1
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Vivekanandan KE, Kasimani R, Kumar PV, Meenatchisundaram S, Sundar WA. Overview of cloning in lactic acid bacteria: Expression and its application of probiotic potential in inflammatory bowel diseases. Biotechnol Appl Biochem 2024; 71:881-895. [PMID: 38576028 DOI: 10.1002/bab.2584] [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] [Received: 10/18/2023] [Accepted: 03/22/2024] [Indexed: 04/06/2024]
Abstract
Inflammatory bowel disease (IBD) imposes a significant impact on the quality of life for affected individuals. However, there was a current lack of a systematic summary regarding the latest epidemic trends and the underlying pathogenesis of IBD. This highlights the need for a thorough examination of both the epidemiological aspects of IBD and the specific mechanisms by which lactic acid bacteria (LAB) contribute to mitigating this condition. In developed countries, higher incidences and death rates of IBD have been observed, influenced by a combination of environmental and genetic factors. LAB offer significant advantages and substantial potential for enhancing IBD treatment. LAB's capabilities include the production of bioactive metabolites, regulation of gut immunity, protection of intestinal mechanical barriers, inhibition of oxidative damage, and restoration of imbalanced gut microbiota. The review suggests that screening effective LAB using cell models and metabolites, optimizing LAB intake through dose-effect studies, enhancing utilization through nanoencapsulation and microencapsulation, investigating mechanisms to deepen the understanding of LAB, and refining clinical study designs. These efforts aim to contribute to comprehending the epidemic trend, pathogenesis, and treatment of IBD, ultimately fostering the development of targeted therapeutic products, such as LAB-based interventions.
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Affiliation(s)
- K E Vivekanandan
- Department of Microbiology, Nehru Arts and Science College, Coimbatore, Tamil Nadu, India
| | - R Kasimani
- Department of Microbiology, Nehru Arts and Science College, Coimbatore, Tamil Nadu, India
| | - P Vinoth Kumar
- Department of Microbiology, Nehru Arts and Science College, Coimbatore, Tamil Nadu, India
| | - S Meenatchisundaram
- Department of Microbiology, Shree Nehru Maha Vidyalaya College of Arts and Science, Coimbatore, Tamil Nadu, India
| | - William Arputha Sundar
- Department of Pharmaceuticals, Swamy Vivekananda College of Pharmacy, Namakkal, Tamil Nadu, India
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2
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Hsu T, Talley MJ, Yang P, Geiselhoeringer A, Yang C, Gorla A, Rahman MJ, Silva L, Chen D, Yang B. Identification of infectious viruses for risk-based virus testing of CHO unprocessed bulk using next-generation sequencing. Biotechnol Prog 2024:e3485. [PMID: 39051853 DOI: 10.1002/btpr.3485] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2024] [Revised: 04/30/2024] [Accepted: 05/24/2024] [Indexed: 07/27/2024]
Abstract
It is important to increase manufacturing speed to make medicines more widely available. One bottleneck for CHO-based drug substance release is the in vitro viral (IVV) cell-based assay on unprocessed bulk. To increase process speed, we evaluate the suitability of replacing the IVV cell-based assay with next-generation sequencing (NGS). First, we outline how NGS is currently used in the pharmaceutical industry, and how it may apply to CHO virus testing. Second, we examine CHO virus contamination history. Since prior virus contaminants can replicate in the production bioreactor, we perform a literature search and classify 159 viruses as high, medium, low, or unknown risk based on their ability to infect CHO cells. Overall, the risk of virus contamination during the CHO manufacturing process is low. Only six viruses were reported to have contaminated CHO bioprocesses over the past several decades, and were primarily caused by fetal bovine serum or cell culture components. These virus contamination events can be mitigated through limitation and control of raw materials, combined with virus testing and virus clearance technologies. The list of CHO infectious viruses provides a starting framework for virus safety risk assessment and NGS development. Furthermore, ICH Q5A (R2) includes NGS as a molecular method for adventitious agent testing, paving a path forward for modernizing CHO virus testing.
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Affiliation(s)
- Tiffany Hsu
- Purification, Microbiology, and Virology, Genentech, a Member of the Roche Group, South San Francisco, California, USA
| | - Mary Jo Talley
- Purification, Microbiology, and Virology, Genentech, a Member of the Roche Group, South San Francisco, California, USA
| | - Ping Yang
- Purification, Microbiology, and Virology, Genentech, a Member of the Roche Group, South San Francisco, California, USA
| | - Angela Geiselhoeringer
- Purification, Microbiology, and Virology, Genentech, a Member of the Roche Group, South San Francisco, California, USA
| | - Cindy Yang
- Purification, Microbiology, and Virology, Genentech, a Member of the Roche Group, South San Francisco, California, USA
| | - Aditya Gorla
- Purification, Microbiology, and Virology, Genentech, a Member of the Roche Group, South San Francisco, California, USA
| | - M Julhasur Rahman
- Purification, Microbiology, and Virology, Genentech, a Member of the Roche Group, South San Francisco, California, USA
| | - Lindsey Silva
- Purification, Microbiology, and Virology, Genentech, a Member of the Roche Group, South San Francisco, California, USA
| | - Dayue Chen
- Purification, Microbiology, and Virology, Genentech, a Member of the Roche Group, South San Francisco, California, USA
| | - Bin Yang
- Purification, Microbiology, and Virology, Genentech, a Member of the Roche Group, South San Francisco, California, USA
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3
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Sulaj E, Schwaigerlehner L, Sandell FL, Dohm JC, Marzban G, Kunert R. Quantitative proteomics reveals cellular responses to individual mAb expression and tunicamycin in CHO cells. Appl Microbiol Biotechnol 2024; 108:381. [PMID: 38896138 PMCID: PMC11186912 DOI: 10.1007/s00253-024-13223-1] [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: 02/16/2024] [Revised: 05/31/2024] [Accepted: 06/04/2024] [Indexed: 06/21/2024]
Abstract
Chinese hamster ovary (CHO) cells are popular in the pharmaceutical industry for their ability to produce high concentrations of antibodies and their resemblance to human cells in terms of protein glycosylation patterns. Current data indicate the relevance of CHO cells in the biopharmaceutical industry, with a high number of product commendations and a significant market share for monoclonal antibodies. To enhance the production capabilities of CHO cells, a deep understanding of their cellular and molecular composition is crucial. Genome sequencing and proteomic analysis have provided valuable insights into the impact of the bioprocessing conditions, productivity, and product quality. In our investigation, we conducted a comparative analysis of proteomic profiles in high and low monoclonal antibody-producing cell lines and studied the impact of tunicamycin (TM)-induced endoplasmic reticulum (ER) stress. We examined the expression levels of different proteins including unfolded protein response (UPR) target genes by using label-free quantification techniques for protein abundance. Our results show the upregulation of proteins associated with protein folding mechanisms in low producer vs. high producer cell line suggesting a form of ER stress related to specific protein production. Further, Hspa9 and Dnaja3 are notable candidates activated by the mitochondria UPR and play important roles in protein folding processes in mitochondria. We identified significant upregulation of Nedd8 and Lgmn proteins in similar levels which may contribute to UPR stress. Interestingly, the downregulation of Hspa5/Bip and Pdia4 in response to tunicamycin treatment suggests a low-level UPR activation. KEY POINTS: • Proteome profiling of recombinant CHO cells under mild TM treatment. • Identified protein clusters are associated with the unfolded protein response (UPR). • The compared cell lines revealed noticeable disparities in protein expression levels.
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Affiliation(s)
- Eldi Sulaj
- Department of Biotechnology, Institute of Animal Cell Technology and Systems Biology (IACTSB), BOKU University, Muthgasse 18, 1190, Vienna, Austria
| | - Linda Schwaigerlehner
- Department of Biotechnology, Institute of Animal Cell Technology and Systems Biology (IACTSB), BOKU University, Muthgasse 18, 1190, Vienna, Austria
| | - Felix L Sandell
- Department of Biotechnology, Institute of Computational Biology (ICB), BOKU University, Muthgasse 18, 1190, Vienna, Austria
| | - Juliane C Dohm
- Department of Biotechnology, Institute of Computational Biology (ICB), BOKU University, Muthgasse 18, 1190, Vienna, Austria
| | - Gorji Marzban
- Department of Biotechnology, Institute of Bioprocess Science and Engineering (IBSE), BOKU University, Muthgasse 18, 1190, Vienna, Austria.
| | - Renate Kunert
- Department of Biotechnology, Institute of Animal Cell Technology and Systems Biology (IACTSB), BOKU University, Muthgasse 18, 1190, Vienna, Austria
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4
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Masuda K, Kubota M, Nakazawa Y, Iwama C, Watanabe K, Ishikawa N, Tanabe Y, Kono S, Tanemura H, Takahashi S, Makino T, Okumura T, Horiuchi T, Nonaka K, Murakami S, Kamihira M, Omasa T. Establishment of a novel cell line, CHO-MK, derived from Chinese hamster ovary tissues for biologics manufacturing. J Biosci Bioeng 2024; 137:471-479. [PMID: 38472071 DOI: 10.1016/j.jbiosc.2024.02.005] [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] [Received: 12/07/2023] [Revised: 02/04/2024] [Accepted: 02/18/2024] [Indexed: 03/14/2024]
Abstract
Chinese hamster ovary (CHO) cells are widely used as a host for producing recombinant therapeutic proteins due to advantages such as human-like post-translational modification, correct protein folding, higher productivity, and a proven track record in biopharmaceutical development. Much effort has been made to improve the process of recombinant protein production, in terms of its yield and productivity, using conventional CHO cell lines. However, to the best of our knowledge, no attempts have been made to acquire new CHO cell lines from Chinese hamster ovary. In this study, we established and characterized a novel CHO cell line, named CHO-MK, derived from freshly isolated Chinese hamster ovary tissues. Some immortalized cell lines were established via sub-culture derived from primary culture, one of which was selected for further development toward a unique expression system design. After adapting serum-free and suspension culture conditions, the resulting cell line exhibited a considerably shorter doubling time (approximately 10 h) than conventional CHO cell lines (approximately 20 h). Model monoclonal antibody (IgG1)-producing cells were generated, and the IgG1 concentration of fed-batch culture reached approximately 5 g/L on day 8 in a 200-L bioreactor. The cell bank of CHO-MK cells was prepared as a new host and assessed for contamination by adventitious agents, with the results indicating that it was free from any such contaminants, including infectious viruses. Taking these findings together, this study showed the potential of CHO-MK cells with a shorter doubling time/process time and enhanced productivity in biologics manufacturing.
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Affiliation(s)
- Kenji Masuda
- Biologics Division, Biologics Technology Research Laboratories I, Daiichi Sankyo Co., Ltd., 2716-1 Kurakake, Akaiwa, Chiyoda-machi, Gunma 370-0503, Japan; Manufacturing Technology Association of Biologics, 2-6-16 Shinkawa, Chuo-ku, Tokyo 104-0033, Japan
| | - Michi Kubota
- Manufacturing Technology Association of Biologics, 2-6-16 Shinkawa, Chuo-ku, Tokyo 104-0033, Japan; Chitose Laboratory Corp., KSP EAST511, 3-2-1 Sakado, Takatsu-ku, Kawasaki, Kanagawa 213-0012, Japan
| | - Yuto Nakazawa
- Biologics Division, Biologics Technology Research Laboratories I, Daiichi Sankyo Co., Ltd., 2716-1 Kurakake, Akaiwa, Chiyoda-machi, Gunma 370-0503, Japan
| | - Chigusa Iwama
- Manufacturing Technology Association of Biologics, 2-6-16 Shinkawa, Chuo-ku, Tokyo 104-0033, Japan; Chitose Laboratory Corp., KSP EAST511, 3-2-1 Sakado, Takatsu-ku, Kawasaki, Kanagawa 213-0012, Japan
| | - Kazuhiko Watanabe
- Biologics Division, Biologics Technology Research Laboratories I, Daiichi Sankyo Co., Ltd., 2716-1 Kurakake, Akaiwa, Chiyoda-machi, Gunma 370-0503, Japan
| | - Naoto Ishikawa
- Biologics Division, Biologics Technology Research Laboratories I, Daiichi Sankyo Co., Ltd., 2716-1 Kurakake, Akaiwa, Chiyoda-machi, Gunma 370-0503, Japan
| | - Yumiko Tanabe
- Biologics Division, Biologics Technology Research Laboratories I, Daiichi Sankyo Co., Ltd., 2716-1 Kurakake, Akaiwa, Chiyoda-machi, Gunma 370-0503, Japan
| | - Satoru Kono
- Biologics Division, Biologics Technology Research Laboratories I, Daiichi Sankyo Co., Ltd., 2716-1 Kurakake, Akaiwa, Chiyoda-machi, Gunma 370-0503, Japan
| | - Hiroki Tanemura
- Biologics Division, Biologics Technology Research Laboratories I, Daiichi Sankyo Co., Ltd., 2716-1 Kurakake, Akaiwa, Chiyoda-machi, Gunma 370-0503, Japan
| | - Shinichi Takahashi
- Biologics Division, Biologics Technology Research Laboratories I, Daiichi Sankyo Co., Ltd., 2716-1 Kurakake, Akaiwa, Chiyoda-machi, Gunma 370-0503, Japan
| | - Tomohiro Makino
- Biologics Division, Biologics Technology Research Laboratories I, Daiichi Sankyo Co., Ltd., 2716-1 Kurakake, Akaiwa, Chiyoda-machi, Gunma 370-0503, Japan
| | - Takeshi Okumura
- Biologics Division, Biologics Technology Research Laboratories I, Daiichi Sankyo Co., Ltd., 2716-1 Kurakake, Akaiwa, Chiyoda-machi, Gunma 370-0503, Japan; Manufacturing Technology Association of Biologics, 2-6-16 Shinkawa, Chuo-ku, Tokyo 104-0033, Japan
| | - Takayuki Horiuchi
- Chitose Laboratory Corp., KSP EAST511, 3-2-1 Sakado, Takatsu-ku, Kawasaki, Kanagawa 213-0012, Japan
| | - Koichi Nonaka
- Biologics Division, Biologics Technology Research Laboratories I, Daiichi Sankyo Co., Ltd., 2716-1 Kurakake, Akaiwa, Chiyoda-machi, Gunma 370-0503, Japan; Manufacturing Technology Association of Biologics, 2-6-16 Shinkawa, Chuo-ku, Tokyo 104-0033, Japan
| | - Sei Murakami
- Manufacturing Technology Association of Biologics, 2-6-16 Shinkawa, Chuo-ku, Tokyo 104-0033, Japan
| | - Masamichi Kamihira
- Manufacturing Technology Association of Biologics, 2-6-16 Shinkawa, Chuo-ku, Tokyo 104-0033, Japan; Department of Chemical Engineering, Faculty of Engineering, Kyushu University, 744 Motooka, Nishi-ku, Fukuoka 819-0395, Japan
| | - Takeshi Omasa
- Manufacturing Technology Association of Biologics, 2-6-16 Shinkawa, Chuo-ku, Tokyo 104-0033, Japan; Department of Biotechnology, Graduate School of Engineering, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan.
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Roshanmehr F, Abdoli S, Bazi Z, Jari M, Shahbazi M. Enhancing the productivity and proliferation of CHO-K1 cells by oncoprotein YAP (Yes-associated protein). Appl Microbiol Biotechnol 2024; 108:285. [PMID: 38573360 PMCID: PMC10994876 DOI: 10.1007/s00253-024-13122-5] [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: 12/19/2023] [Revised: 03/14/2024] [Accepted: 03/21/2024] [Indexed: 04/05/2024]
Abstract
CHO cells are extensively employed in biological drug industry to manufacture therapeutic proteins. Nevertheless, production of biopharmaceuticals faces obstacles such as limited growth and inadequate productivity. Employing host cell engineering techniques for CHO cells serves as a valuable approach to address the constraints encountered in biologics manufacturing. Despite advancements, most techniques focus on specific genes to address individual cellular challenges. The significance of YAP, transcriptional co-activator, cannot be overstated due to its involvement in regulating organ size and tumor formation. YAP's influence extends to various cellular processes and is regulated by kinase cascade in the Hippo pathway, which phosphorylates serine residues in specific LATS recognition motifs. Activation of YAP has been observed to impact both the size and quantity of cells. This research investigates the effects of YAP5SA on proliferation, apoptosis, and productivity in CHO-K1 cells. YAP5SA, with mutations in all five LATS-target sites, is selected for its heightened activity and resistance to repression through the Hippo-LATS1/2 kinase signaling pathway. Plasmid harboring YAP5SA was transfected into EPO-CHO and the influence of YAP5SA overexpression was investigated. According to our findings, transfection of EPO-CHO cells with YAP5SA exhibited a substantial enhancement in CHO cell productivity, resulting in a 3-fold increase in total protein and EPO, as well as a 1.5-fold increase in specific productivity. Additionally, it significantly contributes in augmenting viability, size, and proliferation. Overall, the findings of this study exemplify the potential of utilizing YAP5SA to impact particular cellular mechanisms, thereby presenting an avenue for customizing cells to fulfill production demands. KEY POINTS: • YAP5SA in CHO cells boosts growth, reduces apoptosis, and significantly improves productivity. • YAP5SA regulates genes involved in proliferation, survival, and mTOR activation. • YAP5SA increases productivity by improving cell cycle, c-MYC expression, and mTOR pathway.
