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Park SY, Choi DH, Song J, Park U, Cho H, Hong BH, Silberberg YR, Lee DY. Debottlenecking and reformulating feed media for improved CHO cell growth and titer by data-driven and model-guided analyses. Biotechnol J 2023; 18:e2300126. [PMID: 37605365 DOI: 10.1002/biot.202300126] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2023] [Revised: 08/11/2023] [Accepted: 08/17/2023] [Indexed: 08/23/2023]
Abstract
Designing and selecting cell culture media along with their feeding are a key strategy to maximize culture performance in biopharmaceutical processes. However, the sensitivity of mammalian cells to their culture environment necessitates specific nutritional requirements for their growth and the production of high-quality proteins such as antibodies, depending on the cell lines and operational conditions employed. In this regard, previously we developed a data-driven and in-silico model-guided systematic framework to investigate the effect of growth media on Chinese hamster ovary (CHO) cell culture performance, allowing us to design and reformulate basal media. To expand our exploration for media development research, we evaluated two chemically defined feed media, A and B, using a monoclonal antibody-producing CHO-K1 cell line in ambr15 bioreactor runs. We observed a significant impact of the feed media on various aspects of cell culture, including growth, longevity, viability, productivity, and the production of toxic metabolites. Specifically, the concentrated feed A was inadequate in sustaining prolonged cell culture and achieving high titers when compared to feed B. Within our framework, we systematically investigated the major metabolic bottlenecks in the tricarboxylic acid cycle and relevant amino acid transferase reactions. This analysis identified target components that play a crucial role in alleviating bottlenecks and designing highly productive cell cultures, specifically the addition of glutamate to feed A and asparagine to feed B. Based on our findings, we reformulated the feeds by adjusting the amounts of the targeted amino acids and successfully validated the effectiveness of the strategy in promoting cell growth, life span, and/or titer.
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Affiliation(s)
- Seo-Young Park
- School of Chemical Engineering, Sungkyunkwan University, Suwon, Gyeonggi-do, Republic of Korea
| | - Dong-Hyuk Choi
- School of Chemical Engineering, Sungkyunkwan University, Suwon, Gyeonggi-do, Republic of Korea
| | - Jinsung Song
- School of Chemical Engineering, Sungkyunkwan University, Suwon, Gyeonggi-do, Republic of Korea
| | - Uiseon Park
- Ajinomoto Genexine Co., Ltd., CELLiST Solution Center, Incheon, Republic of Korea
| | - Hyeran Cho
- Ajinomoto Genexine Co., Ltd., CELLiST Solution Center, Incheon, Republic of Korea
| | - Bee Hak Hong
- Ajinomoto Genexine Co., Ltd., CELLiST Solution Center, Incheon, Republic of Korea
| | - Yaron R Silberberg
- Ajinomoto Genexine Co., Ltd., CELLiST Solution Center, Incheon, Republic of Korea
| | - Dong-Yup Lee
- School of Chemical Engineering, Sungkyunkwan University, Suwon, Gyeonggi-do, Republic of Korea
- Bitwinners Pte. Ltd., Singapore
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2
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Milne JJ. Mixed-Mode Chromatography and Its Role in Monoclonal Antibody Purification. Methods Mol Biol 2023; 2699:15-29. [PMID: 37646991 DOI: 10.1007/978-1-0716-3362-5_2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/01/2023]
Abstract
As the biopharmaceutical industry matures and embraces process intensification methodologies allied to the emergence of newer personalized medicines, a key constant is the regulatory need to purify products that satisfy the criteria of safety, quality, and efficacy in each batch of released product destined for clinical use. Downstream processing operations and in particular chromatographic separations continue to play a key role in manufacturing strategies with the industry being well served by commercially available resins that provide different options to purify a particular target molecule of interest. In recent years, mixed-mode chromatography, a technique based on multimode interactions between ligands and proteins, had attracted much attention. This short review will discuss the concept and benefit of mixed-mode chromatography in purification strategies and specifically look at its application in the purification of IgG subtype monoclonal antibodies, a key product class in today's industry.
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Affiliation(s)
- John Joseph Milne
- National Institute for Bioprocessing Research and Training (NIBRT), Blackrock, Dublin, Ireland.
