation reaction rate is insensitive to the first mechanism. At low ammonium concentration, the second mechanism is the controlling mechanism in mAB sialylation and by increasing the ammonium level (< 8 mM) the third mechanism becomes the controlling mechanism. At higher ammonium concentrations (> 8 mM) the second mechanism becomes predominant again. CONCLUSION The presented model in this study provides a connection between extracellular ammonium and the monoclonal antibody sialylation process. This computational tool could help scientists to develop and formulate cell culture media. The model illustrated here can assist the researchers to select culture media that ensure consistent mAB sialylation.
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Affiliation(s)
- Iman Shahidi Pour Savizi
- Faculty of Chemical Engineering, Biotechnology Department, Tarbiat Modares University, Tehran, Iran
| | - Ehsan Motamedian
- Faculty of Chemical Engineering, Biotechnology Department, Tarbiat Modares University, Tehran, Iran
| | - Nathan E Lewis
- Department of Bioengineering, University of California, La Jolla, California, USA.,School of Medicine, Novo Nordisk Foundation Center for Biosustainability at the University of California, La Jolla, California, USA.,Department of Pediatrics, School of Medicine, University of California, La Jolla, California, USA
| | | | - Seyed Abbas Shojaosadati
- Faculty of Chemical Engineering, Biotechnology Department, Tarbiat Modares University, Tehran, Iran
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Karottki KJLC, Hefzi H, Li S, Pedersen LE, Spahn PN, Joshi C, Ruckerbauer D, Bort JAH, Thomas A, Lee JS, Borth N, Lee GM, Kildegaard HF, Lewis NE. A metabolic CRISPR-Cas9 screen in Chinese hamster ovary cells identifies glutamine-sensitive genes. Metab Eng 2021; 66:114-122. [PMID: 33813034 DOI: 10.1016/j.ymben.2021.03.017] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2020] [Revised: 03/25/2021] [Accepted: 03/28/2021] [Indexed: 12/20/2022]
Abstract
Media and feed optimization have fueled many-fold improvements in mammalian biopharmaceutical production, but genome editing offers an emerging avenue for further enhancing cell metabolism and bioproduction. However, the complexity of metabolism, involving thousands of genes, makes it unclear which engineering strategies will result in desired traits. Here we present a comprehensive pooled CRISPR screen for CHO cell metabolism, including ~16,000 gRNAs against ~2500 metabolic enzymes and regulators. Using this screen, we identified a glutamine response network in CHO cells. Glutamine is particularly important since it is often over-fed to drive increased TCA cycle flux, but toxic ammonia may accumulate. With the screen we found one orphan glutamine-responsive gene with no clear connection to our network. Knockout of this novel and poorly characterized lipase, Abhd11, substantially increased growth in glutamine-free media by altering the regulation of the TCA cycle. Thus, the screen provides an invaluable targeted platform to comprehensively study genes involved in any metabolic trait, and elucidate novel regulators of metabolism.
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Affiliation(s)
| | - Hooman Hefzi
- The Novo Nordisk Foundation Center for Biosustainability at the University of California, San Diego, USA; Department of Pediatrics, University of California, San Diego, USA; Department of Bioengineering, University of California, San Diego, USA
| | - Songyuan Li
- The Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Denmark
| | - Lasse Ebdrup Pedersen
- The Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Denmark
| | - Philipp N Spahn
- The Novo Nordisk Foundation Center for Biosustainability at the University of California, San Diego, USA; Department of Pediatrics, University of California, San Diego, USA
| | - Chintan Joshi
- The Novo Nordisk Foundation Center for Biosustainability at the University of California, San Diego, USA; Department of Pediatrics, University of California, San Diego, USA
| | - David Ruckerbauer
- Austrian Centre of Industrial Biotechnology, Vienna, Austria; University of Natural Resources and Life Sciences, Vienna, Austria
| | | | - Alex Thomas
- The Novo Nordisk Foundation Center for Biosustainability at the University of California, San Diego, USA
| | - Jae Seong Lee
- Department of Molecular Science and Technology, Ajou University, Suwon, 16499, Republic of Korea
| | - Nicole Borth
- Austrian Centre of Industrial Biotechnology, Vienna, Austria; University of Natural Resources and Life Sciences, Vienna, Austria
| | - Gyun Min Lee
- Department of Biological Sciences, Kaist, 291 Daehak-Ro, Yuseong-Gu, Daejeon, 305-701, Republic of Korea
| | | | - Nathan E Lewis
- The Novo Nordisk Foundation Center for Biosustainability at the University of California, San Diego, USA; Department of Pediatrics, University of California, San Diego, USA; Department of Bioengineering, University of California, San Diego, USA; National Biologics Facility, Technical University of Denmark, Denmark.
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10
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Ley D, Pereira S, Pedersen LE, Arnsdorf J, Hefzi H, Davy AM, Ha TK, Wulff T, Kildegaard HF, Andersen MR. Reprogramming AA catabolism in CHO cells with CRISPR/Cas9 genome editing improves cell growth and reduces byproduct secretion. Metab Eng 2019; 56:120-129. [DOI: 10.1016/j.ymben.2019.09.005] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2019] [Revised: 08/10/2019] [Accepted: 09/10/2019] [Indexed: 12/23/2022]
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11
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Radhakrishnan D, Robinson AS, Ogunnaike BA. Controlling the Glycosylation Profile in mAbs Using Time-Dependent Media Supplementation. Antibodies (Basel) 2017; 7:E1. [PMID: 31544854 PMCID: PMC6698858 DOI: 10.3390/antib7010001] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2017] [Revised: 11/23/2017] [Accepted: 12/15/2017] [Indexed: 02/07/2023] Open
Abstract
In order to meet desired drug product quality targets, the glycosylation profile of biotherapeutics such as monoclonal antibodies (mAbs) must be maintained consistently during manufacturing. Achieving consistent glycan distribution profiles requires identifying factors that influence glycosylation, and manipulating them appropriately via well-designed control strategies. Now, the cell culture media supplement, MnCl2, is known to alter the glycosylation profile in mAbs generally, but its effect, particularly when introduced at different stages during cell growth, has yet to be investigated and quantified. In this study, we evaluate the effect of time-dependent addition of MnCl2 on the glycan profile quantitatively, using factorial design experiments. Our results show that MnCl2 addition during the lag and exponential phases affects the glycan profile significantly more than stationary phase supplementation does. Also, using a novel computational technique, we identify various combinations of glycan species that are affected by this dynamic media supplementation scheme, and quantify the effects mathematically. Our experiments demonstrate the importance of taking into consideration the time of addition of these trace supplements, not just their concentrations, and our computational analysis provides insight into what supplements to add, when, and how much, in order to induce desired changes.