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Affiliation(s)
- Farnaz Roshanmehr
- Medical Cellular & Molecular Research Center, Golestan University of Medical Sciences, Gorgan, Iran
- Department of Medical Biotechnology, School of Advanced Technologies in Medicine, Golestan University of Medical Sciences, Gorgan, Iran
| | - Shahriyar Abdoli
- Medical Cellular & Molecular Research Center, Golestan University of Medical Sciences, Gorgan, Iran
- Department of Medical Biotechnology, School of Advanced Technologies in Medicine, Golestan University of Medical Sciences, Gorgan, Iran
| | - Zahra Bazi
- Department of Medical Biotechnology, School of Advanced Technologies in Medicine, Golestan University of Medical Sciences, Gorgan, Iran
| | - Maryam Jari
- Medical Cellular & Molecular Research Center, Golestan University of Medical Sciences, Gorgan, Iran
- Department of Medical Biotechnology, School of Advanced Technologies in Medicine, Golestan University of Medical Sciences, Gorgan, Iran
| | - Majid Shahbazi
- Medical Cellular & Molecular Research Center, Golestan University of Medical Sciences, Gorgan, Iran.
- Arya Tina Gene (ATG), Biopharmaceutical Company, Gorgan, Iran.
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Eisenhut P, Marx N, Borsi G, Papež M, Ruggeri C, Baumann M, Borth N. Manipulating gene expression levels in mammalian cell factories: An outline of synthetic molecular toolboxes to achieve multiplexed control. N Biotechnol 2024; 79:1-19. [PMID: 38040288 DOI: 10.1016/j.nbt.2023.11.003] [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] [Received: 10/02/2023] [Revised: 11/06/2023] [Accepted: 11/26/2023] [Indexed: 12/03/2023]
Abstract
Mammalian cells have developed dedicated molecular mechanisms to tightly control expression levels of their genes where the specific transcriptomic signature across all genes eventually determines the cell's phenotype. Modulating cellular phenotypes is of major interest to study their role in disease or to reprogram cells for the manufacturing of recombinant products, such as biopharmaceuticals. Cells of mammalian origin, for example Chinese hamster ovary (CHO) and Human embryonic kidney 293 (HEK293) cells, are most commonly employed to produce therapeutic proteins. Early genetic engineering approaches to alter their phenotype have often been attempted by "uncontrolled" overexpression or knock-down/-out of specific genetic factors. Many studies in the past years, however, highlight that rationally regulating and fine-tuning the strength of overexpression or knock-down to an optimum level, can adjust phenotypic traits with much more precision than such "uncontrolled" approaches. To this end, synthetic biology tools have been generated that enable (fine-)tunable and/or inducible control of gene expression. In this review, we discuss various molecular tools used in mammalian cell lines and group them by their mode of action: transcriptional, post-transcriptional, translational and post-translational regulation. We discuss the advantages and disadvantages of using these tools for each cell regulatory layer and with respect to cell line engineering approaches. This review highlights the plethora of synthetic toolboxes that could be employed, alone or in combination, to optimize cellular systems and eventually gain enhanced control over the cellular phenotype to equip mammalian cell factories with the tools required for efficient production of emerging, more difficult-to-express biologics formats.
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Affiliation(s)
- Peter Eisenhut
- Austrian Centre of Industrial Biotechnology (acib GmbH), Muthgasse 11, 1190 Vienna, Austria
| | - Nicolas Marx
- BOKU University of Natural Resources and Life Sciences, Institute of Animal Cell Technology and Systems Biology, Muthgasse 18, 1190 Vienna, Austria.
| | - Giulia Borsi
- BOKU University of Natural Resources and Life Sciences, Institute of Animal Cell Technology and Systems Biology, Muthgasse 18, 1190 Vienna, Austria
| | - Maja Papež
- Austrian Centre of Industrial Biotechnology (acib GmbH), Muthgasse 11, 1190 Vienna, Austria; BOKU University of Natural Resources and Life Sciences, Institute of Animal Cell Technology and Systems Biology, Muthgasse 18, 1190 Vienna, Austria
| | - Caterina Ruggeri
- BOKU University of Natural Resources and Life Sciences, Institute of Animal Cell Technology and Systems Biology, Muthgasse 18, 1190 Vienna, Austria
| | - Martina Baumann
- Austrian Centre of Industrial Biotechnology (acib GmbH), Muthgasse 11, 1190 Vienna, Austria
| | - Nicole Borth
- Austrian Centre of Industrial Biotechnology (acib GmbH), Muthgasse 11, 1190 Vienna, Austria; BOKU University of Natural Resources and Life Sciences, Institute of Animal Cell Technology and Systems Biology, Muthgasse 18, 1190 Vienna, Austria.
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Jari M, Abdoli S, Bazi Z, Shamsabadi FT, Roshanmehr F, Shahbazi M. Enhancing protein production and growth in chinese hamster ovary cells through miR-107 overexpression. AMB Express 2024; 14:16. [PMID: 38302631 PMCID: PMC10834913 DOI: 10.1186/s13568-024-01670-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2023] [Accepted: 01/16/2024] [Indexed: 02/03/2024] Open
Abstract
Chinese Hamster Ovary (CHO) cells are widely employed as host cells for biopharmaceutical production. The manufacturing of biopharmaceuticals poses several challenges, including restricted growth potential and inadequate productivity of the host cells. MicroRNAs play a crucial role in regulating gene expression and are considered highly promising tools for cell engineering to enhance protein production. Our study aimed to evaluate the effects of miR-107, which is recognized as an onco-miR, on erythropoietin-producing CHO cells (CHO-hEPO). To assess the impact of miR-107 on CHO cells, a DNA plasmid containing miR-107 was introduced to CHO-hEPO cells through transfection. Cell proliferation and viability were assessed using the trypan blue dye exclusion method. Cell cycle analysis was conducted by utilizing propidium iodide (PI) staining. The quantification of EPO was determined using an immunoassay test. Moreover, the impact of miR-107 on the expression of downstream target genes was evaluated using qRT-PCR. Our findings highlight and underscore the substantial impact of transient miR-107 overexpression, which led to a remarkable 2.7-fold increase in EPO titers and a significant 1.6-fold increase in the specific productivity of CHO cells (p < 0.01). Furthermore, this intervention resulted in significant enhancements in cell viability and growth rate (p < 0.05). Intriguingly, the overexpression of miR‑107 was linked to the downregulation of LATS2, PTEN, and TSC1 genes while concurrently driving upregulation in transcript levels of MYC, YAP, mTOR, and S6K genes within transgenic CHO cells. In conclusion, this study collectively underscores the feasibility of utilizing cancer-associated miRNAs as a powerful tool for CHO cell engineering. However, more in-depth exploration is warranted to unravel the precise molecular intricacies of miR-107's effects in the context of CHO cells.
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Affiliation(s)
- Maryam Jari
- Medical Cellular and Molecular Research Center, Golestan University of Medical Sciences, Shastkola Road, Falsafi Complex, Gorgan, Zip code: 4934174611, Iran
- Department of Medical Biotechnology School of Advanced Technologies in Medicine, Golestan University of Medical Sciences, Gorgan, Iran
| | - Shahriyar Abdoli
- Medical Cellular and Molecular Research Center, Golestan University of Medical Sciences, Shastkola Road, Falsafi Complex, Gorgan, Zip code: 4934174611, Iran
- Department of Medical Biotechnology School of Advanced Technologies in Medicine, Golestan University of Medical Sciences, Gorgan, Iran
| | - Zahra Bazi
- Medical Cellular and Molecular Research Center, Golestan University of Medical Sciences, Shastkola Road, Falsafi Complex, Gorgan, Zip code: 4934174611, Iran
- Department of Medical Biotechnology School of Advanced Technologies in Medicine, Golestan University of Medical Sciences, Gorgan, Iran
| | - Fatemeh Tash Shamsabadi
- Medical Cellular and Molecular Research Center, Golestan University of Medical Sciences, Shastkola Road, Falsafi Complex, Gorgan, Zip code: 4934174611, Iran
- Department of Medical Biotechnology School of Advanced Technologies in Medicine, Golestan University of Medical Sciences, Gorgan, Iran
| | - Farnaz Roshanmehr
- Medical Cellular and Molecular Research Center, Golestan University of Medical Sciences, Shastkola Road, Falsafi Complex, Gorgan, Zip code: 4934174611, Iran
- Department of Medical Biotechnology School of Advanced Technologies in Medicine, Golestan University of Medical Sciences, Gorgan, Iran
| | - Majid Shahbazi
- Medical Cellular and Molecular Research Center, Golestan University of Medical Sciences, Shastkola Road, Falsafi Complex, Gorgan, Zip code: 4934174611, Iran.
- AryaTina Gene (ATG) Biopharmaceutical Company Gorgan, Gorgan, Iran.
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8
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Wei W, Zielewicz L, Zhang L. Duplication of a chromosome 2 segment in production CHO cell lines correlates with age-related growth improvement. Biotechnol J 2024; 19:e2300407. [PMID: 38403434 DOI: 10.1002/biot.202300407] [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] [Received: 08/11/2023] [Revised: 12/04/2023] [Accepted: 01/02/2024] [Indexed: 02/27/2024]
Abstract
Monitoring the stability of recombinant Chinese Hamster Ovary (CHO) cell lines is essential to ensure the selection of production cell lines suitable for biomanufacturing. It has been frequently observed that recombinant CHO cell lines develop phenotypic changes upon aging, such as accelerated cell growth in late generation cultures. However, the mechanism responsible for age-correlated changes is poorly understood. In this study, we investigated the molecular mechanisms underlying the age-correlated cell growth improvement in Pfizer's platform fed-batch production process, by examining multiple cell lines derived from different CHO expression systems, expressing a variety of monoclonal antibodies (mAbs). Comprehensive whole-genome resequencing analysis revealed duplication of a continuous 50.2 Mbp segment in chromosome 2 (Chr2) specific to clones that showed age-correlated growth change as compared to clones that did not exhibit age-correlated growth change. Moreover, such age- and growth-related Chr2 duplication was independent of the presence or type of recombinant monoclonal antibody expression. When we compared transcriptome profiles from low-growth and high-growth cell lines, we found that >95% of the genes overexpressed in high-growth cell lines were in the duplicated Chr2 segment. To the best of our knowledge, this is the first report of large genomic duplication, specific to Chr2, being associated with age-correlated growth change. Investigation of the cause-and-effect relationship between the genes identified in the duplicated regions and age-correlated growth change is underway. We are confident that this effort will lead to improved cell line screening and targeted rational cell line engineering efforts to develop cell lines with improved stability performance.
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Affiliation(s)
- Wei Wei
- Cell Line Development, Biotherapeutics Pharmaceutical Sciences, Pfizer Inc, Andover, Massachusetts, USA
| | - Laura Zielewicz
- Cell Line Development, Biotherapeutics Pharmaceutical Sciences, Pfizer Inc, Andover, Massachusetts, USA
| | - Lin Zhang
- Cell Line Development, Biotherapeutics Pharmaceutical Sciences, Pfizer Inc, Andover, Massachusetts, USA
- Bioprocess Research and Development, Merck & Co. Inc., Kenilworth, New Jersey, USA
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Yamano-Adachi N, Hata H, Nakanishi Y, Omasa T. Effects of genome instability of parental CHO cell clones on chromosome number distribution and recombinant protein production in parent-derived subclones. J Biosci Bioeng 2024; 137:54-63. [PMID: 37981489 DOI: 10.1016/j.jbiosc.2023.10.001] [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] [Received: 08/09/2023] [Revised: 10/11/2023] [Accepted: 10/16/2023] [Indexed: 11/21/2023]
Abstract
Chinese hamster ovary (CHO) cells are the de facto standard host cells for biopharmaceuticals, and there is great interest in developing methods for constructing stable production cell lines. In this study, clones with a wide chromosome number distribution were selected from isolated antibody-producing strains, and subclones obtained from these clones were evaluated. The transgene copy number varied between the subclones. Even among subclones with similar copy numbers of antibody genes and maintained insertion sites, clones with different productivity were generated. Although the chromosome number distribution differed between these subclones, there was no correlation between the variability in chromosome number after cloning (genome instability) and productivity. Most of the subclones obtained from a parental strain with a wide chromosome number had the same wide chromosome number distribution as the parental strain. Less frequently, cells with less variation (remaining in one distribution) in chromosome number were isolated from cells with a wide chromosome number distribution, from which subclones with less variation in chromosome number were obtained when subcloning was performed again. These results imply that the characteristics of clones with chromosomal instability are inherited by subclones, and thus provide a better understanding of cell line stability/instability.
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Affiliation(s)
- Noriko Yamano-Adachi
- Graduate School of Engineering, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan; Institute for Open and Transdisciplinary Research Initiatives, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan.
| | - Hirofumi Hata
- Graduate School of Engineering, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Yuto Nakanishi
- Graduate School of Engineering, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Takeshi Omasa
- Graduate School of Engineering, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan; Institute for Open and Transdisciplinary Research Initiatives, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan
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10
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Liu H, Zhang W, Xie L, Hu Y. Identification of a New Integration Site and Study on Site-Specific Integration in CHO-K1 Cells. Pharmaceuticals (Basel) 2023; 17:8. [PMID: 38275994 PMCID: PMC10819697 DOI: 10.3390/ph17010008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2023] [Revised: 12/15/2023] [Accepted: 12/18/2023] [Indexed: 01/27/2024] Open
Abstract
Site-specific integration is an important approach used to address the problem of unstable cell lines in industry. In this study, we observed a reduction in the gene copy number and antibody production in a CHOK1 cell line BA03 capable of high antibody expression. We identified a new integration site named locus 7 in the intron region of the parva gene through sequencing, FISH, and genome walking. We demonstrate that the integration of the exogenous gene at this locus does not affect the transcription of the parva and, therefore, has a minimal impact on cell growth. We designed sgRNA and donor vectors to integrate the etanercept-coding gene into locus 7 and obtained a cell line, SSI-4. We performed a passaged stability study on SSI-4 and proved the possibility of the stable, site-specific integration of exogenous genes at this locus in terms of integration site, copy number, expression level, and cell growth. In summary, our study has identified a new integration site suitable for site-specific integration, which lays the foundation for the subsequent development of site-specific integration cell lines.
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Affiliation(s)
| | | | - Liping Xie
- Department of Biology, China State Institute of Pharmaceutical Industry, Shanghai 201203, China; (H.L.); (W.Z.)
| | - Youjia Hu
- Department of Biology, China State Institute of Pharmaceutical Industry, Shanghai 201203, China; (H.L.); (W.Z.)
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11
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Huang Z, Habib A, Zhao G, Ding X. CRISPR-Cas9 Mediated Stable Expression of Exogenous Proteins in the CHO Cell Line through Site-Specific Integration. Int J Mol Sci 2023; 24:16767. [PMID: 38069090 PMCID: PMC10706275 DOI: 10.3390/ijms242316767] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2023] [Revised: 11/22/2023] [Accepted: 11/24/2023] [Indexed: 12/18/2023] Open
Abstract
Chinese hamster ovary (CHO) cells are a popular choice in biopharmaceuticals because of their beneficial traits, including high-density suspension culture, safety, and exogenously produced proteins that closely resemble natural proteins. Nevertheless, a decline in the expression of exogenous proteins is noted as culture time progresses. This is a consequence of foreign gene recombination into chromosomes by random integration. The current investigation employs CRISPR-Cas9 technology to integrate foreign genes into a particular chromosomal location for sustained expression. Results demonstrate the successful integration of enhanced green fluorescent protein (EGFP) and human serum albumin (HSA) near base 434814407 on chromosome NC_048595.1 of CHO-K1 cells. Over 60 successive passages, monoclonal cell lines were produced that consistently expressed all relevant external proteins without discernible variation in expression levels. In conclusion, the CHO-K1 cell locus, NC_048595.1, proves an advantageous locus for stable exogenous protein expression. This study provides a viable approach to establishing a CHO cell line capable of enduring reliable exogenous protein expression.