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Fernandes CFC, Pereira SS, Luiz MB, Silva NKRL, Silva MCS, Marinho ACM, Fonseca MHG, Furtado GP, Trevizani R, Nicolete R, Soares AM, Zuliani JP, Stabeli RG. Engineering of single-domain antibodies for next-generation snakebite antivenoms. Int J Biol Macromol 2021; 185:240-250. [PMID: 34118288 DOI: 10.1016/j.ijbiomac.2021.06.043] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2021] [Revised: 06/04/2021] [Accepted: 06/06/2021] [Indexed: 12/29/2022]
Abstract
Given the magnitude of the global snakebite crisis, strategies to ensure the quality of antivenom, as well as the availability and sustainability of its supply are under development by several research groups. Recombinant DNA technology has allowed the engineering of monoclonal antibodies and recombinant fragments as alternatives to conventional antivenoms. Besides having higher therapeutic efficacy, with broad neutralization capacity against local and systemic toxicity, novel antivenoms need to be safe and cost-effective. Due to the biological and physical chemical properties of camelid single-domain antibodies, with high volume of distribution to distal tissue, their modular format, and their versatility, their biotechnological application has grown considerably in recent decades. This article presents the most up-to-date developments concerning camelid single-domain-based antibodies against major toxins from snake venoms, the main venomous animals responsible for reported envenoming cases and related human deaths. A brief discussion on the composition, challenges, and perspectives of antivenoms is presented, as well as the road ahead for next-generation antivenoms based on single-domain antibodies.
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Affiliation(s)
| | - Soraya S Pereira
- Fundação Oswaldo Cruz, Fiocruz Rondônia, and Instituto Nacional de Ciência e Tecnologia em Epidemiologia da Amazônia Ocidental, INCT-EpiAmO, Porto Velho, Rondônia, Brazil
| | - Marcos B Luiz
- Fundação Oswaldo Cruz, Fiocruz Rondônia, and Instituto Nacional de Ciência e Tecnologia em Epidemiologia da Amazônia Ocidental, INCT-EpiAmO, Porto Velho, Rondônia, Brazil
| | - Nauanny K R L Silva
- Fundação Oswaldo Cruz, Fiocruz Rondônia, and Instituto Nacional de Ciência e Tecnologia em Epidemiologia da Amazônia Ocidental, INCT-EpiAmO, Porto Velho, Rondônia, Brazil
| | - Marcela Cristina S Silva
- Fundação Oswaldo Cruz, Fiocruz Rondônia, and Instituto Nacional de Ciência e Tecnologia em Epidemiologia da Amazônia Ocidental, INCT-EpiAmO, Porto Velho, Rondônia, Brazil
| | | | | | | | | | | | - Andreimar M Soares
- Fundação Oswaldo Cruz, Fiocruz Rondônia, and Instituto Nacional de Ciência e Tecnologia em Epidemiologia da Amazônia Ocidental, INCT-EpiAmO, Porto Velho, Rondônia, Brazil
| | - Juliana P Zuliani
- Fundação Oswaldo Cruz, Fiocruz Rondônia, and Instituto Nacional de Ciência e Tecnologia em Epidemiologia da Amazônia Ocidental, INCT-EpiAmO, Porto Velho, Rondônia, Brazil; Universidade Federal de Rondônia, UNIR, Porto Velho, Rondônia, Brazil
| | - Rodrigo G Stabeli
- Plataforma Bi-Institucional de Medicina Translacional (Fiocruz-USP), Ribeirão Preto, São Paulo, Brazil
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Combe M, Sokolenko S. Quantifying the impact of cell culture media on CHO cell growth and protein production. Biotechnol Adv 2021; 50:107761. [PMID: 33945850 DOI: 10.1016/j.biotechadv.2021.107761] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Revised: 04/22/2021] [Accepted: 04/24/2021] [Indexed: 10/21/2022]
Abstract
In recombinant protein production, cell culture media development and optimization is typically seen as a useful strategy to increase titer and cell density, reduce by-products, as well as improve product quality (with cell density and titer often serving as the primary reported outcome of media studies). However, despite the large number of media optimization studies, there have been few attempts to comprehensively assess the overall effectiveness of media additives. The aim of this review is therefore both to document published media optimization studies over the last twenty years (in the context of Chinese hamster ovary cell recombinant production) and quantitatively estimate the impact of this media optimization on cell culture performance. In considering 78 studies, we have identified 238 unique media components that have been supplemented over the last 20 years. Among these additives, trace elements stood out as having a positive impact on cell density while nucleotides show potential for increasing titer, with commercial supplements benefiting both. However, we also identified that the impact of specific additives is far more variable than often perceived. With relatively few media studies considering multiple cell lines or multiple basal media, teasing out consistent and general trends becomes a considerable challenge. By extracting cell density and titer values from all of the reviewed studies, we were able to build a mixed-effect model capable of estimating the relative impact of additives, cell line, product type, basal medium, cultivation method (flask or reactor), and feeding strategy (batch or fed-batch). Overall, additives only accounted for 3% of the variation in cell density and 1% of the variation in titer. Similarly, the impact of basal media was also relatively modest, at 10% for cell density and 0% for titer. Cell line, product type, and feeding strategy were all found to have more impact. These results emphasize the need for media studies to consider more factors to ensure that reported observations can be generalized and further developed.