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Affiliation(s)
- Devesh Radhakrishnan
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716, USA.
| | - Anne S Robinson
- Department of Chemical and Biomolecular Engineering, Tulane University, New Orleans, LA 70118, USA.
| | - Babatunde A Ogunnaike
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716, USA.
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12
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Gupta SK, Sharma A, Kushwaha H, Shukla P. Over-expression of a Codon Optimized Yeast Cytosolic Pyruvate Carboxylase (PYC2) in CHO Cells for an Augmented Lactate Metabolism. Front Pharmacol 2017; 8:463. [PMID: 28769797 PMCID: PMC5511841 DOI: 10.3389/fphar.2017.00463] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2017] [Accepted: 06/29/2017] [Indexed: 01/08/2023] Open
Abstract
Monoclonal antibodies are the most demanding biotherapeutic drugs now a days used for the cure of various critical illnesses. Chinese hamster ovary (CHO) cells are one of the main hosts used for the large scale production of these antibodies. However, the cell line and production processes are the key factors to determine the cost and affordability of these antibodies. The metabolic waste lactic acid and ammonium are accumulated during a cell culture process and adversely affects productivity as well as product quality. To control the lactate metabolism of mAb (IgG1-kappa) producing CHO clones, we super-transfected the cells with a mammalian construct bearing codon optimized yeast cytosolic pyruvate carboxylase (PYC2) and a strong fusion promoter for optimal expression of PYC2 enzyme. A pool study was also performed for the assessment of cell’s performance, post-translational modification of a mAb and its expression in a CHO clone. The current study resulted an improved mAb titer up to 5%, galactosylation up to 2.5-folds, mannosylation up to twofold and marginal improved main and basic peaks in the charge variant profile at the cell pool stage. Such, approach may be suitable for the implementation in CHO cells producing recombinant protein for a better process control for the production of biotherapeutics.
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Affiliation(s)
- Sanjeev K Gupta
- Advanced Biotech Lab, Ipca Laboratories Ltd.Mumbai, India.,Enzyme Technology and Protein Bioinformatics Laboratory, Department of Microbiology, Maharshi Dayanand UniversityRohtak, India
| | - Ankit Sharma
- Advanced Biotech Lab, Ipca Laboratories Ltd.Mumbai, India
| | | | - Pratyoosh Shukla
- Enzyme Technology and Protein Bioinformatics Laboratory, Department of Microbiology, Maharshi Dayanand UniversityRohtak, India
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13
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Cell culture media supplementation of infrequently used sugars for the targeted shifting of protein glycosylation profiles. Biotechnol Prog 2017; 33:511-522. [DOI: 10.1002/btpr.2429] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2016] [Revised: 12/10/2016] [Indexed: 11/07/2022]
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14
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Zou W, Al-Rubeai M. Understanding central carbon metabolism of rapidly proliferating mammalian cells based on analysis of key enzymatic activities in GS-CHO cell lines. Biotechnol Appl Biochem 2016; 63:642-651. [PMID: 26108557 DOI: 10.1002/bab.1409] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2014] [Accepted: 06/19/2015] [Indexed: 12/20/2022]
Abstract
The central carbon metabolism (glycolysis, the pentose phosphate pathway [PPP], and the tricarboxylic acid [TCA] cycle) plays an essential role in the supply of biosynthetic precursors and energy. How the central carbon metabolism changes with the varying growth rates in the in vitro cultivation of rapidly proliferating mammalian cells, such as cancer cells and continuous cell lines for recombinant protein production, remains elusive. Based on relationships between the growth rate and the activity of seven key enzymes from six cell clones, this work reports finding an important metabolic characteristic in rapidly proliferating glutamine synthetase-Chinese hamster ovary cells. The key enzymatic activity involved in the TCA cycle that is responsible for the supply of energy became elevated as the growth rate exhibited increases, while the activity of key enzymes in metabolic pathways (glycolysis and the PPP), responsible for the supply of biosynthetic precursors, tended to decrease-suggesting that rapidly proliferating cells still depended predominantly on the TCA cycle rather than on aerobic glycolysis for their energetic demands. Meanwhile, the growth-limiting resource was most likely biosynthetic substrates rather than energy provision. In addition, the multifaceted role of glucose-6-phosphate isomerase (PGI) was confirmed, based on a significant correlation between PGI activity and the percentage of G2/M-phase cells.
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Affiliation(s)
- Wu Zou
- School of Chemical and Bioprocess Engineering, and Conway Institute of Biomolecular and Biomedical Research, University College Dublin, Belfield, Dublin, Ireland
| | - Mohamed Al-Rubeai
- School of Chemical and Bioprocess Engineering, and Conway Institute of Biomolecular and Biomedical Research, University College Dublin, Belfield, Dublin, Ireland.
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15
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Monteil DT, Juvet V, Paz J, Moniatte M, Baldi L, Hacker DL, Wurm FM. A comparison of orbitally-shaken and stirred-tank bioreactors: pH modulation and bioreactor type affect CHO cell growth and protein glycosylation. Biotechnol Prog 2016; 32:1174-1180. [PMID: 27453130 DOI: 10.1002/btpr.2328] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2016] [Revised: 07/01/2016] [Indexed: 01/21/2023]
Abstract
Orbitally shaken bioreactors (OSRs) support the suspension cultivation of animal cells at volumetric scales up to 200 L and are a potential alternative to stirred-tank bioreactors (STRs) due to their rapid and homogeneous mixing and high oxygen transfer rate. In this study, a Chinese hamster ovary cell line producing a recombinant antibody was cultivated in a 5 L OSR and a 3 L STR, both operated with or without pH control. Effects of bioreactor type and pH control on cell growth and metabolism and on recombinant protein production and glycosylation were determined. In pH-controlled bioreactors, the glucose consumption and lactate production rates were higher relative to cultures grown in bioreactors without pH control. The cell density and viability were higher in the OSRs than in the STRs, either with or without pH control. Volumetric recombinant antibody yields were not affected by the process conditions, and a glycan analysis of the antibody by mass spectrometry did not reveal major process-dependent differences in the galactosylation index. The results demonstrated that OSRs are suitable for recombinant protein production from suspension-adapted animal cells. © 2016 American Institute of Chemical Engineers Biotechnol. Prog., 32:1174-1180, 2016.