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Affiliation(s)
- Zhipeng Huang
- Collaborative Innovation Center for Genetics and Development, State Key Laboratory of Genetic Engineering, Department of Microbiology, School of Life Sciences, Fudan University, Shanghai 200438, China
| | - Arslan Habib
- Laboratory of Molecular Immunology, State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai 200438, China
| | - Guoping Zhao
- Collaborative Innovation Center for Genetics and Development, State Key Laboratory of Genetic Engineering, Department of Microbiology, School of Life Sciences, Fudan University, Shanghai 200438, China
| | - Xiaoming Ding
- Collaborative Innovation Center for Genetics and Development, State Key Laboratory of Genetic Engineering, Department of Microbiology, School of Life Sciences, Fudan University, Shanghai 200438, China
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12
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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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13
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Srila W, Baumann M, Riedl M, Rangnoi K, Borth N, Yamabhai M. Glutamine synthetase (GS) knockout (KO) using CRISPR/Cpf1 diversely enhances selection efficiency of CHO cells expressing therapeutic antibodies. Sci Rep 2023; 13:10473. [PMID: 37380701 DOI: 10.1038/s41598-023-37288-6] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2022] [Accepted: 06/19/2023] [Indexed: 06/30/2023] Open
Abstract
The glutamine synthetase (GS)-based Chinese hamster ovary (CHO) selection system is an attractive approach to efficiently identify suitable clones in the cell line generation process for biologics manufacture, for which GS-knockout (GS-KO) CHO cell lines are commonly used. Since genome analysis indicated that there are two GS genes in CHO cells, deleting only 1 GS gene could potentially result in the activation of other GS genes, consequently reducing the selection efficiency. Therefore, in this study, both GS genes identified on chromosome 5 (GS5) and 1 (GS1) of CHO-S and CHO-K1, were deleted using CRISPR/Cpf1. Both single and double GS-KO CHO-S and K1 showed robust glutamine-dependent growth. Next, the engineered CHO cells were tested for their efficiency of selection of stable producers of two therapeutic antibodies. Analysis of pool cultures and subclones after a single round of 25 µM methionine sulfoxinime (MSX) selection indicated that for CHO-K1 the double GS5,1-KO was more efficient as in the case of a single GS5-KO the GS1 gene was upregulated. In CHO-S, on the other hand, with an autologously lower level of expression of both variants of GS, a single GS5-KO was more robust and already enabled selection of high producers. In conclusion, CRISPR/Cpf1 can be efficiently used to knock out GS genes from CHO cells. The study also indicates that for the generation of host cell lines for efficient selection, the initial characterisation of expression levels of the target gene as well as the identification of potential escape mechanisms is important.
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Affiliation(s)
- Witsanu Srila
- Molecular Biotechnology Laboratory, School of Biotechnology, Institute of Agricultural Technology, Suranaree University of Technology, Nakhon Ratchasima, Thailand
| | - Martina Baumann
- Austrian Centre of Industrial Biotechnology (ACIB), Vienna, Austria
| | - Markus Riedl
- Austrian Centre of Industrial Biotechnology (ACIB), Vienna, Austria
- Department of Biotechnology, University of Natural Resources and Life Sciences (BOKU), Vienna, Austria
| | - Kuntalee Rangnoi
- Molecular Biotechnology Laboratory, School of Biotechnology, Institute of Agricultural Technology, Suranaree University of Technology, Nakhon Ratchasima, Thailand
| | - Nicole Borth
- Austrian Centre of Industrial Biotechnology (ACIB), Vienna, Austria.
- Department of Biotechnology, University of Natural Resources and Life Sciences (BOKU), Vienna, Austria.
| | - Montarop Yamabhai
- Molecular Biotechnology Laboratory, School of Biotechnology, Institute of Agricultural Technology, Suranaree University of Technology, Nakhon Ratchasima, Thailand.
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14
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Han HJ, Kim DH, Baik JY. A splinkerette PCR-based genome walking technique for the identification of transgene integration sites in CHO cells. J Biotechnol 2023:S0168-1656(23)00105-0. [PMID: 37257509 DOI: 10.1016/j.jbiotec.2023.05.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2022] [Revised: 05/02/2023] [Accepted: 05/28/2023] [Indexed: 06/02/2023]
Abstract
Identification of recombinant gene integrations sites in the Chinese hamster ovary (CHO) cell genome is increasingly important to assure monoclonality. While next-generation sequencing (NGS) is commonly used for the gene integration site analysis, it is a time-consuming and costly technique as it analyzes the entire genome. Hence, simple, easy, and inexpensive methods to analyze transgene insertion sites are necessary. To selectively capture the integration site of transgene in the CHO genome, we applied splinkerette-PCR (spPCR). SpPCR is an adaptor ligation-based method using splinkerette adaptors that have a stable hairpin loop. Restriction enzymes with high frequencies in the CHO genome were chosen using a Python script and used for the in vitro spPCR assay development. After testing on two CHO housekeeping genes with known loci, the spPCR-based genome walking technique was successfully applied to recombinant CHO cells to identify the transgene integration site. Finally, the comparison with NGS methods exhibited that the time and cost required for the analysis can be substantially reduced. Taken together, the established technique would aid the stable cell line development process by providing a rapid and cost-effective method for transgene integration site analysis.
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Affiliation(s)
- Hye-Jin Han
- Department of Biological Sciences and Bioengineering, Inha University, Incheon22212, Republic of Korea
| | - Dae Hoon Kim
- Department of Biological Sciences and Bioengineering, Inha University, Incheon22212, Republic of Korea
| | - Jong Youn Baik
- Department of Biological Sciences and Bioengineering, Inha University, Incheon22212, Republic of Korea.
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15
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Oh YH, Becker ML, Mendola KM, Choe LH, Min L, Lee KH, Yigzaw Y, Seay A, Bill J, Li X, Roush DJ, Cramer SM, Menegatti S, Lenhoff AM. Characterization and implications of host-cell protein aggregates in biopharmaceutical processing. Biotechnol Bioeng 2023; 120:1068-1080. [PMID: 36585356 DOI: 10.1002/bit.28325] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Revised: 12/10/2022] [Accepted: 12/30/2022] [Indexed: 01/01/2023]
Abstract
In the production of biopharmaceuticals such as monoclonal antibodies (mAbs) and vaccines, the residual amounts of host-cell proteins (HCPs) are among the critical quality attributes. In addition to overall HCP levels, individual HCPs may elude purification, potentially causing issues in product stability or patient safety. Such HCP persistence has been attributed mainly to biophysical interactions between individual HCPs and the product, resin media, or residual chromatin particles. Based on measurements on process streams from seven mAb processes, we have found that HCPs in aggregates, not necessarily chromatin-derived, may play a significant role in the persistence of many HCPs. Such aggregates may also hinder accurate detection of HCPs using existing proteomics methods. The findings also highlight that certain HCPs may be difficult to remove because of their functional complementarity to the product; specifically, chaperones and other proteins involved in the unfolded protein response (UPR) are disproportionately present in the aggregates. The methods and findings described here expand our understanding of the origins and potential behavior of HCPs in cell-based biopharmaceutical processes and may be instrumental in improving existing techniques for HCP detection and clearance.
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Affiliation(s)
- Young Hoon Oh
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, Delaware, USA
| | - Matthew L Becker
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, Delaware, USA
| | - Kerri M Mendola
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, Delaware, USA
| | - Leila H Choe
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, Delaware, USA
| | - Lie Min
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, Delaware, USA
| | - Kelvin H Lee
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, Delaware, USA
| | - Yinges Yigzaw
- Purification Process Development, Genentech, Inc., South San Francisco, California, USA
| | - Alexander Seay
- Purification Process Development, Genentech, Inc., South San Francisco, California, USA
| | - Jerome Bill
- Purification Process Development, Genentech, Inc., South San Francisco, California, USA
| | - Xuanwen Li
- Analytical Research and Development, Merck & Co., Inc., Kenilworth, New Jersey, USA
| | - David J Roush
- Process Research and Development, Merck & Co., Inc., Rahway, New Jersey, USA
| | - Steven M Cramer
- Department of Chemical and Biological Engineering, Rensselaer Polytechnic Institute, Troy, New York, USA
| | - Stefano Menegatti
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, North Carolina, USA
| | - Abraham M Lenhoff
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, Delaware, USA
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16
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Nguyen M, Zimmer A. A reflection on the improvement of Chinese Hamster ovary cell-based bioprocesses through advances in proteomic techniques. Biotechnol Adv 2023; 65:108141. [PMID: 37001570 DOI: 10.1016/j.biotechadv.2023.108141] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2022] [Revised: 03/05/2023] [Accepted: 03/24/2023] [Indexed: 03/31/2023]
Abstract
Chinese hamster ovary (CHO) cells are the preferred mammalian host for the large-scale production of recombinant proteins in the biopharmaceutical industry. Research endeavors have been directed to the optimization of CHO-based bioprocesses to increase protein quantity and quality, often in an empirical manner. To provide a rationale for those achievements, a myriad of CHO proteomic studies has arisen in recent decades. This review gives an overview of significant advances in LC-MS-based proteomics and sheds light on CHO proteomic studies, with a particular focus on CHO cells with superior bioprocessing phenotypes (growth, viability, titer, productivity and cQA), that have exploited novel proteomic or sub-omic techniques. These proteomic findings expand the current knowledge and understanding about the underlying protein clusters, protein regulatory networks and biological pathways governing such phenotypic changes. The proteomic studies, highlighted herein, will help in the targeted modulation of these cell factories to the desired needs.
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17
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Chen Y, Betenbaugh MJ. Reconstruction of reverse transsulfuration pathway enables cysteine biosynthesis and enhances resilience to oxidative stress in Chinese Hamster Ovary cells. Metab Eng 2023; 76:204-214. [PMID: 36822463 DOI: 10.1016/j.ymben.2023.02.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Revised: 12/26/2022] [Accepted: 02/20/2023] [Indexed: 02/25/2023]
Abstract
Cysteine is a critically important amino acid necessary for mammalian cell culture, playing key roles in nutrient supply, disulfide bond formation, and as a precursor to antioxidant molecules controlling cellular redox. Unfortunately, its low stability and solubility in solution make it especially problematic as an essential medium component that must be added to Chinese hamster ovary and other mammalian cell cultures. Therefore, CHO cells have been engineered to include the capacity of endogenously synthesizing cysteine by overexpressing multiple enzymes, including cystathionine beta-synthase (CBS), cystathionine gamma-lyase (CTH) and glycine N-methyltransferase (GNMT) to reconstruct the reverse transsulfuration pathway and overcome a key metabolic bottleneck. Some limited cysteine biosynthesis was obtained by overexpressing CBS and CTH for converting homocysteine to cysteine but robust metabolic synthesis from methionine was only possibly after incorporating GNMT which likely represents a key bottleneck step in the cysteine biosynthesis pathway. CHO cells with the reconstructed pathway exhibit the strong capability to proliferate in cysteine-limited and cysteine-free batch and fed-batch cultures at levels comparable to wildtype cells with ample cysteine supplementation, providing a selectable marker for CHO cell engineering. GNMT overexpression led to the accumulation of sarcosine byproduct, but its accumulation did not affect cell growth. Furthermore, pathway reconstruction enhanced CHO cells' reduced and glutathione levels in cysteine-limited conditions compared to unmodified cells, and greatly enhanced survivability and maintenance of redox homeostasis under oxidative stress induced by addition of menadione in cysteine-deficient conditions. Such engineered CHO cell lines can potentially reduce or even eliminate the need to include cysteine in culture medium, which not only reduces the cost of mammalian media but also promises to transform media design by solving the challenges posed by low stability and solubility of cysteine and cystine in future mammalian biomanufacturing processes.
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Affiliation(s)
- Yiqun Chen
- Department of Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, MD, 21218, USA
| | - Michael J Betenbaugh
- Department of Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, MD, 21218, USA.
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18
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Yamano-Adachi N, Nakanishi Y, Tanaka W, Lai Y, Yamazaki M, Zenner L, Hata H, Omasa T. Artificial induction of chromosome aneuploidy in CHO cells alters their function as host cells. Biotechnol Bioeng 2023; 120:659-673. [PMID: 36385243 DOI: 10.1002/bit.28289] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2022] [Revised: 11/06/2022] [Accepted: 11/14/2022] [Indexed: 11/18/2022]
Abstract
Chinese hamster ovary (CHO) cells are major host cells for biopharmaceuticals. During culture, the chromosome number of CHO cells alters spontaneously. Here, we investigated the effects of artificial changes in the chromosome number on productivity. When cell fusion between antibody-producing CHO-K1-derived cells was induced, we observed a wide range of aneuploidy that was not detected in controls. In particular, antibody productivities were high in clone-derived cell populations that retained a diverse chromosome number distribution. We also induced aneuploid cells using 3-aminobenzamide that causes chromosome non-disjunction. After induction of aneuploidy by 3-aminobenzamide, cells with an increased chromosome number were isolated, but cells with a decreased chromosome number could not be isolated. When antibody expression vectors were introduced into these isolated clones, productivity tended to increase in cells with an increased chromosome number. Further analysis was carried out by focusing on clone 5E8 with an average chromosome number of 37. When 5E8 cells were used as host, the productivity of multiple antibodies, including difficult-to-express antibodies, was improved compared with CHO-K1 cells. The copies of exogenous genes integrated into the genome were significantly increased in 5E8 cells. These findings expand the possibilities for host cell selection and contribute to the efficient construction of cell lines for recombinant protein production.
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Affiliation(s)
- Noriko Yamano-Adachi
- Graduate School of Engineering, Osaka University, Osaka, Japan.,Institute for Open and Transdisciplinary Research Initiatives, Osaka University, Osaka, Japan
| | - Yuto Nakanishi
- Graduate School of Engineering, Osaka University, Osaka, Japan
| | - Wataru Tanaka
- Graduate School of Engineering, Osaka University, Osaka, Japan
| | - YuanShan Lai
- Graduate School of Advanced Technology and Science, Tokushima University, Tokushima, Japan
| | | | - Laura Zenner
- Graduate School of Engineering, Osaka University, Osaka, Japan
| | - Hirofumi Hata
- Graduate School of Engineering, Osaka University, Osaka, Japan
| | - Takeshi Omasa
- Graduate School of Engineering, Osaka University, Osaka, Japan.,Institute for Open and Transdisciplinary Research Initiatives, Osaka University, Osaka, Japan
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19
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A comprehensive evaluation of stable expression "hot spot" in the ScltI gene of Chinese hamster ovary cells. Appl Microbiol Biotechnol 2023; 107:1299-1309. [PMID: 36707420 DOI: 10.1007/s00253-023-12383-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2022] [Revised: 01/06/2023] [Accepted: 01/09/2023] [Indexed: 01/29/2023]
Abstract
The Chinese hamster ovary (CHO) cell is the most widely used biopharmaceutical expression system, but its long-term expression is unstable. This issue can be effectively addressed by site-specific integration of exogenous genes into the genome. Therefore, exogenous protein sites with stable expression in the CHO cell genome must be identified. CRISPR/Cas9 technology was used in this study to integrate various exogenous genes into the ScltI site as a "hot spot" at the CHO-K1 cell genome NW_003614095.1, and the stability and adaptability of exogenous genes expressed at the site were investigated. Flow cytometry sorting technology was used to obtain positive monoclonal cell lines that expressed either intracellular protein green fluorescent protein (EGFP) or secretory protein human serum albumin (HSA). For 60 passages, the positive monoclonal cell lines' cell growth cycles and exogenous protein expression were both observed. The results demonstrated that integrating the gene encoding exogenous proteins into the ScltI site had no effect on cell growth. The fluorescence intensity of EGFP was similar after 60 passages, and the expression of HSA increased slightly. Additionally, the super-monomeric protein VWF hydrolase (ADAMTS13) (190 kDa), human coagulation factor VII (FVII) (55 kDa), and interferon α2b (12 kDa) were integrated into the ScltI site for expression. In conclusion, the site located in the first exon of the ScltI gene within the CHO-K1 cell genome NW_003614095.1 is an ideal "hot spot" for the stable expression of various exogenous proteins. KEY POINTS: • The site-specific integration strategy of an exogenous gene in CHO cells was established for the ScltI site. • The genes for EGFP and HSA were site-directed integrated and stably expressed at the ScltI site. • The ScltI site fulfills the expression of exogenous proteins of different molecular weight sizes (15-190 kDa).