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Affiliation(s)
- Michelle Combe
- Department of Process Engineering and Applied Science, Dalhousie University, 1360 Barrington St., PO Box 15000, Halifax, NS B3H 4R2, Canada
| | - Stanislav Sokolenko
- Department of Process Engineering and Applied Science, Dalhousie University, 1360 Barrington St., PO Box 15000, Halifax, NS B3H 4R2, Canada.
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Carrara SC, Ulitzka M, Grzeschik J, Kornmann H, Hock B, Kolmar H. From cell line development to the formulated drug product: The art of manufacturing therapeutic monoclonal antibodies. Int J Pharm 2020; 594:120164. [PMID: 33309833 DOI: 10.1016/j.ijpharm.2020.120164] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2020] [Revised: 11/23/2020] [Accepted: 12/06/2020] [Indexed: 02/07/2023]
Abstract
Therapeutic monoclonal antibodies and related products have steadily grown to become the dominant product class within the biopharmaceutical market. Production of antibodies requires special precautions to ensure safety and efficacy of the product. In particular, minimizing antibody product heterogeneity is crucial as drug substance variants may impair the activity, efficacy, safety, and pharmacokinetic properties of an antibody, consequently resulting in the failure of a product in pre-clinical and clinical development. This review will cover the manufacturing and formulation challenges and advances of therapeutic monoclonal antibodies, focusing on improved processes to minimize variants and ensure batch-to-batch consistency. Processes put in place by regulatory agencies, such as Quality-by-Design (QbD) and current Good Manufacturing Practices (cGMP), and how their implementation has aided drug development in pharmaceutical companies will be reviewed. Advances in formulation and considerations on the intended use of a therapeutic antibody, including the route of administration and patient compliance, will be discussed.
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Affiliation(s)
- Stefania C Carrara
- Institute for Organic Chemistry and Biochemistry, Technische Universität Darmstadt, Alarich-Weiss-Strasse 4, D-64287 Darmstadt, Germany; Ferring Darmstadt Laboratory, Alarich-Weiss-Strasse 4, D-64287 Darmstadt, Germany
| | - Michael Ulitzka
- Institute for Organic Chemistry and Biochemistry, Technische Universität Darmstadt, Alarich-Weiss-Strasse 4, D-64287 Darmstadt, Germany; Ferring Darmstadt Laboratory, Alarich-Weiss-Strasse 4, D-64287 Darmstadt, Germany
| | - Julius Grzeschik
- Ferring Darmstadt Laboratory, Alarich-Weiss-Strasse 4, D-64287 Darmstadt, Germany
| | - Henri Kornmann
- Ferring International Center SA, CH-1162 Saint-Prex, Switzerland
| | - Björn Hock
- Ferring International Center SA, CH-1162 Saint-Prex, Switzerland.
| | - Harald Kolmar
- Institute for Organic Chemistry and Biochemistry, Technische Universität Darmstadt, Alarich-Weiss-Strasse 4, D-64287 Darmstadt, Germany.
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Sheen DA, Shen VK, Brinson RG, Arbogast LW, Marino JP, Delaglio F. Chemometric Outlier Classification of 2D-NMR Spectra to Enable Higher Order Structure Characterization of Protein Therapeutics. CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS : AN INTERNATIONAL JOURNAL SPONSORED BY THE CHEMOMETRICS SOCIETY 2020; 199:10.1016/j.chemolab.2020.103973. [PMID: 34135539 PMCID: PMC8204403 DOI: 10.1016/j.chemolab.2020.103973] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
Protein therapeutics are vitally important clinically and commercially, with monoclonal antibody (mAb) therapeutic sales alone accounting for $115 billion in revenue for 2018.[1] In order for these therapeutics to be safe and efficacious, their protein components must maintain their high order structure (HOS), which includes retaining their three-dimensional fold and not forming aggregates. As demonstrated in the recent NISTmAb Interlaboratory nuclear magnetic resonance (NMR) Study[2], NMR spectroscopy is a robust and precise approach to address this HOS measurement need. Using the NISTmAb study data, we benchmark a procedure for automated outlier detection used to identify spectra that are not of sufficient quality for further automated analysis. When applied to a diverse collection of all 252 1H,13C gHSQC spectra from the study, a recursive version of the automated procedure performed comparably to visual analysis, and identified three outlier cases that were missed by the human analyst. In total, this method represents a distinct advance in chemometric detection of outliers due to variation in both measurement and sample.