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Affiliation(s)
- Dominique T Monteil
- Laboratory of Cellular Biotechnology (LBTC), École Polytechnique Fédérale De Lausanne (EPFL), Lausanne, CH-1015, Switzerland
| | - Valentin Juvet
- Laboratory of Cellular Biotechnology (LBTC), École Polytechnique Fédérale De Lausanne (EPFL), Lausanne, CH-1015, Switzerland
| | - Jonathan Paz
- Proteomics Core Facility (PCF), École Polytechnique Fédérale De Lausanne (EPFL), Lausanne, CH-1015, Switzerland
| | - Marc Moniatte
- Proteomics Core Facility (PCF), École Polytechnique Fédérale De Lausanne (EPFL), Lausanne, CH-1015, Switzerland
| | - Lucia Baldi
- Laboratory of Cellular Biotechnology (LBTC), École Polytechnique Fédérale De Lausanne (EPFL), Lausanne, CH-1015, Switzerland
| | - David L Hacker
- Laboratory of Cellular Biotechnology (LBTC), École Polytechnique Fédérale De Lausanne (EPFL), Lausanne, CH-1015, Switzerland.,Protein Expression Core Facility (PECF), École Polytechnique Fédérale De Lausanne (EPFL), Lausanne, CH-1015, Switzerland
| | - Florian M Wurm
- Laboratory of Cellular Biotechnology (LBTC), École Polytechnique Fédérale De Lausanne (EPFL), Lausanne, CH-1015, Switzerland.
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16
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Jimenez Del Val I, Fan Y, Weilguny D. Dynamics of immature mAb glycoform secretion during CHO cell culture: An integrated modelling framework. Biotechnol J 2016; 11:610-23. [PMID: 26743760 DOI: 10.1002/biot.201400663] [Citation(s) in RCA: 40] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2015] [Revised: 10/09/2015] [Accepted: 12/23/2015] [Indexed: 01/08/2023]
Abstract
Ensuring consistent glycosylation-associated quality of therapeutic monoclonal antibodies (mAbs) has become a priority in pharmaceutical bioprocessing given that the distribution and composition of the carbohydrates (glycans) bound to these molecules determines their therapeutic efficacy and immunogenicity. However, the interaction between bioprocess conditions, cellular metabolism and the intracellular process of glycosylation remains to be fully understood. To gain further insight into these interactions, we present a novel integrated modelling platform that links dynamic variations in mAb glycosylation with cellular secretory capacity. Two alternative mechanistic representations of how mAb specific productivity (qp ) influences glycosylation are compared. In the first, mAb glycosylation is modulated by the linear velocity with which secretory cargo traverses the Golgi apparatus. In the second, glycosylation is influenced by variations in Golgi volume. Within our modelling framework, both mechanisms accurately reproduce experimentally-observed dynamic changes in mAb glycosylation. In addition, an optimisation-based strategy has been developed to estimate the concentration of glycosylation enzymes required to minimise mAb glycoform variability. Our results suggest that the availability of glycosylation machinery relative to cellular secretory capacity may play a crucial role in mAb glycosylation. In the future, the modelling framework presented here may aid in selecting and engineering cell lines that ensure consistent mAb glycosylatio.
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Affiliation(s)
- Ioscani Jimenez Del Val
- School of Chemical and Bioprocess Engineering, University College Dublin, Belfield, Dublin 4, Ireland.
| | - Yuzhou Fan
- Network Engineering of Eukaryotic Cell Factories, Department of Systems Biology, Technical University of Denmark, Lyngby, Denmark.,Symphogen A/S, Ballerup, Denmark
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17
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Toussaint C, Henry O, Durocher Y. Metabolic engineering of CHO cells to alter lactate metabolism during fed-batch cultures. J Biotechnol 2015; 217:122-31. [PMID: 26603123 DOI: 10.1016/j.jbiotec.2015.11.010] [Citation(s) in RCA: 42] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2015] [Revised: 11/03/2015] [Accepted: 11/13/2015] [Indexed: 01/19/2023]
Abstract
Recombinant yeast pyruvate carboxylase (PYC2) expression was previously shown to be an effective metabolic engineering strategy for reducing lactate formation in a number of relevant mammalian cell lines, but, in the case of CHO cells, did not consistently lead to significant improvement in terms of cell growth, product titer and energy metabolism efficiency. In the present study, we report on the establishment of a PYC2-expressing CHO cell line producing a monoclonal antibody and displaying a significantly altered lactate metabolism compared to its parental line. All clones exhibiting strong PYC2 expression were shown to experience a significant and systematic metabolic shift toward lactate consumption, as well as a prolonged exponential growth phase leading to an increased maximum cell concentration and volumetric product titer. Of salient interest, PYC2-expressing CHO cells were shown to maintain a highly efficient metabolism in fed-batch cultures, even when exposed to high glucose levels, thereby alleviating the need of controlling nutrient at low levels and the potential negative impact of such strategy on product glycosylation. In bioreactor operated in fed-batch mode, the higher maximum cell density achieved with the PYC2 clone led to a net gain (20%) in final volumetric productivity.
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Affiliation(s)
- Cécile Toussaint
- Département de Biochimie et médecine moléculaire, Université de Montréal, Montréal, Québec H3C 3J7, Canada; Life Sciences, NRC Human Health Therapeutics Portfolio, Building Montreal-Royalmount, National Research Council Canada, Montréal, Québec H4P 2R2, Canada.
| | - Olivier Henry
- Département de Génie Chimique, École Polytechnique de Montréal, C.P. 6079, Succ. Centre-ville, Montréal, Québec H3C 3A7, Canada.
| | - Yves Durocher
- Département de Biochimie et médecine moléculaire, Université de Montréal, Montréal, Québec H3C 3J7, Canada; Life Sciences, NRC Human Health Therapeutics Portfolio, Building Montreal-Royalmount, National Research Council Canada, Montréal, Québec H4P 2R2, Canada.
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18
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Su AM, Styczynski MP. Manipulation of metabolism in complex eukaryotic systems to control cellular state. Curr Opin Chem Eng 2015. [DOI: 10.1016/j.coche.2015.08.004] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
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19
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Glutamine substitution: the role it can play to enhance therapeutic protein production. ACTA ACUST UNITED AC 2015. [DOI: 10.4155/pbp.15.6] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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20
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Yongky A, Lee J, Le T, Mulukutla BC, Daoutidis P, Hu WS. Mechanism for multiplicity of steady states with distinct cell concentration in continuous culture of mammalian cells. Biotechnol Bioeng 2015; 112:1437-45. [PMID: 25676211 DOI: 10.1002/bit.25566] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2014] [Revised: 02/03/2015] [Accepted: 02/05/2015] [Indexed: 11/09/2022]
Abstract
Continuous culture for the production of biopharmaceutical proteins offers the possibility of steady state operations and thus more consistent product quality and increased productivity. Under some conditions, multiplicity of steady states has been observed in continuous cultures of mammalian cells, wherein with the same dilution rate and feed nutrient composition, steady states with very different cell and product concentrations may be reached. At those different steady states, cells may exhibit a high glycolysis flux with high lactate production and low cell concentration, or a low glycolysis flux with low lactate and high cell concentration. These different steady states, with different cell concentration, also have different productivity. Developing a mechanistic understanding of the occurrence of steady state multiplicity and devising a strategy to steer the culture toward the desired steady state is critical. We establish a multi-scale kinetic model that integrates a mechanistic intracellular metabolic model and cell growth model in a continuous bioreactor. We show that steady state multiplicity exists in a range of dilution rate in continuous culture as a result of the bistable behavior in glycolysis. The insights from the model were used to devise strategies to guide the culture to the desired steady state in the multiple steady state region. The model provides a guideline principle in the design of continuous culture processes of mammalian cells.