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20
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Kretzmer C, Narasimhan RL, Lal RD, Balassi V, Ravellette J, Kotekar Manjunath AK, Koshy JJ, Viano M, Torre S, Zanda VM, Kumravat M, Saldanha KMR, Chandranpillai H, Nihad I, Zhong F, Sun Y, Gustin J, Borgschulte T, Liu J, Razafsky D. De novo assembly and annotation of the CHOZN® GS -/- genome supports high-throughput genome-scale screening. Biotechnol Bioeng 2022; 119:3632-3646. [PMID: 36073082 PMCID: PMC9825924 DOI: 10.1002/bit.28226] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2022] [Revised: 07/20/2022] [Accepted: 08/28/2022] [Indexed: 01/11/2023]
Abstract
Chinese hamster ovary (CHO) cells have been used as the industry standard for the production of therapeutic monoclonal antibodies for several decades. Despite significant improvements in commercial-scale production processes and media, the CHO cell has remained largely unchanged. Due to the cost and complexity of whole-genome sequencing and gene-editing it has been difficult to obtain the tools necessary to improve the CHO cell line. With the advent of next-generation sequencing and the discovery of the CRISPR/Cas9 system it has become more cost effective to sequence and manipulate the CHO genome. Here, we provide a comprehensive de novo assembly and annotation of the CHO-K1 based CHOZN® GS-/- genome. Using this platform, we designed, built, and confirmed the functionality of a whole genome CRISPR guide RNA library that will allow the bioprocessing community to design a more robust CHO cell line leading to the production of life saving medications in a more cost-effective manner.
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Affiliation(s)
- Corey Kretzmer
- Upstream Research and Development, MilliporeSigmaSt. LouisMissouriUSA
| | - Rajagopalan Lakshmi Narasimhan
- Bioinformatics, IT R&D Applications, Merck (Sigma‐Aldrich Chemicals Pvt. Ltd., A subsidiary of Merck KGaA, Darmstadt, Germany)BangaloreIndia
| | - Rahul Deva Lal
- Bioinformatics, IT R&D Applications, Merck (Sigma‐Aldrich Chemicals Pvt. Ltd., A subsidiary of Merck KGaA, Darmstadt, Germany)BangaloreIndia
| | - Vincent Balassi
- Upstream Research and Development, MilliporeSigmaSt. LouisMissouriUSA
| | - James Ravellette
- Upstream Research and Development, MilliporeSigmaSt. LouisMissouriUSA
| | - Ajaya Kumar Kotekar Manjunath
- Bioinformatics, IT R&D Applications, Merck (Sigma‐Aldrich Chemicals Pvt. Ltd., A subsidiary of Merck KGaA, Darmstadt, Germany)BangaloreIndia
| | - Jesvin Joy Koshy
- Bioinformatics, IT R&D Applications, Merck (Sigma‐Aldrich Chemicals Pvt. Ltd., A subsidiary of Merck KGaA, Darmstadt, Germany)BangaloreIndia
| | - Marta Viano
- Istituto di Ricerche Biomediche “A. Marxer” RBM S.p.A.IvreaItaly
| | - Serena Torre
- Istituto di Ricerche Biomediche “A. Marxer” RBM S.p.A.IvreaItaly
| | - Valeria M. Zanda
- Istituto di Ricerche Biomediche “A. Marxer” RBM S.p.A.IvreaItaly
| | - Mausam Kumravat
- Bioinformatics, IT R&D Applications, Merck (Sigma‐Aldrich Chemicals Pvt. Ltd., A subsidiary of Merck KGaA, Darmstadt, Germany)BangaloreIndia
| | - Keith Metelo Raul Saldanha
- Bioinformatics, IT R&D Applications, Merck (Sigma‐Aldrich Chemicals Pvt. Ltd., A subsidiary of Merck KGaA, Darmstadt, Germany)BangaloreIndia
| | - Harikrishnan Chandranpillai
- Bioinformatics, IT R&D Applications, Merck (Sigma‐Aldrich Chemicals Pvt. Ltd., A subsidiary of Merck KGaA, Darmstadt, Germany)BangaloreIndia
| | - Ifra Nihad
- Bioinformatics, IT R&D Applications, Merck (Sigma‐Aldrich Chemicals Pvt. Ltd., A subsidiary of Merck KGaA, Darmstadt, Germany)BangaloreIndia
| | - Fei Zhong
- Life Science Bioinformatics, IT, MilliporeSigmaSt. LouisMissouriUSA
| | - Yi Sun
- Bioinformatics, IT R&D Applications, MilliporeSigmaSt. LouisMissouriUSA
| | - Jason Gustin
- Upstream Research and Development, MilliporeSigmaSt. LouisMissouriUSA
| | | | - Jiajian Liu
- Life Science Bioinformatics, IT, MilliporeSigmaSt. LouisMissouriUSA
| | - David Razafsky
- Upstream Research and Development, MilliporeSigmaSt. LouisMissouriUSA
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21
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Yang W, Zhang J, Xiao Y, Li W, Wang T. Screening Strategies for High-Yield Chinese Hamster Ovary Cell Clones. Front Bioeng Biotechnol 2022; 10:858478. [PMID: 35782513 PMCID: PMC9247297 DOI: 10.3389/fbioe.2022.858478] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2022] [Accepted: 05/23/2022] [Indexed: 12/20/2022] Open
Abstract
Chinese hamster ovary (CHO) cells are by far the most commonly used mammalian expression system for recombinant expression of therapeutic proteins in the pharmaceutical industry. The development of high-yield stable cell lines requires processes of transfection, selection, screening and adaptation, among which the screening process requires tremendous time and determines the level of forming highly productive monoclonal cell lines. Therefore, how to achieve productive cell lines is a major question prior to industrial manufacturing. Cell line development (CLD) is one of the most critical steps in the production of recombinant therapeutic proteins. Generation of high-yield cell clones is mainly based on the time-consuming, laborious process of selection and screening. With the increase in recombinant therapeutic proteins expressed by CHO cells, CLD has become a major bottleneck in obtaining cell lines for manufacturing. The basic principles for CLD include preliminary screening for high-yield cell pool, single-cell isolation and improvement of productivity, clonality and stability. With the development of modern analysis and testing technologies, various screening methods have been used for CLD to enhance the selection efficiency of high-yield clonal cells. This review provides a comprehensive overview on preliminary screening methods for high-yield cell pool based on drug selective pressure. Moreover, we focus on high throughput methods for isolating high-yield cell clones and increasing the productivity and stability, as well as new screening strategies used for the biopharmaceutical industry.
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Affiliation(s)
- Wenwen Yang
- Department of Biochemistry and Molecular Biology, Xinxiang Medical University, Xinxiang, China
- International Joint Research Laboratory for Recombinant Pharmaceutical Protein Expression System of Henan, Xinxiang, China
| | - Junhe Zhang
- Department of Biochemistry and Molecular Biology, Xinxiang Medical University, Xinxiang, China
- International Joint Research Laboratory for Recombinant Pharmaceutical Protein Expression System of Henan, Xinxiang, China
- Institutes of Health Central Plains, Xinxiang Medical University, Xinxiang, China
- *Correspondence: Tianyun Wang, ; Junhe Zhang,
| | - Yunxi Xiao
- Institutes of Health Central Plains, Xinxiang Medical University, Xinxiang, China
| | - Wenqing Li
- Department of Biochemistry and Molecular Biology, Xinxiang Medical University, Xinxiang, China
| | - Tianyun Wang
- Department of Biochemistry and Molecular Biology, Xinxiang Medical University, Xinxiang, China
- International Joint Research Laboratory for Recombinant Pharmaceutical Protein Expression System of Henan, Xinxiang, China
- *Correspondence: Tianyun Wang, ; Junhe Zhang,
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22
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The potential of emerging sub-omics technologies for CHO cell engineering. Biotechnol Adv 2022; 59:107978. [DOI: 10.1016/j.biotechadv.2022.107978] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2022] [Revised: 04/25/2022] [Accepted: 05/07/2022] [Indexed: 11/23/2022]
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23
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Ivanova NG, Kartavtseva IV, Stefanova VN, Ostromyshenskii DI, Podgornaya OI. Tandem Repeat Diversity in Two Closely Related Hamster Species—The Chinese Hamster (Cricetulus griseus) and Striped Hamster (Cricetulus barabensis). Biomedicines 2022; 10:biomedicines10040925. [PMID: 35453675 PMCID: PMC9025346 DOI: 10.3390/biomedicines10040925] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2022] [Revised: 04/12/2022] [Accepted: 04/13/2022] [Indexed: 11/16/2022] Open
Abstract
The Chinese hamster (Cricetulus griseus) and striped hamster (Cricetulus barabensis) are very closely related species with similar karyotypes. The karyotypes differ from each other by one Robertsonian rearrangement and X-chromosome morphology. The level of the tandem repeat (TR) sequences’ evolutional variability is high. The aim of the current work was to trace the TR distribution on the chromosomes of two very closely related species. The striped hamster genome has not yet been sequenced. We classified the Chinese hamster TR in the assemblies available and then compared the mode of the TR distribution in closely related species. Chinese and striped hamsters are separate species due to the relative species specificity of Chinese hamster TR and prominent differences in the TR distribution in both species. The TR variation observed within homologous striped hamster chromosomes is caused by a lack of inbreeding in natural populations. The set of TR tested could be used to examine the CHO lines’ instability that has been observed in heterochromatic regions.
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Affiliation(s)
- Nadezhda G. Ivanova
- Laboratory of Noncoding DNA, Institute of Cytology RAS, Saint Petersburg 194064, Russia; (V.N.S.); (D.I.O.); (O.I.P.)
- Correspondence:
| | - Irina V. Kartavtseva
- Laboratory of Evolutionary Zoology, Federal Scientific Center of the East Asia Terrestrial Biodiversity, Vladivostok 690022, Russia;
| | - Vera N. Stefanova
- Laboratory of Noncoding DNA, Institute of Cytology RAS, Saint Petersburg 194064, Russia; (V.N.S.); (D.I.O.); (O.I.P.)
| | - Dmitrii I. Ostromyshenskii
- Laboratory of Noncoding DNA, Institute of Cytology RAS, Saint Petersburg 194064, Russia; (V.N.S.); (D.I.O.); (O.I.P.)
| | - Olga I. Podgornaya
- Laboratory of Noncoding DNA, Institute of Cytology RAS, Saint Petersburg 194064, Russia; (V.N.S.); (D.I.O.); (O.I.P.)
- Department of Cytology and Histology, Faculty of Biology, St. Petersburg State University, Saint Petersburg 199034, Russia
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24
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Kawabe Y, Kamihira M. Novel cell lines derived from Chinese hamster kidney tissue. PLoS One 2022; 17:e0266061. [PMID: 35358245 PMCID: PMC8970510 DOI: 10.1371/journal.pone.0266061] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2022] [Accepted: 03/13/2022] [Indexed: 01/15/2023] Open
Abstract
Immortalized kidney cell lines are widely used in basic and applied research such as cell permeability tests and drug screening. Although many cell lines have been established from kidney tissues, the immortalization process has not been clarified in these cell lines. In this study, we analyzed the phenotypic changes that occurred during the immortalization of kidney cells derived from Chinese hamster tissue in terms of karyotype and gene expression profiles. In the newly established cell line, designated as CHK-Q, gene expression profiles at each stage of the immortalization process and during the adaptation to serum-free conditions were analyzed by DNA microarray. Renal stem cell markers CD24 and CD133 were expressed in CHK-Q cells, suggesting that CHK-Q cells were transformed from renal stem cells. Kyoto encyclopedia of genes and genomes (KEGG) pathway enrichment analysis to identify the pathways of upregulated and downregulated genes revealed that the immortalization of CHK-Q cells was associated with increased fluctuations in the expression of specific proto-oncogenes. Karyotype analysis of spontaneously immortalized CHK-Q cells indicated that CHK-Q chromosomes had a typical modal number of 23 but possessed slight chromosomal abnormalities. In this study, we investigated the mechanism of cell environmental adaptation by analyzing gene expression behavior during the immortalization process and serum-free adaptation. CHK-Q cells are applicable to the fields of biotechnology and biomedical science by utilizing their characteristics as kidney-derived cells.
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Affiliation(s)
- Yoshinori Kawabe
- Department of Chemical Engineering, Faculty of Engineering, Kyushu University, Fukuoka, Japan
- Manufacturing Technology Association of Biologics, Kobe, Japan
| | - Masamichi Kamihira
- Department of Chemical Engineering, Faculty of Engineering, Kyushu University, Fukuoka, Japan
- Manufacturing Technology Association of Biologics, Kobe, Japan
- * E-mail:
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25
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Improved Titer in Late-Stage Mammalian Cell Culture Manufacturing by Re-Cloning. Bioengineering (Basel) 2022; 9:bioengineering9040173. [PMID: 35447733 PMCID: PMC9030702 DOI: 10.3390/bioengineering9040173] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2022] [Revised: 04/09/2022] [Accepted: 04/11/2022] [Indexed: 01/19/2023] Open
Abstract
Improving productivity to reduce the cost of biologics manufacturing and ensure that therapeutics can reach more patients remains a major challenge faced by the biopharmaceutical industry. Chinese hamster ovary (CHO) cell lines are commonly prepared for biomanufacturing by single cell cloning post-transfection and recovery, followed by lead clone screening, generation of a research cell bank (RCB), cell culture process development, and manufacturing of a master cell bank (MCB) to be used in early phase clinical manufacturing. In this study, it was found that an additional round of cloning and clone selection from an established monoclonal RCB or MCB (i.e., re-cloning) significantly improved titer for multiple late phase monoclonal antibody upstream processes. Quality attributes remained comparable between the processes using the parental clones and the re-clones. For two CHO cells expressing different antibodies, the re-clone performance was successfully scaled up at 500-L or at 2000-L bioreactor scales, demonstrating for the first time that the re-clone is suitable for late phase and commercial manufacturing processes for improvement of titer while maintaining comparable product quality to the early phase process.
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26
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Huhn S, Chang M, Kumar A, Liu R, Jiang B, Betenbaugh M, Lin H, Nyberg G, Du Z. Chromosomal instability drives convergent and divergent evolution toward advantageous inherited traits in mammalian CHO bioproduction lineages. iScience 2022; 25:104074. [PMID: 35355517 PMCID: PMC8958363 DOI: 10.1016/j.isci.2022.104074] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2021] [Revised: 01/17/2022] [Accepted: 03/11/2022] [Indexed: 12/15/2022] Open
Abstract
Genetic instability of Chinese hamster ovary (CHO) cells is implicated in production inconsistency through poorly defined mechanisms. Using a multi-omics approach, we analyzed the variations of CHO lineages derived from CHO-K1 cells. We identify an equilibrium between random genetic variation of the CHO genome and heritable traits driven by culture conditions, selection criteria, and genetic linkage. These inherited changes are associated with the selection pressures related to serum removal, suspension culture transition, protein expression, and secretion. We observed that a haploid reduction of a Chromosome 2 region after serum-free, suspension adaptation, was consistently inherited, suggesting common adaptation mechanisms. Genetic variations also included ∼200 insertions/deletions, ∼1000 single-nucleotide polymorphisms, and ∼300-2000 copy number variations, which were exacerbated after gene editing. In addition, heterochromatic chromosomes were preferentially lost as cells continuously evolved. Together, these observations demonstrate a highly plastic signature for adapted CHO cells and paves the way towards future host cell engineering.