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Affiliation(s)
- David A. Sheen
- Chemical Sciences Division, National Institute of Standards and Technology, Gaithersburg, MD 20899, USA
| | - Vincent K. Shen
- Chemical Sciences Division, National Institute of Standards and Technology, Gaithersburg, MD 20899, USA
| | - Robert G. Brinson
- Institute for Bioscience and Biotechnology Research, National Institute of Standards and Technology and the University of Maryland, 9600 Gudelsky Drive, Rockville, Maryland 20850 USA
| | - Luke W. Arbogast
- Institute for Bioscience and Biotechnology Research, National Institute of Standards and Technology and the University of Maryland, 9600 Gudelsky Drive, Rockville, Maryland 20850 USA
| | - John P. Marino
- Institute for Bioscience and Biotechnology Research, National Institute of Standards and Technology and the University of Maryland, 9600 Gudelsky Drive, Rockville, Maryland 20850 USA
| | - Frank Delaglio
- Institute for Bioscience and Biotechnology Research, National Institute of Standards and Technology and the University of Maryland, 9600 Gudelsky Drive, Rockville, Maryland 20850 USA
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Yongky A, Xu J, Tian J, Oliveira C, Zhao J, McFarland K, Borys MC, Li ZJ. Process intensification in fed-batch production bioreactors using non-perfusion seed cultures. MAbs 2019; 11:1502-1514. [PMID: 31379298 PMCID: PMC6816350 DOI: 10.1080/19420862.2019.1652075] [Citation(s) in RCA: 36] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2019] [Revised: 07/31/2019] [Accepted: 07/31/2019] [Indexed: 12/21/2022] Open
Abstract
Although process intensification by continuous operation has been successfully applied in the chemical industry, the biopharmaceutical industry primarily uses fed-batch, rather than continuous or perfusion methods, to produce stable monoclonal antibodies (mAbs) from Chinese hamster ovary (CHO) cells. Conventional fed-batch bioreactors may start with an inoculation viable cell density (VCD) of ~0.5 × 106 cells/mL. Increasing the inoculation VCD in the fed-batch production bioreactor (referred to as N stage bioreactor) to 2-10 × 106 cells/mL by introducing perfusion operation or process intensification at the seed step (N-1 step) prior to the production bioreactor has recently been used because it increases manufacturing output by shortening cell culture production duration. In this study, we report that increasing the inoculation VCD significantly improved the final titer in fed-batch production within the same 14-day duration for 3 mAbs produced by 3 CHO GS cell lines. We also report that other non-perfusion methods at the N-1 step using either fed batch or batch mode with enriched culture medium can similarly achieve high N-1 final VCD of 22-34 × 106 cells/mL. These non-perfusion N-1 seeds supported inoculation of subsequent production fed-batch production bioreactors at increased inoculation VCD of 3-6 × 106 cells/mL, where these achieved titer and product quality attributes comparable to those inoculated using the perfusion N-1 seeds demonstrated in both 5-L bioreactors, as well as scaled up to 500-L and 1000-L N-stage bioreactors. To operate the N-1 step using batch mode, enrichment of the basal medium was critical at both the N-1 and subsequent intensified fed-batch production steps. The non-perfusion N-1 methodologies reported here are much simpler alternatives in operation for process development, process characterization, and large-scale commercial manufacturing compared to perfusion N-1 seeds that require perfusion equipment, as well as preparation and storage vessels to accommodate large volumes of perfusion media. Although only 3 stable mAbs produced by CHO cell cultures are used in this study, the basic principles of the non-perfusion N-1 seed strategies for shortening seed train and production culture duration or improving titer should be applicable to other protein production by different mammalian cells and other hosts at any scale biologics facilities.
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Affiliation(s)
- Andrew Yongky
- Global Product Development and Supply, Bristol-Myers Squibb Company, Devens, MA, USA
| | - Jianlin Xu
- Global Product Development and Supply, Bristol-Myers Squibb Company, Devens, MA, USA
| | - Jun Tian
- Global Product Development and Supply, Bristol-Myers Squibb Company, Devens, MA, USA
| | - Christopher Oliveira
- Global Product Development and Supply, Bristol-Myers Squibb Company, Devens, MA, USA
| | - Jia Zhao
- Department of Chemical & Biological Engineering, Polytechnic Institute, Troy, NY, USA
| | - Kevin McFarland
- Department of Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, MD, USA
| | - Michael C. Borys
- Global Product Development and Supply, Bristol-Myers Squibb Company, Devens, MA, USA
| | - Zheng Jian Li
- Global Product Development and Supply, Bristol-Myers Squibb Company, Devens, MA, USA
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