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Affiliation(s)
- Andrew Yongky
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, Minnesota
| | - Jongchan Lee
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, Minnesota
| | - Tung Le
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, Minnesota
| | - Bhanu Chandra Mulukutla
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, Minnesota
| | - Prodromos Daoutidis
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, Minnesota
| | - Wei-Shou Hu
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, Minnesota.
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21
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Rational design of medium supplementation strategy for improved influenza viruses production based on analyzing nutritional requirements of MDCK Cells. Vaccine 2014; 32:7091-7. [DOI: 10.1016/j.vaccine.2014.10.067] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2014] [Revised: 09/25/2014] [Accepted: 10/27/2014] [Indexed: 11/22/2022]
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22
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Ishii Y, Imamoto Y, Yamamoto R, Tsukahara M, Wakamatsu K. Titer of trastuzumab produced by a Chinese hamster ovary cell line is associated with tricarboxylic acid cycle activity rather than lactate metabolism. J Biosci Bioeng 2014; 119:478-85. [PMID: 25449760 DOI: 10.1016/j.jbiosc.2014.09.017] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2014] [Revised: 09/17/2014] [Accepted: 09/22/2014] [Indexed: 01/08/2023]
Abstract
Achieving high productivity and quality is the final goal of therapeutic antibody development, but the productivity and quality of antibodies are known to be substantially dependent on the nature of the cell lines expressing the antibodies. We characterized two contrasting cell lines that produce trastuzumab, namely cell line A with a high titer and a low aggregate content and cell line B with a low titer and a high aggregate content to identify the causes of the differences. We observed the following differences: cell growth (A > B), proportion of defucosylated oligosaccharides on antibodies (A < B), and proportion of covalent antibody aggregates (A > B). Our results suggest that the high monoclonal antibody (mAb) titers in cell line A is associated with the high proliferation and is not caused by the lactate metabolism shift (switching from lactate production to net lactate consumption). Rather, these differences can be accounted for by the following: levels of tricarboxylic acid cycle intermediates (A > B), ammonium ion levels (A ≤ B), and oxidative stress (A > B).
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Affiliation(s)
- Yoichi Ishii
- Bio-process Research and Development Laboratories, Kyowa Hakko Kirin Co., Ltd., 100-1 Hagiwara-machi, Takasaki-shi, Gunma 370-0013, Japan; Graduate School of Engineering, Gunma University, 1-5-1 Tenjin-cho, Kiryu-shi, Gunma 376-8515, Japan.
| | - Yasufumi Imamoto
- Bio-process Research and Development Laboratories, Kyowa Hakko Kirin Co., Ltd., 100-1 Hagiwara-machi, Takasaki-shi, Gunma 370-0013, Japan
| | - Rie Yamamoto
- Bio-process Research and Development Laboratories, Kyowa Hakko Kirin Co., Ltd., 100-1 Hagiwara-machi, Takasaki-shi, Gunma 370-0013, Japan
| | - Masayoshi Tsukahara
- Kyowa Hakko Kirin Co., Ltd., 1-6-1 Ohte-machi, Chiyoda-ku, Tokyo 100-8185, Japan
| | - Kaori Wakamatsu
- Graduate School of Engineering, Gunma University, 1-5-1 Tenjin-cho, Kiryu-shi, Gunma 376-8515, Japan
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23
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Fan Y, Jimenez Del Val I, Müller C, Wagtberg Sen J, Rasmussen SK, Kontoravdi C, Weilguny D, Andersen MR. Amino acid and glucose metabolism in fed-batch CHO cell culture affects antibody production and glycosylation. Biotechnol Bioeng 2014; 112:521-35. [DOI: 10.1002/bit.25450] [Citation(s) in RCA: 128] [Impact Index Per Article: 12.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2014] [Revised: 08/12/2014] [Accepted: 09/05/2014] [Indexed: 12/12/2022]
Affiliation(s)
- Yuzhou Fan
- Network Engineering of Eukaryotic Cell Factories; Department of Systems Biology; Technical University of Denmark; Building 223 2800 Kgs Lyngby Denmark
- Symphogen A/S; Pederstrupvej 93; 2750 Ballerup Denmark
| | - Ioscani Jimenez Del Val
- Center for Process Systems Engineering; Department of Chemical Engineering; Imperial College London; London UK
| | | | | | | | - Cleo Kontoravdi
- Center for Process Systems Engineering; Department of Chemical Engineering; Imperial College London; London UK
| | | | - Mikael Rørdam Andersen
- Network Engineering of Eukaryotic Cell Factories; Department of Systems Biology; Technical University of Denmark; Building 223 2800 Kgs Lyngby Denmark
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24
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Evaluating the impact of cell culture process parameters on monoclonal antibody N-glycosylation. J Biotechnol 2014; 188:88-96. [DOI: 10.1016/j.jbiotec.2014.08.026] [Citation(s) in RCA: 82] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2014] [Revised: 07/24/2014] [Accepted: 08/19/2014] [Indexed: 01/10/2023]
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25
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Xu P, Dai XP, Graf E, Martel R, Russell R. Effects of glutamine and asparagine on recombinant antibody production using CHO-GS cell lines. Biotechnol Prog 2014; 30:1457-68. [PMID: 25079388 DOI: 10.1002/btpr.1957] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2013] [Revised: 07/11/2014] [Indexed: 11/08/2022]
Affiliation(s)
- Ping Xu
- Global Manufacturing and Supply, Bristol-Myers Squibb Company; 519 Route 173 West Bloomsbury NJ 08804
| | - Xiao-Ping Dai
- Global Manufacturing and Supply, Bristol-Myers Squibb Company; 519 Route 173 West Bloomsbury NJ 08804
| | - Erica Graf
- Global Manufacturing and Supply, Bristol-Myers Squibb Company; 519 Route 173 West Bloomsbury NJ 08804
| | - Richard Martel
- Global Manufacturing and Supply, Bristol-Myers Squibb Company; 519 Route 173 West Bloomsbury NJ 08804
| | - Reb Russell
- Global Manufacturing and Supply, Bristol-Myers Squibb Company; 519 Route 173 West Bloomsbury NJ 08804
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26
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Sheikholeslami Z, Jolicoeur M, Henry O. Elucidating the effects of postinduction glutamine feeding on the growth and productivity of CHO cells. Biotechnol Prog 2014; 30:535-46. [PMID: 24692260 DOI: 10.1002/btpr.1907] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2013] [Revised: 03/14/2014] [Indexed: 12/11/2022]
Abstract
Inducible mammalian expression systems are increasingly being used for the production of valuable therapeutics. In such system, maximizing the product yield is achieved by carefully balancing the biomass concentration during the production phase and the specific productivity of the cells. These two factors are largely determined by the availability of nutrients and/or the presence of toxic waste metabolites in the culture environment. Glutamine is one of the most important components of cell culture medium, since this substrate is an important building block and source of energy for biomass and recombinant protein production. Its metabolism, however, ultimately leads to the formation of ammonia, a well known inhibitor of cellular growth and productivity. In this work, we show that nutrient feeding post-induction can greatly enhance the product yield by alleviating early limitations encountered in batch. Moreover, varying the amount of glutamine in the feed yielded two distinct culture behaviors post-induction; whereas excess glutamine allowed to reach greater cell concentrations, glutamine-limited fed-batch led to increased cell specific productivity. These two conditions also showed distinctive lactate metabolism. To further assess the physiological impact of glutamine levels on the cells, a comparative (13) C-metabolic flux analysis was conducted and a number of key intracellular fluxes were found to be affected by the amount of glutamine present in the feed during the production phase. Such information may provide useful clues for the identification of physiological markers of cell growth and productivity that could further guide the optimization of inducible expression systems.