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Affiliation(s)
- Steve Huhn
- Process Cell Sciences, Biologics Process R&D, Merck & Co., Inc., Kenilworth, NJ 07033, USA
| | - Meiping Chang
- Process Cell Sciences, Biologics Process R&D, Merck & Co., Inc., Kenilworth, NJ 07033, USA
| | - Amit Kumar
- Process Cell Sciences, Biologics Process R&D, Merck & Co., Inc., Kenilworth, NJ 07033, USA
| | - Ren Liu
- Process Cell Sciences, Biologics Process R&D, Merck & Co., Inc., Kenilworth, NJ 07033, USA
| | - Bo Jiang
- Process Cell Sciences, Biologics Process R&D, Merck & Co., Inc., Kenilworth, NJ 07033, USA
| | - Michael Betenbaugh
- Department of Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, MD 21218, USA
| | - Henry Lin
- Process Cell Sciences, Biologics Process R&D, Merck & Co., Inc., Kenilworth, NJ 07033, USA
| | - Gregg Nyberg
- Process Cell Sciences, Biologics Process R&D, Merck & Co., Inc., Kenilworth, NJ 07033, USA
| | - Zhimei Du
- Process Cell Sciences, Biologics Process R&D, Merck & Co., Inc., Kenilworth, NJ 07033, USA
- Corresponding author
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27
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Toktay Y, Dayanc B, Senturk S. Engineering and validation of a dual luciferase reporter system for quantitative and systematic assessment of regulatory sequences in Chinese hamster ovary cells. Sci Rep 2022; 12:6050. [PMID: 35410414 PMCID: PMC9001649 DOI: 10.1038/s41598-022-09887-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2021] [Accepted: 03/30/2022] [Indexed: 12/19/2022] Open
Abstract
Ongoing research efforts to identify potent regulatory sequences that deliver robust and sustained transgene expression are critical for Chinese hamster ovary (CHO) cell line development technologies to meet the growing demand for recombinant proteins. Here we report the engineering and validation of a highly customizable single vector toolkit that comprises an all-in-one dual luciferase reporter system for quantitative and systematic interrogation of transcriptional regulatory sequences in transient and stable transfectants of CHO cells. To model the execution of the reporter system, we implemented a battery of known constitutive promoters including human CMV-mIE, SV40, HSV-TK, mouse PGK, human EF1α, EF1α short (EFS), human UBC, synthetic CAG, and Chinese hamster EF1α (CHEF1α). Of the nine promoters, CMV-mIE yielded the highest transcriptional activity in transient transfection settings, while CHEF1α was the strongest among a select subset of promoters in stable transfectants of CHO-DG44 pools. Remodeling the vector toolkit to build a dual fluorescent reporter system featured an alternative to bioluminescence based reporters. We infer that the findings of this study may serve as a basis to establish new vectors with weak or strong constitutive promoters. Furthermore, the modular all-in-one architecture of the reporter system proved to be a viable tool for discovering novel regulatory sequences that ensure high levels of transient and stable transgene expression in CHO and perhaps other mammalian cell lines.
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28
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Ihling N, Munkler LP, Paul R, Berg C, Reichenbächer B, Kadisch M, Lang D, Büchs J. Non-invasive and time-resolved measurement of the respiration activity of Chinese hamster ovary cells enables prediction of key culture parameters in shake flasks. Biotechnol J 2022; 17:e2100677. [PMID: 35377965 DOI: 10.1002/biot.202100677] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2021] [Revised: 03/27/2022] [Accepted: 04/01/2022] [Indexed: 11/09/2022]
Abstract
BACKGROUND Shake flasks are frequently used for mammalian cell suspension cultures. For process development and routine culture monitoring, information on culture behaviour is needed early on. MAIN METHODS AND MAJOR RESULTS Here, cell-specific oxygen uptake rates (qO2 ) of two CHO cell lines were determined from shake flask experiments by simultaneous measurement of oxygen transfer rates (OTR) and viable cell concentrations (VCC). For cell line one, qO2 decreased from 2.38∙10-10 mmol cell-1 h-1 to 1.02∙10-10 mmol cell-1 h-1 during batch growth. For cell line two, qO2 was constant (1.90∙10-10 mmol h-1 ). Determined qO2 values were used to calculate the VCC from OTR data. Cumulated oxygen consumption and glucose consumption were correlated for both cell lines and enabled calculation of glucose concentrations from OTR data. IgG producing cell line one had an oxygen demand of ∼15 mmoloxygen gglucose -1 , cell line two consumed ∼5 mmoloxygen gglucose -1 . The established correlations for determination of VCC and glucose were successfully transferred to subsequent cultivations for both cell lines. Combined measurement of the OTR and the carbon dioxide transfer rate enabled quantitative determination of the lactate concentration (production and consumption) without sampling. CONCLUSIONS AND IMPLICATIONS Taken together, non-invasive measurement of the respiration activity enabled time-resolved determination of key culture parameters for increased process understanding in shake flasks. This article is protected by copyright. All rights reserved.
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Affiliation(s)
- Nina Ihling
- AVT - Biochemical Engineering, RWTH Aachen University, Forckenbeckstr. 51, Aachen, D-52074, Germany
| | - Lara Pauline Munkler
- AVT - Biochemical Engineering, RWTH Aachen University, Forckenbeckstr. 51, Aachen, D-52074, Germany
| | - Richard Paul
- AVT - Biochemical Engineering, RWTH Aachen University, Forckenbeckstr. 51, Aachen, D-52074, Germany
| | - Christoph Berg
- AVT - Biochemical Engineering, RWTH Aachen University, Forckenbeckstr. 51, Aachen, D-52074, Germany
| | | | - Marvin Kadisch
- Rentschler Biopharma SE, Erwin-Rentschler-Str. 21, Laupheim, 88471, Germany
| | - Dietmar Lang
- Rentschler Biopharma SE, Erwin-Rentschler-Str. 21, Laupheim, 88471, Germany
| | - Jochen Büchs
- AVT - Biochemical Engineering, RWTH Aachen University, Forckenbeckstr. 51, Aachen, D-52074, Germany
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29
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Malm M, Kuo CC, Barzadd MM, Mebrahtu A, Wistbacka N, Razavi R, Volk AL, Lundqvist M, Kotol D, Tegel H, Hober S, Edfors F, Gräslund T, Chotteau V, Field R, Varley PG, Roth RG, Lewis NE, Hatton D, Rockberg J. Harnessing secretory pathway differences between HEK293 and CHO to rescue production of difficult to express proteins. Metab Eng 2022; 72:171-187. [PMID: 35301123 PMCID: PMC9189052 DOI: 10.1016/j.ymben.2022.03.009] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2021] [Revised: 02/09/2022] [Accepted: 03/10/2022] [Indexed: 10/31/2022]
Abstract
Biologics represent the fastest growing group of therapeutics, but many advanced recombinant protein moieties remain difficult to produce. Here, we identify metabolic engineering targets limiting expression of recombinant human proteins through a systems biology analysis of the transcriptomes of CHO and HEK293 during recombinant expression. In an expression comparison of 24 difficult to express proteins, one third of the challenging human proteins displayed improved secretion upon host cell swapping from CHO to HEK293. Guided by a comprehensive transcriptomics comparison between cell lines, especially highlighting differences in secretory pathway utilization, a co-expression screening of 21 secretory pathway components validated ATF4, SRP9, JUN, PDIA3 and HSPA8 as productivity boosters in CHO. Moreover, more heavily glycosylated products benefitted more from the elevated activities of the N- and O-glycosyltransferases found in HEK293. Collectively, our results demonstrate the utilization of HEK293 for expression rescue of human proteins and suggest a methodology for identification of secretory pathway components for metabolic engineering of HEK293 and CHO.
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Affiliation(s)
- Magdalena Malm
- Dept. of Protein Science, KTH - Royal Institute of Technology, Stockholm, SE-106 91, Sweden
| | - Chih-Chung Kuo
- Departments of Pediatrics and Bioengineering, University of California, San Diego, La Jolla, CA, 92093, USA; The Novo Nordisk Foundation Center for Biosustainability at the University of California, San Diego, CA, 92093, USA
| | - Mona Moradi Barzadd
- Dept. of Protein Science, KTH - Royal Institute of Technology, Stockholm, SE-106 91, Sweden
| | - Aman Mebrahtu
- Dept. of Protein Science, KTH - Royal Institute of Technology, Stockholm, SE-106 91, Sweden
| | - Num Wistbacka
- Dept. of Protein Science, KTH - Royal Institute of Technology, Stockholm, SE-106 91, Sweden
| | - Ronia Razavi
- Dept. of Protein Science, KTH - Royal Institute of Technology, Stockholm, SE-106 91, Sweden
| | - Anna-Luisa Volk
- Dept. of Protein Science, KTH - Royal Institute of Technology, Stockholm, SE-106 91, Sweden
| | - Magnus Lundqvist
- Dept. of Protein Science, KTH - Royal Institute of Technology, Stockholm, SE-106 91, Sweden
| | - David Kotol
- Science for Life Laboratory, KTH - Royal Institute of Technology, Solna, 171 65, Sweden
| | - Hanna Tegel
- Dept. of Protein Science, KTH - Royal Institute of Technology, Stockholm, SE-106 91, Sweden
| | - Sophia Hober
- Dept. of Protein Science, KTH - Royal Institute of Technology, Stockholm, SE-106 91, Sweden
| | - Fredrik Edfors
- Science for Life Laboratory, KTH - Royal Institute of Technology, Solna, 171 65, Sweden
| | - Torbjörn Gräslund
- Dept. of Protein Science, KTH - Royal Institute of Technology, Stockholm, SE-106 91, Sweden
| | - Veronique Chotteau
- Dept. of Industrial Biotechnology, KTH - Royal Institute of Technology, Stockholm, SE-10691, Sweden
| | - Ray Field
- Cell Culture and Fermentation Sciences, BioPharmaceutical Development, BioPharmaceuticals R&D, AstraZeneca, Cambridge, UK
| | - Paul G Varley
- Cell Culture and Fermentation Sciences, BioPharmaceutical Development, BioPharmaceuticals R&D, AstraZeneca, Cambridge, UK
| | - Robert G Roth
- Discovery Biology, Discovery Sciences, BioPharmaceuticals R&D, AstraZeneca, Gothenburg, Sweden
| | - Nathan E Lewis
- Departments of Pediatrics and Bioengineering, University of California, San Diego, La Jolla, CA, 92093, USA; The Novo Nordisk Foundation Center for Biosustainability at the University of California, San Diego, CA, 92093, USA.
| | - Diane Hatton
- Cell Culture and Fermentation Sciences, BioPharmaceutical Development, BioPharmaceuticals R&D, AstraZeneca, Cambridge, UK
| | - Johan Rockberg
- Dept. of Protein Science, KTH - Royal Institute of Technology, Stockholm, SE-106 91, Sweden.
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30
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Spahn PN, Zhang X, Hu Q, Lu H, Hamaker NK, Hefzi H, Li S, Kuo CC, Huang Y, Lee JC, Davis AJ, Ly P, Lee KH, Lewis NE. Restoration of DNA repair mitigates genome instability and increases productivity of Chinese hamster ovary cells. Biotechnol Bioeng 2022; 119:963-982. [PMID: 34953085 PMCID: PMC8821244 DOI: 10.1002/bit.28016] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2021] [Accepted: 12/18/2021] [Indexed: 11/11/2022]
Abstract
Chinese hamster ovary (CHO) cells are the primary host for manufacturing of therapeutic proteins. However, productivity loss is a major problem and is associated with genome instability, as chromosomal aberrations reduce transgene copy number and decrease protein expression. We analyzed whole-genome sequencing data from 11 CHO cell lines and found deleterious single-nucleotide variants in DNA repair genes. Comparison with primary Chinese hamster cells confirmed DNA repair to be compromised in CHO. Correction of key DNA repair genes by single-nucleotide variant reversal or expression of intact complementary DNAs successfully improved DNA repair and mitigated karyotypic instability. Moreover, overexpression of intact copies of LIG4 and XRCC6 in a CHO cell line expressing secreted alkaline phosphatase mitigated transgene copy loss and improved protein titer retention. These results show that correction of DNA repair genes yields improvements in genome stability in CHO, and provide new opportunities for cell line development for sustainable protein expression.
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Affiliation(s)
- Philipp N. Spahn
- Department of Pediatrics, University of California, San Diego, La Jolla, CA 92093, The Novo Nordisk Foundation Center for Biosustainability at the University of California, San Diego School of Medicine, San Diego, La Jolla, CA 92093
| | - Xiaolin Zhang
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19711
| | - Qing Hu
- Department of Pathology, University of Texas Southwestern Medical Center, Dallas, TX 75390
| | - Huiming Lu
- Department of Radiation Oncology, University of Texas Southwestern Medical Center, Dallas, TX 75390
| | - Nathaniel K. Hamaker
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19711
| | - Hooman Hefzi
- Department of Bioengineering, University of California, San Diego, La Jolla, CA 92093
| | - Shangzhong Li
- Department of Bioengineering, University of California, San Diego, La Jolla, CA 92093
| | - Chih-Chung Kuo
- Department of Bioengineering, University of California, San Diego, La Jolla, CA 92093
| | - Yingxiang Huang
- Department of Pediatrics, University of California, San Diego, La Jolla, CA 92093
| | - Jamie C. Lee
- Department of Pediatrics, University of California, San Diego, La Jolla, CA 92093, Department of Bioengineering, University of California, San Diego, La Jolla, CA 92093
| | - Anthony J. Davis
- Department of Radiation Oncology, University of Texas Southwestern Medical Center, Dallas, TX 75390
| | - Peter Ly
- Department of Pathology, University of Texas Southwestern Medical Center, Dallas, TX 75390
| | - Kelvin H. Lee
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19711, These authors jointly supervised this work: Kelvin H. Lee, , 302-831-0344, Nathan E. Lewis, , 858-997-5844
| | - Nathan E. Lewis
- Department of Pediatrics, University of California, San Diego, La Jolla, CA 92093, The Novo Nordisk Foundation Center for Biosustainability at the University of California, San Diego School of Medicine, San Diego, La Jolla, CA 92093, Department of Bioengineering, University of California, San Diego, La Jolla, CA 92093, These authors jointly supervised this work: Kelvin H. Lee, , 302-831-0344, Nathan E. Lewis, , 858-997-5844
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31
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Comparative systeomics to elucidate physiological differences between CHO and SP2/0 cell lines. Sci Rep 2022; 12:3280. [PMID: 35228567 PMCID: PMC8885639 DOI: 10.1038/s41598-022-06886-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2021] [Accepted: 02/03/2022] [Indexed: 12/14/2022] Open
Abstract
Omics-based tools were coupled with bioinformatics for a systeomics analysis of two biopharma cell types: Chinese hamster ovary (M-CHO and CHO-K1) and SP2/0. Exponential and stationary phase samples revealed more than 10,000 transcripts and 6000 proteins across these two manufacturing cell lines. A statistical comparison of transcriptomics and proteomics data identified downregulated genes involved in protein folding, protein synthesis and protein metabolism, including PPIA-cyclophilin A, HSPD1, and EIF3K, in M-CHO compared to SP2/0 while cell cycle and actin cytoskeleton genes were reduced in SP2/0. KEGG pathway comparisons revealed glycerolipids, glycosphingolipids, ABC transporters, calcium signaling, cell adhesion, and secretion pathways depleted in M-CHO while retinol metabolism was upregulated. KEGG and IPA also indicated apoptosis, RNA degradation, and proteosomes enriched in CHO stationary phase. Alternatively, gene ontology analysis revealed an underrepresentation in ion and potassium channel activities, membrane proteins, and secretory granules including Stxbpt2, Syt1, Syt9, and Cma1 proteins in M-CHO. Additional enrichment strategies involving ultracentrifugation, biotinylation, and hydrazide chemistry identified over 4000 potential CHO membrane and secretory proteins, yet many secretory and membrane proteins were still depleted. This systeomics pipeline has revealed bottlenecks and potential opportunities for cell line engineering in CHO and SP2/0 to improve their production capabilities.
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32
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Szkodny AC, Lee KH. Biopharmaceutical Manufacturing: Historical Perspectives and Future Directions. Annu Rev Chem Biomol Eng 2022; 13:141-165. [PMID: 35300518 DOI: 10.1146/annurev-chembioeng-092220-125832] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
This review describes key milestones related to the production of biopharmaceuticals-therapies manufactured using recombinant DNA technology. The market for biopharmaceuticals has grown significantly since the first biopharmaceutical approval in 1982, and the scientific maturity of the technologies used in their manufacturing processes has grown concomitantly. Early processes relied on established unit operations, with research focused on process scale-up and improved culture productivity. In the early 2000s, changes in regulatory frameworks and the introduction of Quality by Design emphasized the importance of developing manufacturing processes to deliver a desired product quality profile. As a result, companies adopted platform processes and focused on understanding the dynamic interplay between product quality and processing conditions. The consistent and reproducible manufacturing processes of today's biopharmaceutical industry have set high standards for product efficacy, quality, and safety, and as the industry continues to evolve in the coming decade, intensified processing capabilities for an expanded range of therapeutic modalities will likely become routine. Expected final online publication date for the Annual Review of Chemical and Biomolecular Engineering, Volume 13 is October 2022. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
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Affiliation(s)
- Alana C Szkodny
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, Delaware 19716, USA; ;
| | - Kelvin H Lee
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, Delaware 19716, USA; ;
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Marx N, Eisenhut P, Weinguny M, Klanert G, Borth N. How to train your cell - Towards controlling phenotypes by harnessing the epigenome of Chinese hamster ovary production cell lines. Biotechnol Adv 2022; 56:107924. [PMID: 35149147 DOI: 10.1016/j.biotechadv.2022.107924] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2021] [Revised: 02/03/2022] [Accepted: 02/04/2022] [Indexed: 11/24/2022]
Abstract
Recent advances in omics technologies and the broad availability of big datasets have revolutionized our understanding of Chinese hamster ovary cells in their role as the most prevalent host for production of complex biopharmaceuticals. In consequence, our perception of this "workhorse of the biopharmaceutical industry" has successively shifted from that of a nicely working, but unknown recombinant protein producing black box to a biological system governed by multiple complex regulatory layers that might possibly be harnessed and manipulated at will. Despite the tremendous progress that has been made to characterize CHO cells on various omics levels, our understanding is still far from complete. The well-known inherent genetic plasticity of any immortalized and rapidly dividing cell line also characterizes CHO cells and can lead to problematic instability of recombinant protein production. While the high mutational frequency has been a focus of CHO cell research for decades, the impact of epigenetics and its role in differential gene expression has only recently been addressed. In this review we provide an overview about the current understanding of epigenetic regulation in CHO cells and discuss its significance for shaping the cell's phenotype. We also look into current state-of-the-art technology that can be applied to harness and manipulate the epigenetic network so as to nudge CHO cells towards a specific phenotype. Here, we revise current strategies on site-directed integration and random as well as targeted epigenome modifications. Finally, we address open questions that need to be investigated to exploit the full repertoire of fine-tuned control of multiplexed gene expression using epigenetic and systems biology tools.
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Affiliation(s)
- Nicolas Marx
- University of Natural Resources and Life Sciences, Vienna, Austria
| | - Peter Eisenhut
- Austrian Centre for Industrial Biotechnology GmbH, Vienna, Austria
| | - Marcus Weinguny
- University of Natural Resources and Life Sciences, Vienna, Austria; Austrian Centre for Industrial Biotechnology GmbH, Vienna, Austria
| | - Gerald Klanert
- Austrian Centre for Industrial Biotechnology GmbH, Vienna, Austria
| | - Nicole Borth
- University of Natural Resources and Life Sciences, Vienna, Austria; Austrian Centre for Industrial Biotechnology GmbH, Vienna, Austria.
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Kavaliauskaitė J, Kazlauskaitė A, Lazutka JR, Mozolevskis G, Stirkė A. Pulsed Electric Fields Alter Expression of NF-κB Promoter-Controlled Gene. Int J Mol Sci 2021; 23:ijms23010451. [PMID: 35008875 PMCID: PMC8745616 DOI: 10.3390/ijms23010451] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2021] [Revised: 12/19/2021] [Accepted: 12/29/2021] [Indexed: 11/16/2022] Open
Abstract
The possibility to artificially adjust and fine-tune gene expression is one of the key milestones in bioengineering, synthetic biology, and advanced medicine. Since the effects of proteins or other transgene products depend on the dosage, controlled gene expression is required for any applications, where even slight fluctuations of the transgene product impact its function or other critical cell parameters. In this context, physical techniques demonstrate optimistic perspectives, and pulsed electric field technology is a potential candidate for a noninvasive, biophysical gene regulator, exploiting an easily adjustable pulse generating device. We exposed mammalian cells, transfected with a NF-κB pathway-controlled transcription system, to a range of microsecond-duration pulsed electric field parameters. To prevent toxicity, we used protocols that would generate relatively mild physical stimulation. The present study, for the first time, proves the principle that microsecond-duration pulsed electric fields can alter single-gene expression in plasmid context in mammalian cells without significant damage to cell integrity or viability. Gene expression might be upregulated or downregulated depending on the cell line and parameters applied. This noninvasive, ligand-, cofactor-, nanoparticle-free approach enables easily controlled direct electrostimulation of the construct carrying the gene of interest; the discovery may contribute towards the path of simplification of the complexity of physical systems in gene regulation and create further synergies between electronics, synthetic biology, and medicine.
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Affiliation(s)
- Justina Kavaliauskaitė
- Laboratory of Bioelectrics, Center for Physical Sciences and Technology, Sauletekio Ave. 3, LT-10257 Vilnius, Lithuania; (J.K.); (A.K.)
- Department of Botany and Genetics, Institute of Biosciences, Life Sciences Center, Vilnius University, Sauletekio Ave. 7, LT-10222 Vilnius, Lithuania;
| | - Auksė Kazlauskaitė
- Laboratory of Bioelectrics, Center for Physical Sciences and Technology, Sauletekio Ave. 3, LT-10257 Vilnius, Lithuania; (J.K.); (A.K.)
- Department of Botany and Genetics, Institute of Biosciences, Life Sciences Center, Vilnius University, Sauletekio Ave. 7, LT-10222 Vilnius, Lithuania;
| | - Juozas Rimantas Lazutka
- Department of Botany and Genetics, Institute of Biosciences, Life Sciences Center, Vilnius University, Sauletekio Ave. 7, LT-10222 Vilnius, Lithuania;
| | - Gatis Mozolevskis
- Laboratory of Prototyping of Electronic and Photonic Devices, Institute of Solid State Physics, University of Latvia, Kengaraga Str. 8, LV-1063 Riga, Latvia;
| | - Arūnas Stirkė
- Laboratory of Bioelectrics, Center for Physical Sciences and Technology, Sauletekio Ave. 3, LT-10257 Vilnius, Lithuania; (J.K.); (A.K.)
- Laboratory of Prototyping of Electronic and Photonic Devices, Institute of Solid State Physics, University of Latvia, Kengaraga Str. 8, LV-1063 Riga, Latvia;
- Correspondence:
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MacDonald MA, Nöbel M, Roche Recinos D, Martínez VS, Schulz BL, Howard CB, Baker K, Shave E, Lee YY, Marcellin E, Mahler S, Nielsen LK, Munro T. Perfusion culture of Chinese Hamster Ovary cells for bioprocessing applications. Crit Rev Biotechnol 2021; 42:1099-1115. [PMID: 34844499 DOI: 10.1080/07388551.2021.1998821] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
Much of the biopharmaceutical industry's success over the past 30 years has relied on products derived from Chinese Hamster Ovary (CHO) cell lines. During this time, improvements in mammalian cell cultures have come from cell line development and process optimization suited for large-scale fed-batch processes. Originally developed for high cell densities and sensitive products, perfusion processes have a long history. Driven by high volumetric titers and a small footprint, perfusion-based bioprocess research has regained an interest from academia and industry. The recent pandemic has further highlighted the need for such intensified biomanufacturing options. In this review, we outline the technical history of research in this field as it applies to biologics production in CHO cells. We demonstrate a number of emerging trends in the literature and corroborate these with underlying drivers in the commercial space. From these trends, we speculate that the future of perfusion bioprocesses is bright and that the fields of media optimization, continuous processing, and cell line engineering hold the greatest potential. Aligning in its continuous setup with the demands for Industry 4.0, perfusion biomanufacturing is likely to be a hot topic in the years to come.
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Affiliation(s)
- Michael A MacDonald
- ARC Training Centre for Biopharmaceutical Innovation, Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, St. Lucia, Brisbane, Australia.,Thermo Fisher Scientific, Woolloongabba, Brisbane, Australia
| | - Matthias Nöbel
- ARC Training Centre for Biopharmaceutical Innovation, Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, St. Lucia, Brisbane, Australia.,Thermo Fisher Scientific, Woolloongabba, Brisbane, Australia
| | - Dinora Roche Recinos
- ARC Training Centre for Biopharmaceutical Innovation, Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, St. Lucia, Brisbane, Australia.,CSL Limited, Parkville, Melbourne, Australia
| | - Verónica S Martínez
- ARC Training Centre for Biopharmaceutical Innovation, Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, St. Lucia, Brisbane, Australia
| | - Benjamin L Schulz
- ARC Training Centre for Biopharmaceutical Innovation, Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, St. Lucia, Brisbane, Australia.,School of Chemistry and Molecular Biosciences, The University of Queensland, St. Lucia, Brisbane, Australia
| | - Christopher B Howard
- ARC Training Centre for Biopharmaceutical Innovation, Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, St. Lucia, Brisbane, Australia
| | - Kym Baker
- Thermo Fisher Scientific, Woolloongabba, Brisbane, Australia
| | - Evan Shave
- Thermo Fisher Scientific, Woolloongabba, Brisbane, Australia
| | | | - Esteban Marcellin
- ARC Training Centre for Biopharmaceutical Innovation, Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, St. Lucia, Brisbane, Australia.,Metabolomics Australia, The University of Queensland, St. Lucia, Brisbane, Australia
| | - Stephen Mahler
- ARC Training Centre for Biopharmaceutical Innovation, Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, St. Lucia, Brisbane, Australia
| | - Lars Keld Nielsen
- ARC Training Centre for Biopharmaceutical Innovation, Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, St. Lucia, Brisbane, Australia.,Metabolomics Australia, The University of Queensland, St. Lucia, Brisbane, Australia.,The Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Kongens Lyngby, Denmark
| | - Trent Munro
- ARC Training Centre for Biopharmaceutical Innovation, Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, St. Lucia, Brisbane, Australia.,National Biologics Facility, The University of Queensland, St. Lucia, Brisbane, Australia
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MacDonald ML, Lee KH. EvalDNA: a machine learning-based tool for the comprehensive evaluation of mammalian genome assembly quality. BMC Bioinformatics 2021; 22:570. [PMID: 34837948 PMCID: PMC8627028 DOI: 10.1186/s12859-021-04480-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2020] [Accepted: 11/15/2021] [Indexed: 11/16/2022] Open
Abstract
Background To select the most complete, continuous, and accurate assembly for an organism of interest, comprehensive quality assessment of assemblies is necessary. We present a novel tool, called Evaluation of De Novo Assemblies (EvalDNA), which uses supervised machine learning for the quality scoring of genome assemblies and does not require an existing reference genome for accuracy assessment. Results EvalDNA calculates a list of quality metrics from an assembled sequence and applies a model created from supervised machine learning methods to integrate various metrics into a comprehensive quality score. A well-tested, accurate model for scoring mammalian genome sequences is provided as part of EvalDNA. This random forest regression model evaluates an assembled sequence based on continuity, completeness, and accuracy, and was able to explain 86% of the variation in reference-based quality scores within the testing data. EvalDNA was applied to human chromosome 14 assemblies from the GAGE study to rank genome assemblers and to compare EvalDNA to two other quality evaluation tools. In addition, EvalDNA was used to evaluate several genome assemblies of the Chinese hamster genome to help establish a better reference genome for the biopharmaceutical manufacturing community. EvalDNA was also used to assess more recent human assemblies from the QUAST-LG study completed in 2018, and its ability to score bacterial genomes was examined through application on bacterial assemblies from the GAGE-B study. Conclusions EvalDNA enables scientists to easily identify the best available genome assembly for their organism of interest without requiring a reference assembly. EvalDNA sets itself apart from other quality assessment tools by producing a quality score that enables direct comparison among assemblies from different species. Supplementary Information The online version contains supplementary material available at 10.1186/s12859-021-04480-2.
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Affiliation(s)
- Madolyn L MacDonald
- Center for Bioinformatics and Computational Biology, University of Delaware, 15 Innovation Way, Newark, 19711, USA.,Department of Computer and Information Sciences, University of Delaware, 18 Amstel Ave., Newark, 19716, USA.,Delaware Biotechnology Institute, University of Delaware, 15 Innovation Way, Newark, 19711, USA
| | - Kelvin H Lee
- Delaware Biotechnology Institute, University of Delaware, 15 Innovation Way, Newark, 19711, USA. .,Department of Chemical and Biomolecular Engineering, University of Delaware, 150 Academy Street, Newark, 19716, USA.
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Liew H, Meister S, Mein S, Tessonnier T, Kopp B, Held T, Haberer T, Abdollahi A, Debus J, Dokic I, Mairani A. Combined DNA Damage Repair Interference and Ion Beam Therapy: Development, Benchmark, and Clinical Implications of a Mechanistic Biological Model. Int J Radiat Oncol Biol Phys 2021; 112:802-817. [PMID: 34710524 DOI: 10.1016/j.ijrobp.2021.09.048] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2021] [Revised: 09/10/2021] [Accepted: 09/28/2021] [Indexed: 12/11/2022]
Abstract
PURPOSE Our purpose was to develop a mechanistic model that describes and predicts radiation response after combined DNA damage repair interference (DDRi) and particle radiation therapy. METHODS AND MATERIALS The heterogeneous dose distributions of protons and 4He ions were implemented into the "UNIfied and VERSatile bio-response Engine" (UNIVERSE). Predictions for monoenergetic and mixed fields over clinically relevant dose and linear energy transfer range were compared with experimental in vitro survival data measured in this work as well as data available in the literature, including different cell lines and DDR interferences. Ultimately, UNIVERSE predictions were investigated in a patient plan. RESULTS UNIVERSE accurately predicts survival of cell lines with and without DDRi in clinical settings of ion beam therapy based only on 3 parameters derived from photon data. With increasing dose or linear energy transfer, the radiosensitizing effect of DDRi decreases, resulting in diminished relative biological effect of ion beam radiation for cells subjected to DDRi in comparison to cells that are not. Similar trends were observed in patient plan recalculations; however, this analysis also suggests that DDRi + particle radiation therapy may better preserve the therapeutic window in comparison to DDRi + photon radiation therapy. CONCLUSIONS The presented framework represents the first mechanistic model of combined DDRi and particle radiation therapy comprehensively benchmarked in clinically relevant scenarios and a step toward more personalized treatment. It reveals potential differences between DDRi + photon radiation therapy versus DDRi + particle radiation therapy, which have not been described so far. UNIVERSE could aid in appraising the clinical viability of combined administration of radiosensitizing drugs and charged particle therapy, as well as the identification of patients with known DDR deficiencies in the tumor who might benefit from therapy with light ions, freeing limited space at heavy ion therapy centers.