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Affiliation(s)
- Zahra Sheikholeslami
- Dépt. de Génie Chimique, École Polytechnique de Montréal, C.P. 6079, Succ. Centre-ville, Montréal, Québec, Canada, H3C 3A7
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27
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Vallée C, Durocher Y, Henry O. Exploiting the metabolism of PYC expressing HEK293 cells in fed-batch cultures. J Biotechnol 2014; 169:63-70. [DOI: 10.1016/j.jbiotec.2013.11.002] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2013] [Revised: 11/03/2013] [Accepted: 11/06/2013] [Indexed: 12/29/2022]
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28
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Costa AR, Rodrigues ME, Henriques M, Oliveira R, Azeredo J. Glycosylation: impact, control and improvement during therapeutic protein production. Crit Rev Biotechnol 2013; 34:281-99. [PMID: 23919242 DOI: 10.3109/07388551.2013.793649] [Citation(s) in RCA: 104] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
The emergence of the biopharmaceutical industry represented a major revolution for modern medicine, through the development of recombinant therapeutic proteins that brought new hope for many patients with previously untreatable diseases. There is a ever-growing demand for these therapeutics that forces a constant technological evolution to increase product yields while simultaneously reducing costs. However, the process changes made for this purpose may also affect the quality of the product, a factor that was initially overlooked but which is now a major focus of concern. Of the many properties determining product quality, glycosylation is regarded as one of the most important, influencing, for example, the biological activity, serum half-life and immunogenicity of the protein. Consequently, monitoring and control of glycosylation is now critical in biopharmaceutical manufacturing and a requirement of regulatory agencies. A rapid evolution is being observed in this context, concerning the influence of glycosylation in the efficacy of different therapeutic proteins, the impact on glycosylation of a diversity of parameters/processes involved in therapeutic protein production, the analytical methodologies employed for glycosylation monitoring and control, as well as strategies that are being explored to use this property to improve therapeutic protein efficacy (glycoengineering). This work reviews the main findings on these subjects, providing an up-to-date source of information to support further studies.
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Affiliation(s)
- Ana Rita Costa
- IBB - Institute for Biotechnology and Bioengineering, Centre of Biological Engineering, University of Minho, Campus de Gualtar , Braga , Portugal
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29
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Applying quality by design to glycoprotein therapeutics: experimental and computational efforts of process control. ACTA ACUST UNITED AC 2013. [DOI: 10.4155/pbp.13.4] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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30
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Rödig JV, Rapp E, Bohne J, Kampe M, Kaffka H, Bock A, Genzel Y, Reichl U. Impact of cultivation conditions onN-glycosylation of influenza virus a hemagglutinin produced in MDCK cell culture. Biotechnol Bioeng 2013; 110:1691-703. [DOI: 10.1002/bit.24834] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2012] [Revised: 11/25/2012] [Accepted: 12/21/2012] [Indexed: 01/29/2023]
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31
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Andersen DC, Goochee CF. The effect of ammonia on the O-linked glycosylation of granulocyte colony-stimulating factor produced by chinese hamster ovary cells. Biotechnol Bioeng 2012; 47:96-105. [PMID: 18623371 DOI: 10.1002/bit.260470112] [Citation(s) in RCA: 93] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
Ammonium ion concentrations ranging from 0 to 10 mM are shown to significantly reduce the sialylation of granuiocyte colony-stimulating factor (G-CSF) produced by recombinant Chinese hamster ovary cells. Specifically, the degree of completion of the final reaction in the O-linked glycosylation pathway, the addition of sialic acid in an alpha(2,6) linkage to N-acetylgalactosamine, is reduced by NH(4) (+) concentrations of as low as 2 mM. The effect of ammonia on sialylation is rapid, sustained, and does not affect the secretion rate of G-CSF. Additionally, the effect can be mimicked using the weak base chloroquine, suggesting that the effect is related to the weak base characteristics of ammonia. In support of this hypothesis, experiments using brefeldin A suggest that the addition of sialic acid in an alpha(2,6) linkage to N-acetylgalactosamine occurs in the trans-Golgi compartment prior to the trans-Golgi network, which would be expected under normal conditions to have a slightly acidic pH in the range from 6.5 to 6.75. Ammonium ion concentrations of 10 mM would be expected to reduce significantly the differences in pH between acidic intracellular compartments and the cytoplasm. The pH-activity profile for the CHO O-linked alpha(2,6) sialytransferase using monosialylated G-CSF as a substrate reveals a twofold decrease in enzymatic activity across the pH range from 6.75 to 7.0.Mathematical modeling of this sialylation reaction supports the hypothesis that this twofold decrease in sialyltransferase activity resulting from an ammoniainduced increase in trans-Golgi pH could produce the observed decrease in G-CSF sialylation. (c) 1995 John Wiley & Sons, Inc.
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Affiliation(s)
- D C Andersen
- Department of Chemical Engineering, Stanford University, Stanford, California 94305-5025
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32
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Furukawa K, Ohsuye K. Effect of culture temperature on a recombinant CHO cell line producing a C-terminal α-amidating enzyme. Cytotechnology 2012; 26:153-64. [PMID: 22358553 DOI: 10.1023/a:1007934216507] [Citation(s) in RCA: 88] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
In order to seek an efficient method for producing a recombinant protein by using animal cell culture, we investigated various effects of the culture temperature on a recombinant CHO cell line (3µ-1S), producing a C-terminal α-amidating enzyme (799BglIIα-AE) originating from Xenopus laevis. The results revealed that a low culture temperature (below 37 °C) led to the following phenomena: [1] inhibited cell growth, [2] enhanced cellular productivity of the recombinant protein, [3] maintained high cell viability, [4] suppressed medium consumption, and [5] suppressed release of impurities from the cells. These findings indicate that a quite simple method, the culture at low temperature, will contribute to the total improvement of the industrial process for the production of the recombinant protein, 799BglIIα-AE.
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Affiliation(s)
- K Furukawa
- Suntory Institute for Medicinal Research and Development, 2716-1 Kurakake, Akaiwa, Chiyoda-machi, Ohra-gun, Gunma, 370-05, Japan
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Metabolic flux rearrangement in the amino acid metabolism reduces ammonia stress in the α1-antitrypsin producing human AGE1.HN cell line. Metab Eng 2012; 14:128-37. [DOI: 10.1016/j.ymben.2012.01.001] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2011] [Revised: 11/27/2011] [Accepted: 01/02/2012] [Indexed: 11/18/2022]
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Li J, Wong CL, Vijayasankaran N, Hudson T, Amanullah A. Feeding lactate for CHO cell culture processes: Impact on culture metabolism and performance. Biotechnol Bioeng 2011; 109:1173-86. [DOI: 10.1002/bit.24389] [Citation(s) in RCA: 93] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2011] [Revised: 10/18/2011] [Accepted: 11/16/2011] [Indexed: 02/03/2023]
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Growth, productivity and protein glycosylation in a CHO EpoFc producer cell line adapted to glutamine-free growth. J Biotechnol 2011; 157:295-303. [PMID: 22178781 DOI: 10.1016/j.jbiotec.2011.11.014] [Citation(s) in RCA: 40] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2011] [Revised: 11/15/2011] [Accepted: 11/17/2011] [Indexed: 11/21/2022]
Abstract
A primary objective of cell line development and process optimisation in animal cell culture is the improvement of culture performance as indicated by desirable properties such as high cell concentration, viability, productivity and product quality. The inefficient energy metabolism of mammalian cells in culture is still a major limiting factor for improvements in process performance. It results in high uptake rates of glucose and glutamine and the concomitant accumulation of waste products which in turn limits final cell concentrations and growth. To avoid these negative side effects, a CHO host cell line was established recently which is able to grow in completely glutamine free medium (Hernandez Bort et al., 2010). To determine the influence of this adaptation on productivity and product quality, the same procedure was repeated with a recombinant CHO cell line producing an erythropoietin-Fc fusion protein (CHO-EpoFc) for this publication. After adaptation to higher cell densities and glutamine free medium, culture performance was monitored in batch bioprocesses and revealed comparable growth properties and EpoFc product formation in both cell lines. The level of reactive oxygen species was elevated in the adapted cells, reflecting a higher level of oxidative stress, however, at the same time the level of the oxido-protective glutathione was also higher, so that cells seem adequately protected against cellular damage. Analysis of nucleotides and nucleotide sugars revealed elevated UDP-sugars in cells grown in the absence of glutamine. Furthermore, the antennarity of N-glycans was moderately higher on the Epo part of the protein produced by the adapted cell line compared to the parental cell line. Except for this, the glycosylation, with respect to site occupancy, degree of sialylation and glycoform structure, was highly comparable, both for the Epo and the Fc part of the protein.
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36
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Reduced glutamine concentration improves protein production in growth-arrested CHO-DG44 and HEK-293E cells. Biotechnol Lett 2011; 34:619-26. [DOI: 10.1007/s10529-011-0809-z] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2011] [Accepted: 11/22/2011] [Indexed: 11/26/2022]
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37
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Ahn WS, Antoniewicz MR. Towards dynamic metabolic flux analysis in CHO cell cultures. Biotechnol J 2011; 7:61-74. [DOI: 10.1002/biot.201100052] [Citation(s) in RCA: 96] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2011] [Revised: 10/11/2011] [Accepted: 10/26/2011] [Indexed: 12/23/2022]
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38
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Enhanced glycoprotein production in HEK-293 cells expressing pyruvate carboxylase. Metab Eng 2011; 13:499-507. [DOI: 10.1016/j.ymben.2011.05.004] [Citation(s) in RCA: 41] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2011] [Revised: 04/26/2011] [Accepted: 05/13/2011] [Indexed: 12/22/2022]
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39
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Yang M, Butler M. Enhanced erythropoietin heterogeneity in a CHO culture is caused by proteolytic degradation and can be eliminated by a high glutamine level. Cytotechnology 2011; 34:83-99. [PMID: 19003383 DOI: 10.1023/a:1008137712611] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
The molecular heterogeneity of recombinant humanerythropoietin (EPO) increased during the course of abatch culture of transfected Chinese hamster ovary(CHO) cells grown in serum-free medium. This wasshown by both an increased molecular weight and pIrange of the isolated EPO at the end of the culture. However, analysis of the N-glycan structures of themolecule by fluorophore-assisted carbohydrateelectrophoresis (FACE) and HPLC anion exchangechromatography indicated a consistent pattern ofglycosylation. Seven glycoforms were identified, thepredominant structure being a fully sialylatedtetra-antennary glycan. The degree of sialylationwas maintained throughout the culture. Analysis ofthe secreted EPO indicated a time-dependent increasein the molecular weight band width of the peptideconsistent with proteolytic degradation. A highglutamine concentration (16-20 mM) in the culturedecreased the apparent degradation of the EPO.
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Affiliation(s)
- M Yang
- Department of Microbiology, University of Manitoba, Winnipeg, Manitoba, R3T 2N2, Canada
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40
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Guan YH, Kemp RB. On-line heat flux measurements improve the culture medium for the growth and productivity of genetically engineered CHO cells. Cytotechnology 2011; 30:107-20. [PMID: 19003360 DOI: 10.1023/a:1008038515285] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
With the increasingly competitive commercial production of target proteins by hybridoma and genetically engineered cells, there is an urgent requirement for biosensors to monitor and control on-line and in real time the growth of cultured cells. Since growth is accompanied by an enthalpy change, heat dissipation measured by calorimetry could act as an index for metabolic flow rate. Recombinant CHO cell suspensions producing interferon-gamma were pumped to an on-line flow calorimeter. The results showed that an early reflection of metabolic change is size-specific heat flux obtained from dividing heat flow rate by the capacitance change of the cell suspension, using the on-line probe of a dielectric spectroscope. Comparison of heat flux with glucose and glutamine fluxes indicated that the former most accurately reflected decreased metabolic activity. Possibly this was due to accumulation of lactate and ammonia resulting from catabolic substrates being used as biosynthetic precursors. Thus, the heat flux probe is an ideal on-line biosensor for fed-batch culture. A stoichiometric growth reaction was formulated and data for material and heat fluxes incorporated into it. This showed that cell demand for glucose and glutamine was in the stoichiometric ratio of approximately 3:1 rather than the approximately 5:1 in the medium. It was demonstrated that the set of stoichiometric coefficients in the reaction were related through the extent of reaction (advancement) to overall metabolic activity (flux). The fact that this approach can be used for medium optimisation is the basis for an amino-acid-enriched medium which improved cell growth while decreasing catabolic fluxes.