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Affiliation(s)
- Hans Liew
- Clinical Cooperation Unit Translational Radiation Oncology, German Cancer Consortium (DKTK) Core-Center Heidelberg, National Center for Tumor Diseases (NCT), Heidelberg University Hospital (UKHD) and German Cancer Research Center (DKFZ), Heidelberg, Germany; Division of Molecular and Translational Radiation Oncology, Heidelberg Faculty of Medicine (MFHD) and Heidelberg University Hospital (UKHD), Heidelberg Ion-Beam Therapy Center (HIT), Heidelberg, Germany; Heidelberg Institute of Radiation Oncology (HIRO), National Center for Radiation Oncology (NCRO), Heidelberg University and German Cancer Research Center (DKFZ), Heidelberg, Germany; Faculty of Physics and Astronomy, Heidelberg University, Heidelberg, Germany
| | - Sarah Meister
- Clinical Cooperation Unit Translational Radiation Oncology, German Cancer Consortium (DKTK) Core-Center Heidelberg, National Center for Tumor Diseases (NCT), Heidelberg University Hospital (UKHD) and German Cancer Research Center (DKFZ), Heidelberg, Germany; Division of Molecular and Translational Radiation Oncology, Heidelberg Faculty of Medicine (MFHD) and Heidelberg University Hospital (UKHD), Heidelberg Ion-Beam Therapy Center (HIT), Heidelberg, Germany; Heidelberg Institute of Radiation Oncology (HIRO), National Center for Radiation Oncology (NCRO), Heidelberg University and German Cancer Research Center (DKFZ), Heidelberg, Germany; Faculty of Biology, Heidelberg University, Heidelberg, Germany
| | - Stewart Mein
- Clinical Cooperation Unit Translational Radiation Oncology, German Cancer Consortium (DKTK) Core-Center Heidelberg, National Center for Tumor Diseases (NCT), Heidelberg University Hospital (UKHD) and German Cancer Research Center (DKFZ), Heidelberg, Germany; Division of Molecular and Translational Radiation Oncology, Heidelberg Faculty of Medicine (MFHD) and Heidelberg University Hospital (UKHD), Heidelberg Ion-Beam Therapy Center (HIT), Heidelberg, Germany; Heidelberg Institute of Radiation Oncology (HIRO), National Center for Radiation Oncology (NCRO), Heidelberg University and German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Thomas Tessonnier
- Heidelberg Ion-Beam Therapy Center (HIT), Department of Radiation Oncology, Heidelberg University Hospital, Heidelberg, Germany
| | - Benedikt Kopp
- Clinical Cooperation Unit Translational Radiation Oncology, German Cancer Consortium (DKTK) Core-Center Heidelberg, National Center for Tumor Diseases (NCT), Heidelberg University Hospital (UKHD) and German Cancer Research Center (DKFZ), Heidelberg, Germany; Division of Molecular and Translational Radiation Oncology, Heidelberg Faculty of Medicine (MFHD) and Heidelberg University Hospital (UKHD), Heidelberg Ion-Beam Therapy Center (HIT), Heidelberg, Germany; Heidelberg Institute of Radiation Oncology (HIRO), National Center for Radiation Oncology (NCRO), Heidelberg University and German Cancer Research Center (DKFZ), Heidelberg, Germany; Faculty of Physics and Astronomy, Heidelberg University, Heidelberg, Germany
| | - Thomas Held
- Department of Radiation Oncology, Heidelberg University Hospital, Heidelberg Institute of Radiation Oncology (HIRO), University Hospital Heidelberg, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany
| | - Thomas Haberer
- Heidelberg Ion-Beam Therapy Center (HIT), Department of Radiation Oncology, Heidelberg University Hospital, Heidelberg, Germany
| | - Amir Abdollahi
- Clinical Cooperation Unit Translational Radiation Oncology, German Cancer Consortium (DKTK) Core-Center Heidelberg, National Center for Tumor Diseases (NCT), Heidelberg University Hospital (UKHD) and German Cancer Research Center (DKFZ), Heidelberg, Germany; Division of Molecular and Translational Radiation Oncology, Heidelberg Faculty of Medicine (MFHD) and Heidelberg University Hospital (UKHD), Heidelberg Ion-Beam Therapy Center (HIT), Heidelberg, Germany; Heidelberg Institute of Radiation Oncology (HIRO), National Center for Radiation Oncology (NCRO), Heidelberg University and German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Jürgen Debus
- Division of Molecular and Translational Radiation Oncology, Heidelberg Faculty of Medicine (MFHD) and Heidelberg University Hospital (UKHD), Heidelberg Ion-Beam Therapy Center (HIT), Heidelberg, Germany; Heidelberg Institute of Radiation Oncology (HIRO), National Center for Radiation Oncology (NCRO), Heidelberg University and German Cancer Research Center (DKFZ), Heidelberg, Germany; Faculty of Physics and Astronomy, Heidelberg University, Heidelberg, Germany; Department of Radiation Oncology, Heidelberg University Hospital, Heidelberg Institute of Radiation Oncology (HIRO), University Hospital Heidelberg, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany; Clinical Cooperation Unit Radiation Oncology, German Cancer Consortium (DKTK) Core-Center Heidelberg, National Center for Tumor Diseases (NCT), Heidelberg University Hospital (UKHD) and German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Ivana Dokic
- Clinical Cooperation Unit Translational Radiation Oncology, German Cancer Consortium (DKTK) Core-Center Heidelberg, National Center for Tumor Diseases (NCT), Heidelberg University Hospital (UKHD) and German Cancer Research Center (DKFZ), Heidelberg, Germany; Division of Molecular and Translational Radiation Oncology, Heidelberg Faculty of Medicine (MFHD) and Heidelberg University Hospital (UKHD), Heidelberg Ion-Beam Therapy Center (HIT), Heidelberg, Germany; Heidelberg Institute of Radiation Oncology (HIRO), National Center for Radiation Oncology (NCRO), Heidelberg University and German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Andrea Mairani
- Heidelberg Ion-Beam Therapy Center (HIT), Department of Radiation Oncology, Heidelberg University Hospital, Heidelberg, Germany; National Centre of Oncological Hadrontherapy (CNAO), Medical Physics, Pavia, Italy.
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Li GB, Pollard J, Liu R, Stevens RC, Quiroz J, Nelson MC, Manahan M, Murgolo N, Ehrick RS, Wallenstein EJ, Hughes J, Tsao YS, Zhao J, Du Z, Tugcu N, Pollard D. Retrospective assessment of clonality of a legacy cell line by analytical subcloning of the master cell bank. Biotechnol Prog 2021; 38:e3215. [PMID: 34586757 DOI: 10.1002/btpr.3215] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2021] [Revised: 09/06/2021] [Accepted: 09/16/2021] [Indexed: 11/10/2022]
Abstract
In recent years, assurance of clonality of the production cell line has been emphasized by health authorities during review of regulatory submissions. When insufficient assurance of clonality is provided, augmented control strategies may be required for a commercial production process. In this study, we conducted a retrospective assessment of clonality of a legacy cell line through analysis of subclones from the master cell bank (MCB). Twenty-four subclones were randomly selected based on a predetermined acceptance sampling plan. All these subclones share a conserved integration junction, thus providing a high level of assurance that the cell population in the MCB was derived from a single progenitor cell. However, Southern blot analysis indicates that at least four subpopulations possibly exist in the MCB. Additional characterization of these four subpopulations demonstrated that the resulting changes in product quality attributes of some subclones are not related to the genetic heterogeneity observed in Southern blot hybridization. Furthermore, process consistency, process comparability, and analytical comparability have been demonstrated in batches produced across varying manufacturing processes, scales, facilities, cell banks, and cell ages. Finally, process and product consistency together with a high level of assurance of clonal origin of the MCB helped clear the hurdle for regulatory approval without requirement of additional control strategies.
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Affiliation(s)
- Guanghua Benson Li
- Biologics Process Research & Development, Merck & Co., Inc., Kenilworth, New Jersey, USA
| | - Jennifer Pollard
- Biologics Process Research & Development, Merck & Co., Inc., Kenilworth, New Jersey, USA
| | - Ren Liu
- Biologics Process Research & Development, Merck & Co., Inc., Kenilworth, New Jersey, USA
| | - Richard C Stevens
- Genetics and Pharmacogenomics, Merck & Co., Inc., Kenilworth, New Jersey, USA
| | - Jorge Quiroz
- Research CMC Statistics, Merck & Co., Inc., Kenilworth, New Jersey, USA
| | - Michael C Nelson
- Biologics Process Research & Development, Merck & Co., Inc., Kenilworth, New Jersey, USA
| | - Matthew Manahan
- Biologics Process Research & Development, Merck & Co., Inc., Kenilworth, New Jersey, USA
| | - Nicholas Murgolo
- Genetics and Pharmacogenomics, Merck & Co., Inc., Kenilworth, New Jersey, USA
| | - Robin S Ehrick
- Biologics Process Research & Development, Merck & Co., Inc., Kenilworth, New Jersey, USA
| | - Eric J Wallenstein
- Biologics Process Development & Commercialization, Merck & Co., Inc., Kenilworth, New Jersey, USA
| | - Jason Hughes
- Global Research IT, Merck & Co., Inc., Kenilworth, New Jersey, USA
| | - Yung-Shyeng Tsao
- Biologics Process Research & Development, Merck & Co., Inc., Kenilworth, New Jersey, USA
| | - Jia Zhao
- Biologics Process Research & Development, Merck & Co., Inc., Kenilworth, New Jersey, USA
| | - Zhimei Du
- Biologics Process Research & Development, Merck & Co., Inc., Kenilworth, New Jersey, USA
| | - Nihal Tugcu
- Biologics Process Research & Development, Merck & Co., Inc., Kenilworth, New Jersey, USA
| | - David Pollard
- Biologics Process Research & Development, Merck & Co., Inc., Kenilworth, New Jersey, USA
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Apostol I, Bondarenko PV, Ren D, Semin DJ, Wu CH, Zhang Z, Goudar CT. Enabling development, manufacturing, and regulatory approval of biotherapeutics through advances in mass spectrometry. Curr Opin Biotechnol 2021; 71:206-215. [PMID: 34508981 DOI: 10.1016/j.copbio.2021.08.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2021] [Revised: 07/20/2021] [Accepted: 08/04/2021] [Indexed: 10/20/2022]
Abstract
Rapid technological advances have significantly improved the capability, versatility, and robustness of mass spectrometers which has led to them playing a central role in the development, characterization, and regulatory filings of biopharmaceuticals. Their application spans the entire continuum of drug development, starting with discovery research through product development, characterization, and marketing authorization and continues well into product life cycle management. The scope of application extends beyond traditional protein characterization and includes elements like clone selection, cell culture physiology and bioprocess optimization, investigation support, and process analytical technology. More recently, advances in the MS-based multi-attribute method are enabling the introduction of MS in a cGMP environment for routine release and stability testing. While most applications of MS to date have been for monoclonal antibodies, the successes and learnings should translate to the characterization of next-gen biotherapeutics where modalities like multispecifics could be more prevalent. In this review, we describe the most significant advances in MS and correlate them to the broad spectrum of applications to biotherapeutic development. We anticipate rapid technological improvements to continue that will further accelerate widespread deployment of MS, thereby elevating our overall understanding of product quality and enabling attribute-focused product development.
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Affiliation(s)
- Izydor Apostol
- Attribute Sciences, Process Development, Amgen Inc., 1 Amgen Center Drive, Thousand Oaks, CA 91320, United States
| | - Pavel V Bondarenko
- Attribute Sciences, Process Development, Amgen Inc., 1 Amgen Center Drive, Thousand Oaks, CA 91320, United States
| | - Da Ren
- Attribute Sciences, Process Development, Amgen Inc., 1 Amgen Center Drive, Thousand Oaks, CA 91320, United States
| | - David J Semin
- Attribute Sciences, Process Development, Amgen Inc., 1 Amgen Center Drive, Thousand Oaks, CA 91320, United States
| | - Chao-Hsiang Wu
- Attribute Sciences, Process Development, Amgen Inc., 1 Amgen Center Drive, Thousand Oaks, CA 91320, United States
| | - Zhongqi Zhang
- Attribute Sciences, Process Development, Amgen Inc., 1 Amgen Center Drive, Thousand Oaks, CA 91320, United States
| | - Chetan T Goudar
- Attribute Sciences, Process Development, Amgen Inc., 1 Amgen Center Drive, Thousand Oaks, CA 91320, United States.
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Boosted Pro-Inflammatory Activity in Human PBMCs by Lipopolysaccharide and SARS-CoV-2 Spike Protein Is Regulated by α-1 Antitrypsin. Int J Mol Sci 2021; 22:ijms22157941. [PMID: 34360706 PMCID: PMC8347018 DOI: 10.3390/ijms22157941] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2021] [Revised: 07/21/2021] [Accepted: 07/23/2021] [Indexed: 12/11/2022] Open
Abstract
For the treatment of severe COVID-19, supplementation with human plasma-purified α-1 antitrypsin (AAT) to patients is currently considered. AAT inhibits host proteases that facilitate viral entry and possesses broad anti-inflammatory and immunomodulatory activities. Researchers have demonstrated that an interaction between SARS-CoV-2 spike protein (S) and lipopolysaccharides (LPS) enhances pro-inflammatory responses in vitro and in vivo. Hence, we wanted to understand the potential anti-inflammatory activities of plasma-derived and recombinant AAT (recAAT) in a model of human total peripheral blood mononuclear cells (PBMCs) exposed to a combination of CHO expressed trimeric spike protein and LPS, ex vivo. We confirmed that cytokine production was enhanced in PBMCs within six hours when low levels of LPS were combined with purified spike proteins (“spike”). In the presence of 0.5 mg/mL recAAT, however, LPS/spike-induced TNF-α and IL-1β mRNA expression and protein release were significantly inhibited (by about 46–50%) relative to LPS/spike alone. Although without statistical significance, recAAT also reduced production of IL-6 and IL-8. Notably, under the same experimental conditions, the plasma-derived AAT preparation Respreeza (used in native and oxidized forms) did not show significant effects. Our findings imply that an early pro-inflammatory activation of human PBMCs is better controlled by the recombinant version of AAT than the human plasma-derived AAT used here. Considering the increasing clinical interest in AAT therapy as useful to ameliorate the hyper-inflammation seen during COVID-19 infection, different AAT preparations require careful evaluation.
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41
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Bryan L, Henry M, Kelly RM, Frye CC, Osborne MD, Clynes M, Meleady P. Mapping the molecular basis for growth related phenotypes in industrial producer CHO cell lines using differential proteomic analysis. BMC Biotechnol 2021; 21:43. [PMID: 34301236 PMCID: PMC8305936 DOI: 10.1186/s12896-021-00704-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2021] [Accepted: 06/23/2021] [Indexed: 11/24/2022] Open
Abstract
Background The ability to achieve high peak viable cell density earlier in CHO cell culture and maintain an extended cell viability throughout the production process is highly desirable to increase recombinant protein yields, reduce host cell impurities for downstream processing and reduce the cost of goods. In this study we implemented label-free LC-MS/MS proteomic profiling of IgG4 producing CHO cell lines throughout the duration of the cell culture to identify differentially expressed (DE) proteins and intracellular pathways associated with the high peak viable cell density (VCD) and extended culture VCD phenotypes. Results We identified key pathways in DNA replication, mitotic cell cycle and evasion of p53 mediated apoptosis in high peak VCD clonally derived cell lines (CDCLs). ER to Golgi vesicle mediated transport was found to be highly expressed in extended culture VCD CDCLs while networks involving endocytosis and oxidative stress response were significantly downregulated. Conclusion This investigation highlights key pathways for targeted engineering to generate desirable CHO cell phenotypes for biotherapeutic production. Supplementary Information The online version contains supplementary material available at 10.1186/s12896-021-00704-8.
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Affiliation(s)
- Laura Bryan
- National Institute for Cellular Biotechnology, Dublin City University, Glasnevin, Dublin 9, Ireland.
| | - Michael Henry
- National Institute for Cellular Biotechnology, Dublin City University, Glasnevin, Dublin 9, Ireland
| | - Ronan M Kelly
- Eli Lilly and Company, LTC-North, 1200 Kentucky Avenue, Indianapolis, IN, 46225, USA
| | - Christopher C Frye
- Eli Lilly and Company, LTC-North, 1200 Kentucky Avenue, Indianapolis, IN, 46225, USA
| | | | - Martin Clynes
- National Institute for Cellular Biotechnology, Dublin City University, Glasnevin, Dublin 9, Ireland
| | - Paula Meleady
- National Institute for Cellular Biotechnology, Dublin City University, Glasnevin, Dublin 9, Ireland
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42
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Schmieder V, Novak N, Dhiman H, Nguyen LN, Serafimova E, Klanert G, Baumann M, Kildegaard HF, Borth N. A pooled CRISPR/AsCpf1 screen using paired gRNAs to induce genomic deletions in Chinese hamster ovary cells. ACTA ACUST UNITED AC 2021; 31:e00649. [PMID: 34277363 PMCID: PMC8261548 DOI: 10.1016/j.btre.2021.e00649] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2020] [Revised: 06/06/2021] [Accepted: 06/16/2021] [Indexed: 12/13/2022]
Abstract
• Development of a small-scale CRISPR/AsCpf1 screen in CHO. • Usage of paired gRNAs enables full deletion of coding or noncoding genomic regions. • Growth perturbing paired gRNAs identified. • Key points for considerations in future screens identified.
Chinese hamster ovary (CHO) cells are the most widely used host for the expression of therapeutic proteins. Recently, significant progress has been made due to advances in genome sequence and annotation quality to unravel the black box CHO. Nevertheless, in many cases the link between genotype and phenotype in the context of suspension cultivated production cell lines is still not fully understood. While frameshift approaches targeting coding genes are frequently used, the non-coding regions of the genome have received less attention with respect to such functional annotation. Importantly, for non-coding regions frameshift knock-out strategies are not feasible. In this study, we developed a CRISPR-mediated screening approach that performs full deletions of genomic regions to enable the functional study of both the translated and untranslated genome. An in silico pipeline for the computational high-throughput design of paired guide RNAs (pgRNAs) directing CRISPR/AsCpf1 was established and used to generate a library tackling process-related genes and long non-coding RNAs. Next generation sequencing analysis of the plasmid library revealed a sufficient, but highly variable pgRNA composition. Recombinase-mediated cassette exchange was applied for pgRNA library integration rather than viral transduction to ensure single copy representation of pgRNAs per cell. After transient AsCpf1 expression, cells were cultivated over two sequential batches to identify pgRNAs which massively affected growth and survival. By comparing pgRNA abundance, depleted candidates were identified and individually validated to verify their effect.
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Key Words
- AsCpf1, Cpf1 from Acidaminococcus sp BV3L6
- CHO, Chinese hamster ovary
- CPM, counts per million reads mapped
- CRISPR, Clustered Regularly Interspaced Short Palindromic Repeats
- CRISPR/AsCpf1
- Cas9, CRISPR-associated protein 9
- Chinese hamster ovary cells
- Cpf1, CRISPR-associated protein in Prevotella and Francisella
- DE, differentially expressed
- DOWN-TTS, downstream transcription termination site
- DR, differentially represented
- EV, empty vector
- EpoFc, Erythropoietin Fc fusion protein
- FACS, fluorescence activated cell sorting
- FC, fold change
- FDR, false discovery rate
- GS, glutamine synthetase
- Genetic screen
- NGS, next generation sequencing
- NTC, no template control
- PAM, protospacer adjacent motif
- PCA, principal component analysis
- Qp, specific productivity
- RMCE, recombinase-mediated cassette exchange
- TMM, trimmed mean of M values
- UP-TSS, upstream transcription start site
- VCD, viable cell density
- dCas9, deactivated Cas9
- gRNA, guide RNA
- genomic deletion
- lncRNA, long non-coding RNA
- ncGene, non-coding gene
- oligo, oligonucleotide
- paired gRNAs
- pgRNA, paired gRNA
- sgRNA, single guide RNA
- µ, growth rate
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Affiliation(s)
- Valerie Schmieder
- Department of Biotechnology, BOKU University of Natural Resources and Life Sciences, Muthgasse 18, Vienna, Austria.,acib GmbH, Austrian Centre of Industrial Biotechnology, Muthgasse 11, Vienna, Austria
| | - Neža Novak
- Department of Biotechnology, BOKU University of Natural Resources and Life Sciences, Muthgasse 18, Vienna, Austria.,acib GmbH, Austrian Centre of Industrial Biotechnology, Muthgasse 11, Vienna, Austria
| | - Heena Dhiman
- Department of Biotechnology, BOKU University of Natural Resources and Life Sciences, Muthgasse 18, Vienna, Austria.,acib GmbH, Austrian Centre of Industrial Biotechnology, Muthgasse 11, Vienna, Austria
| | - Ly Ngoc Nguyen
- Department of Biotechnology, BOKU University of Natural Resources and Life Sciences, Muthgasse 18, Vienna, Austria.,acib GmbH, Austrian Centre of Industrial Biotechnology, Muthgasse 11, Vienna, Austria
| | - Evgenija Serafimova
- Department of Biotechnology, BOKU University of Natural Resources and Life Sciences, Muthgasse 18, Vienna, Austria.,acib GmbH, Austrian Centre of Industrial Biotechnology, Muthgasse 11, Vienna, Austria
| | - Gerald Klanert
- acib GmbH, Austrian Centre of Industrial Biotechnology, Muthgasse 11, Vienna, Austria
| | - Martina Baumann
- acib GmbH, Austrian Centre of Industrial Biotechnology, Muthgasse 11, Vienna, Austria
| | - Helene Faustrup Kildegaard
- The Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Building 220, Kemitorvet, Kgs. Lyngby, Denmark
| | - Nicole Borth
- Department of Biotechnology, BOKU University of Natural Resources and Life Sciences, Muthgasse 18, Vienna, Austria.,acib GmbH, Austrian Centre of Industrial Biotechnology, Muthgasse 11, Vienna, Austria
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43
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McKitrick TR, Bernard SM, Noll AJ, Collins BC, Goth CK, McQuillan AM, Heimburg-Molinaro J, Herrin BR, Wilson IA, Cooper MD, Cummings RD. Novel lamprey antibody recognizes terminal sulfated galactose epitopes on mammalian glycoproteins. Commun Biol 2021; 4:674. [PMID: 34083726 PMCID: PMC8175384 DOI: 10.1038/s42003-021-02199-7] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2020] [Accepted: 04/14/2021] [Indexed: 12/19/2022] Open
Abstract
The terminal galactose residues of N- and O-glycans in animal glycoproteins are often sialylated and/or fucosylated, but sulfation, such as 3-O-sulfated galactose (3-O-SGal), represents an additional, but poorly understood modification. To this end, we have developed a novel sea lamprey variable lymphocyte receptor (VLR) termed O6 to explore 3-O-SGal expression. O6 was engineered as a recombinant murine IgG chimera and its specificity and affinity to the 3-O-SGal epitope was defined using a variety of approaches, including glycan and glycoprotein microarray analyses, isothermal calorimetry, ligand-bound crystal structure, FACS, and immunohistochemistry of human tissue macroarrays. 3-O-SGal is expressed on N-glycans of many plasma and tissue glycoproteins, but recognition by O6 is often masked by sialic acid and thus exposed by treatment with neuraminidase. O6 recognizes many human tissues, consistent with expression of the cognate sulfotransferases (GAL3ST-2 and GAL3ST-3). The availability of O6 for exploring 3-O-SGal expression could lead to new biomarkers for disease and aid in understanding the functional roles of terminal modifications of glycans and relationships between terminal sulfation, sialylation and fucosylation.
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Affiliation(s)
- Tanya R McKitrick
- Department of Surgery, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - Steffen M Bernard
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA, USA
| | - Alexander J Noll
- Department of Surgery, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
- Enteric Disease Department, Naval Medical Research Center, Silver Spring, MD, USA
| | - Bernard C Collins
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA, USA
| | - Christoffer K Goth
- Department of Surgery, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
- Department of Biomedical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Alyssa M McQuillan
- Department of Surgery, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - Jamie Heimburg-Molinaro
- Department of Surgery, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - Brantley R Herrin
- Department of Pathology and Laboratory Medicine, Emory Vaccine Center, Emory University School of Medicine, Atlanta, GA, USA
- Acceleron Pharma, Boston, MA, USA
| | - Ian A Wilson
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA, USA
- The Skaggs Institute for Chemical Biology, The Scripps Research Institute, La Jolla, CA, USA
| | - Max D Cooper
- Department of Pathology and Laboratory Medicine, Emory Vaccine Center, Emory University School of Medicine, Atlanta, GA, USA
| | - Richard D Cummings
- Department of Surgery, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA.
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44
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Marx N, Dhiman H, Schmieder V, Freire CM, Nguyen LN, Klanert G, Borth N. Enhanced targeted DNA methylation of the CMV and endogenous promoters with dCas9-DNMT3A3L entails distinct subsequent histone modification changes in CHO cells. Metab Eng 2021; 66:268-282. [PMID: 33965614 DOI: 10.1016/j.ymben.2021.04.014] [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: 02/02/2021] [Revised: 04/02/2021] [Accepted: 04/22/2021] [Indexed: 01/08/2023]
Abstract
With the emergence of new CRISPR/dCas9 tools that enable site specific modulation of DNA methylation and histone modifications, more detailed investigations of the contribution of epigenetic regulation to the precise phenotype of cells in culture, including recombinant production subclones, is now possible. These also allow a wide range of applications in metabolic engineering once the impact of such epigenetic modifications on the chromatin state is available. In this study, enhanced DNA methylation tools were targeted to a recombinant viral promoter (CMV), an endogenous promoter that is silenced in its native state in CHO cells, but had been reactivated previously (β-galactoside α-2,6-sialyltransferase 1) and an active endogenous promoter (α-1,6-fucosyltransferase), respectively. Comparative ChIP-analysis of histone modifications revealed a general loss of active promoter histone marks and the acquisition of distinct repressive heterochromatin marks after targeted methylation. On the other hand, targeted demethylation resulted in autologous acquisition of active promoter histone marks and loss of repressive heterochromatin marks. These data suggest that DNA methylation directs the removal or deposition of specific histone marks associated with either active, poised or silenced chromatin. Moreover, we show that de novo methylation of the CMV promoter results in reduced transgene expression in CHO cells. Although targeted DNA methylation is not efficient, the transgene is repressed, thus offering an explanation for seemingly conflicting reports about the source of CMV promoter instability in CHO cells. Importantly, modulation of epigenetic marks enables to nudge the cell into a specific gene expression pattern or phenotype, which is stabilized in the cell by autologous addition of further epigenetic marks. Such engineering strategies have the added advantage of being reversible and potentially tunable to not only turn on or off a targeted gene, but also to achieve the setting of a desirable expression level.
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Affiliation(s)
- Nicolas Marx
- BOKU University of Natural Resources and Life Sciences, Vienna, Austria; Austrian Center for Industrial Biotechnology GmbH, Vienna, Austria
| | - Heena Dhiman
- BOKU University of Natural Resources and Life Sciences, Vienna, Austria; Austrian Center for Industrial Biotechnology GmbH, Vienna, Austria
| | - Valerie Schmieder
- BOKU University of Natural Resources and Life Sciences, Vienna, Austria; Austrian Center for Industrial Biotechnology GmbH, Vienna, Austria
| | | | - Ly Ngoc Nguyen
- BOKU University of Natural Resources and Life Sciences, Vienna, Austria; Austrian Center for Industrial Biotechnology GmbH, Vienna, Austria
| | - Gerald Klanert
- Austrian Center for Industrial Biotechnology GmbH, Vienna, Austria
| | - Nicole Borth
- BOKU University of Natural Resources and Life Sciences, Vienna, Austria; Austrian Center for Industrial Biotechnology GmbH, Vienna, Austria.
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45
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Klingler F, Mathias S, Schneider H, Buck T, Raab N, Zeh N, Shieh YW, Pfannstiel J, Otte K. Unveiling the CHO surfaceome: Identification of cell surface proteins reveals cell aggregation-relevant mechanisms. Biotechnol Bioeng 2021; 118:3015-3028. [PMID: 33951178 DOI: 10.1002/bit.27811] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2021] [Revised: 04/07/2021] [Accepted: 04/25/2021] [Indexed: 01/12/2023]
Abstract
Chinese hamster ovary (CHO) suspension cells are the main production hosts for biopharmaceuticals. For the improvement of production processes, it is essential to understand the interaction between CHO cells and their microenvironment. While the cellular membrane is the crucial surface barrier between the inner and outer cell compartments, the subgroup of cell surface proteins (surfaceome) is of particular interest due to its potential to react to external factors and initiate cell communication and interaction pathways. Therefore, the CHO surfaceome was explored for the first time by enriching exposed N-glycosylated membrane proteins before tandem mass spectrometry (MS/MS) analyses, identifying a total of 449 surface proteins, including 34 proteins specific for production cells. Functional annotation and classification located most proteins to the cell surface belonging mainly to the protein classes of receptors, enzymes, and transporters. In addition, adhesion molecules as cadherins, integrins, Ig superfamily and extracellular matrix (ECM) proteins as collagens, laminins, thrombospondin, fibronectin, and tenascin were significantly enriched, which are involved in mechanisms for the formation of cell junctions, cell-cell and cell-ECM adhesion as focal adhesions. As cell adhesion and aggregation counteracts scalable production of biopharmaceuticals, experimental validation confirmed differential expression of integrin β1 (ITGB1) and β3, CD44, laminin, and fibronectin on the surface of aggregation-prone CHO production cells. The subsequent modulation of the central interaction protein ITGB1 by small interfering RNA knockdown substantially counteracted cell aggregation pointing toward novel engineering routes for aggregation reduction in biopharmaceutical production cells and exemplifying the potential of the surfaceome for specified engineering strategies.
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Affiliation(s)
- Florian Klingler
- Institute of Applied Biotechnology, University of Applied Sciences Biberach, Biberach, Germany
| | - Sven Mathias
- Institute of Applied Biotechnology, University of Applied Sciences Biberach, Biberach, Germany.,Early Stage Bioprocess Development, Bioprocess Development Biologicals, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany
| | - Helga Schneider
- Institute of Applied Biotechnology, University of Applied Sciences Biberach, Biberach, Germany
| | - Theresa Buck
- Institute of Applied Biotechnology, University of Applied Sciences Biberach, Biberach, Germany
| | - Nadja Raab
- Institute of Applied Biotechnology, University of Applied Sciences Biberach, Biberach, Germany
| | - Nikolas Zeh
- Institute of Applied Biotechnology, University of Applied Sciences Biberach, Biberach, Germany
| | - Yu-Wei Shieh
- Institute of Applied Biotechnology, University of Applied Sciences Biberach, Biberach, Germany
| | - Jens Pfannstiel
- Core Facility Mass Spectrometry, University of Hohenheim, Stuttgart, Germany
| | - Kerstin Otte
- Institute of Applied Biotechnology, University of Applied Sciences Biberach, Biberach, Germany
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46
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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: 0.7] [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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47
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Bryan L, Clynes M, Meleady P. The emerging role of cellular post-translational modifications in modulating growth and productivity of recombinant Chinese hamster ovary cells. Biotechnol Adv 2021; 49:107757. [PMID: 33895332 DOI: 10.1016/j.biotechadv.2021.107757] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2020] [Revised: 04/19/2021] [Accepted: 04/19/2021] [Indexed: 02/06/2023]
Abstract
Chinese hamster ovary (CHO) cells are one of the most commonly used host cell lines used for the production human therapeutic proteins. Much research over the past two decades has focussed on improving the growth, titre and cell specific productivity of CHO cells and in turn lowering the costs associated with production of recombinant proteins. CHO cell engineering has become of particular interest in recent years following the publication of the CHO cell genome and the availability of data relating to the proteome, transcriptome and metabolome of CHO cells. However, data relating to the cellular post-translational modification (PTMs) which can affect the functionality of CHO cellular proteins has only begun to be presented in recent years. PTMs are important to many cellular processes and can further alter proteins by increasing the complexity of proteins and their interactions. In this review, we describe the research presented from CHO cells to date related on three of the most important PTMs; glycosylation, phosphorylation and ubiquitination.
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Affiliation(s)
- Laura Bryan
- National Institute for Cellular Biotechnology, Dublin City University, Glasnevin, Dublin 9, Ireland
| | - Martin Clynes
- National Institute for Cellular Biotechnology, Dublin City University, Glasnevin, Dublin 9, Ireland
| | - Paula Meleady
- National Institute for Cellular Biotechnology, Dublin City University, Glasnevin, Dublin 9, Ireland.
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48
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Obaidi I, Mota LM, Quigley A, Butler M. The role of protein hydrolysates in prolonging viability and enhancing antibody production of CHO cells. Appl Microbiol Biotechnol 2021; 105:3115-3129. [PMID: 33796891 DOI: 10.1007/s00253-021-11244-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2020] [Revised: 03/08/2021] [Accepted: 03/16/2021] [Indexed: 11/25/2022]
Abstract
Four independent mAb-producing CHO cell lines were grown in media supplemented with one of seven protein hydrolysates of animal and plant origin. This generated a 7x4 matrix of replicate cultures which was analysed for viable cell density and mAb productivity. In all cultures, a consistent growth rate was shown in batch culture up to 4 to 5 days. Differences between cultures appeared in the decline phase which was followed up to 7 days beyond the start of the cultures. There was a marginal but significant overall increase (x1.1) in the integral viable cell density (IVCD) in the presence of hydrolysate but a more substantial increase in the cell-specific mAb (qMab) productivity (x1.5). There were individual differences between hydrolysates in terms of enhancement of mAb productivity, the highest being a 166% increase of mAb titre (to 117 mg/L) in batch cultures of CHO-EG2 supplemented with UPcotton hydrolysate. The effect of one of the most active hydrolysates (HP7504) on antibody glycosylation was investigated. This showed no change in the predominant seven glycans produced but a significant increase in the galactosylation and sialylation of some but not all the antibodies. Overall, the animal hydrolysate, Primatone and two cotton-derived hydrolysates provided the most substantial benefit for enhanced productivity. The cotton-based hydrolysates can be viewed as valuable supplements for animal-derived component-free (ADCF) media and as a source for the investigation of chemically defined bioactive components. KEY POINTS: • Protein hydrolysates enhanced both IVCD & qMab; the effect on qMab being consistently greater. • Cotton-based hydrolysates showed high bioactivity and potential for use in serum-free media. • Enhanced galactosylation and sialylation was shown for some of the Mabs tested.
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Affiliation(s)
- Ismael Obaidi
- Cell Technology Group, National Institute for Bioprocessing, Research and Training (NIBRT), Fosters Avenue, Mount Merrion, Blackrock, Dublin, A94 X099, Ireland
- College of Pharmacy, University of Babylon, Babylon, Iraq
| | - Letícia Martins Mota
- Cell Technology Group, National Institute for Bioprocessing, Research and Training (NIBRT), Fosters Avenue, Mount Merrion, Blackrock, Dublin, A94 X099, Ireland
- School of Chemical and Bioprocess Engineering, University College Dublin, Dublin, D04 V1W8, Ireland
| | - Andrew Quigley
- Cell Technology Group, National Institute for Bioprocessing, Research and Training (NIBRT), Fosters Avenue, Mount Merrion, Blackrock, Dublin, A94 X099, Ireland
| | - Michael Butler
- Cell Technology Group, National Institute for Bioprocessing, Research and Training (NIBRT), Fosters Avenue, Mount Merrion, Blackrock, Dublin, A94 X099, Ireland.
- School of Chemical and Bioprocess Engineering, University College Dublin, Dublin, D04 V1W8, Ireland.
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49
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Brady JR, Love JC. Alternative hosts as the missing link for equitable therapeutic protein production. Nat Biotechnol 2021; 39:404-407. [PMID: 33782611 DOI: 10.1038/s41587-021-00884-w] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Affiliation(s)
- Joseph R Brady
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - J Christopher Love
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA.
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.
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50
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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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