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Affiliation(s)
- Y H Guan
- Institute of Biological Sciences, University of Wales, Edward Llwyd Building, Aberystwyth, SY23 3DA, UK
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Plant protein hydrolysates support CHO-320 cells proliferation and recombinant IFN-gamma production in suspension and inside microcarriers in protein-free media. Cytotechnology 2011; 44:103-14. [PMID: 19003233 DOI: 10.1007/s10616-004-1099-2] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2004] [Accepted: 07/02/2004] [Indexed: 10/25/2022] Open
Abstract
We have recently developed a protein-free medium (PFS) able to support the growth of Chinese hamster ovary (CHO) cells in suspension. Upon further supplementation with some plant protein hydrolysates, medium performances reached what could be observed in serum-containing media [Burteau et al. In Vitro Cell. Dev. Biol.-Anim. 39 (2003) 291]. Now, we describe the use of rice and wheat protein hydrolysates, as non-nutritional additives to the culture medium to support productivity and cell growth in suspension or in microcarriers. When CHO-320 cells secreting recombinant interferon-gamma (IFN-gamma) were cultivated in suspension in a bioreactor with our PFS supplemented with wheat hydrolysates, the maximum cell density increased by 25% and the IFN-gamma secretion by 60% compared to the control PFS. A small-scale perfusion system consisting of CHO-320 cells growing on and inside fibrous microcarriers under discontinuous operation was first developed. Under these conditions, rice protein hydrolysates stimulated recombinant IFN-gamma secretion by 30% compared to the control PFS. At the bioreactorscale, similar results were obtained but when compared to shake-flasks studies, nutrients, oxygen or toxic by-products gradients inside the microcarriers seemed to be the main limitation of the system. An increase of the perfusion rate to maintain glucose concentration over 5.5 mM and dissolved oxygen (DO) at 60% was able to stimulate the production of IFN-gamma to a level of 6.6 mug h(-1) g(-1) of microcarriers after 160 h when a cellular density of about 4 x 10(8) cell g(-1) of carriers was reached.
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Lin SC, Leng CH, Wu SC. Generating stable Chinese hamster ovary cell clones to produce a truncated SARS-CoV spike protein for vaccine development. Biotechnol Prog 2011; 26:1733-40. [PMID: 20809484 PMCID: PMC7161902 DOI: 10.1002/btpr.480] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
The spike (S) protein of the severe acute respiratory syndrome coronavirus (SARS-CoV) is important for vaccine development. S(TR2) (an 88 kDa truncated SARS-CoV TW1 S protein carrying the S fragments S-74-253, S-294-739, and S-1129-1255) is capable of expressing a major form of glycoprotein as endo H-sensitive (∼115 kDa) in CHO cells. To establish stable expressing cell clones, we transfected CHO/dhFr-cells with the amplifiable vectors ISID (IRES-driven dhfr) and ISIZ (SV40-driven dhfr) to select stepwise MTX, and observed enhanced ∼115 kDa glycoform generation through gene amplification. Following stepwise MTX selection, we compared gene amplification levels between two vectors in engineered CHO cell chromosomes. These results confirm that the IRES-driven dhfr promoter generates greater gene amplification, which in turn enhances S(TR2) expression. Our results indicate that the ∼115 kDa glycoform of S(TR2) protein was capable of increasing after gene amplification. The S(TR2) glycoform did not change between suspension and serum-free cultures, suggesting that the stable and amplified cell clones analyzed in this study have potential for producing homologous S(TR2) on a large scale.
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Affiliation(s)
- Shih-Chang Lin
- Institute of Biotechnology, Dept. of Life Science, National Tsing Hua University, Hsinchu 30013, Taiwan
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Bort JAH, Stern B, Borth N. CHO-K1 host cells adapted to growth in glutamine-free medium by FACS-assisted evolution. Biotechnol J 2011; 5:1090-7. [PMID: 20931603 DOI: 10.1002/biot.201000095] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
During the process of recombinant cell line optimisation for production of biopharmaceuticals, multiple cellular properties like robustness against stress, the attainment of high cell concentrations and maintenance of high viability must be considered to maximize protein yield. To improve growth and viability, glutamine is supplemented as an alternative energy source for rapidly dividing cells that oxidize glucose inefficiently. However, the resulting by-product ammonia is toxic at high concentrations and has a negative impact on protein glycosylation, a major quality-determining parameter of biopharmaceuticals. In this work, the CHO-K1 cell line was adapted to a chemically defined medium and suspension growth within 3 weeks. Subsequently, the glutamine concentration was stepwise reduced from 8 to 4 and 2 mM. After each reduction, both the final cell concentration in the batch and the viability decreased. To force a rapid evolution of cells to achieve high final cell concentrations, cells were seeded at high densities (10(7) cells/mL) and surviving cells were sorted by FACS or MACS when viability declined to 10% (typically after 24 h). Sorted cells were grown in batch until viability declined to 10% and viable cells recovered again. The final sorted population was able to reach comparable or even better viable cell concentrations and showed a significantly improved viability compared to their ancestors. The 2 mM glutamine-adapted cell line was directly transferred into glutamine-free medium and was able to grow at comparable rates without requiring further adaptation. Cells compensated the lack of glutamine by increasing their consumption of glutamate and aspartate.
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Affiliation(s)
- Juan A Hernández Bort
- Department of Biotechnology, University of Natural Resources and Applied Life Sciences, Vienna, Austria
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Hossler P. Protein glycosylation control in mammalian cell culture: past precedents and contemporary prospects. ADVANCES IN BIOCHEMICAL ENGINEERING/BIOTECHNOLOGY 2011; 127:187-219. [PMID: 22015728 DOI: 10.1007/10_2011_113] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Protein glycosylation is a post-translational modification of paramount importance for the function, immunogenicity, and efficacy of recombinant glycoprotein therapeutics. Within the repertoire of post-translational modifications, glycosylation stands out as having the most significant proven role towards affecting pharmacokinetics and protein physiochemical characteristics. In mammalian cell culture, the understanding and controllability of the glycosylation metabolic pathway has achieved numerous successes. However, there is still much that we do not know about the regulation of the pathway. One of the frequent conclusions regarding protein glycosylation control is that it needs to be studied on a case-by-case basis since there are often conflicting results with respect to a control variable and the resulting glycosylation. In attempts to obtain a more multivariate interpretation of these potentially controlling variables, gene expression analysis and systems biology have been used to study protein glycosylation in mammalian cell culture. Gene expression analysis has provided information on how glycosylation pathway genes both respond to culture environmental cues, and potentially facilitate changes in the final glycoform profile. Systems biology has allowed researchers to model the pathway as well-defined, inter-connected systems, allowing for the in silico testing of pathway parameters that would be difficult to test experimentally. Both approaches have facilitated a macroscopic and microscopic perspective on protein glycosylation control. These tools have and will continue to enhance our understanding and capability of producing optimal glycoform profiles on a consistent basis.
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Affiliation(s)
- Patrick Hossler
- Abbott Laboratories, Abbott Bioresearch Center, Worcester, MA, 01605, USA,
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45
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Influence of different ammonium, lactate and glutamine concentrations on CCO cell growth. Cytotechnology 2010; 62:585-94. [PMID: 21069459 DOI: 10.1007/s10616-010-9312-y] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2010] [Accepted: 09/30/2010] [Indexed: 10/18/2022] Open
Abstract
In this study the effects of ammonium and lactate on a culture of channel catfish ovary (CCO) cells were examined. We also made investigation on the influence of glutamine, since our previous research revealed that this amino acid stimulated CCO cell growth more than glucose in a concentration-dependent manner. The effect of ammonium in cell culture included the considerable decrease in cell growth rate with eventual growth arrest as well as the retardation of glucose consumption. At ammonium concentrations above 2.5 mM, the cells displayed specific morphological changes. The effect of lactate was different to that of ammonium since the cell growth rate was progressively decreasing with the increase of lactate concentration, whereas the glucose consumption rate remained almost unchanged. Besides that, it was found that lactate was steadily eliminated from the culture medium when its initial concentration was relatively high. The influence of glutamine on CCO cell propagation showed that nutrient requirements of this cell line were mainly dependent on glutamine rather than glucose. The increase in glutamine concentration led to the increase in cell growth rate and consequent ammonia accumulation while the glucose utilization and lactate production were reduced. Without glutamine in culture medium cell growth was arrested. However, the lack of glucose reversed the stimulating effect of glutamine by decreasing cell growth rate and affecting amino acid utilization.
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The effect of cell concentration on alpha 2,3-sialyltransferase activity in attachment culture of a human erythropoietin-producing Chinese hamster ovary cell line. BIOTECHNOL BIOPROC E 2009. [DOI: 10.1007/s12257-009-0050-y] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
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47
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Hossler P, Khattak SF, Li ZJ. Optimal and consistent protein glycosylation in mammalian cell culture. Glycobiology 2009; 19:936-49. [DOI: 10.1093/glycob/cwp079] [Citation(s) in RCA: 517] [Impact Index Per Article: 34.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023] Open
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48
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Kochanowski N, Blanchard F, Cacan R, Chirat F, Guedon E, Marc A, Goergen JL. Influence of intracellular nucleotide and nucleotide sugar contents on recombinant interferon-gamma glycosylation during batch and fed-batch cultures of CHO cells. Biotechnol Bioeng 2008; 100:721-33. [PMID: 18496872 DOI: 10.1002/bit.21816] [Citation(s) in RCA: 57] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
Both the macroheterogeneity of recombinant human IFN-gamma produced by CHO cells and intracellular levels of nucleotides and sugar nucleotides, have been characterized during batch and fed-batch cultures carried out in different media. Whereas PF-BDM medium was capable to maintain a high percentage of the doubly- glycosylated glycoforms all over the process, mono-glycosylated and non-glycosylated forms increased during the batch culture using SF-RPMI medium. Intracellular level of UTP was higher in PF-BDM all over the batch culture compared to the SF-RPMI process. UDP-Gal accumulated only during the culture performed in PF-BDM medium, probably as a consequence of the reduced UDP-Glc synthesis flux in SF-RPMI medium. When the recombinant CHO cells were cultivated in fed-batch mode, the UTP level remained at a relatively high value in serum-containing RPMI and its titer increased during the fed-phase indicating an excess of biosynthesis. Besides, an accumulation of UDP-Gal occurred as well. Those results all together indicate that UTP and UDP-Glc syntheses in CHO cells cultivated in SF-RPMI medium in batch process, could be limiting during the glycosylation processes of the recombinant IFN-gamma. At last, the determination of the energetic status of the cells over the three studied processes suggested that a relationship between the adenylate energy charge and the glycosylation macroheterogeneity of the recombinant IFN-gamma may exist.
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Affiliation(s)
- N Kochanowski
- Laboratoire des Sciences du Génie Chimique, UPR CNRS 6811, ENSAIA-INPL-2, avenue de la Forêt de Haye, 54 505 Vandoeuvre-lès-Nancy Cedex, France
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Related effects of cell adaptation to serum-free conditions on murine EPO production and glycosylation by CHO cells. Cytotechnology 2006; 52:39-53. [PMID: 19002864 DOI: 10.1007/s10616-006-9039-y] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2006] [Accepted: 11/25/2006] [Indexed: 10/23/2022] Open
Abstract
The necessity to perform serum-free cultures to produce recombinant glycoproteins generally requires an adaptation procedure of the cell line to new environmental conditions, which may therefore induce quantitative and qualitative effects on the product, particularly on its glycosylation. In previous studies, desialylation of EPO produced by CHO cells was shown to be dependent on the presence of serum in the medium. In this paper, to discriminate between the effects of the adaptation procedure to serum-free medium and the effects of the absence of serum on EPO production and glycosylation, adapted and non-adapted CHO cells were grown in serum-free and serum-containing media. The main kinetics of CHO cells were determined over batch processes as well as the glycosylation patterns of produced EPO by HPCE-LIF. A reversible decrease in EPO production was observed when cells were adapted to SFX-CHO(TM) medium, as the same cells partially recovered their production capacity when cultivated in serum-containing medium or in the enriched SFM(TM) serum-free medium. More interestingly, EPO desialylation that was not observed in both serum-free media was restored if the serum-independent cells were recultured in presence of serum. In the same way, while the serum-independent cells did not release a sialidase activity in both serum-free media, a significant activity was recovered when serum was added. In fact, the cell adaptation process to serum-free conditions did not specifically affect the sialidase release and the cellular mechanism of protein desialylation, which appeared to be mainly related to the presence of serum for both adapted and non-adapted cells.
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