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Choa JBD, Sasaki T, Kajiura H, Ikuta K, Fujiyama K, Misaki R. Effects of various disaccharide adaptations on recombinant IgA1 production in CHO-K1 suspension cells. Cytotechnology 2023; 75:219-229. [PMID: 37163134 PMCID: PMC10018586 DOI: 10.1007/s10616-023-00571-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2022] [Accepted: 02/09/2023] [Indexed: 03/28/2023] Open
Abstract
Immunoglobulin A (IgA) has been showing potential as a new therapeutic antibody. However, recombinant IgA suffers from low yield. Supplementation of the medium is an effective approach to improving the production and quality of recombinant proteins. In this study, we adapted IgA1-producing CHO-K1 suspension cells to a high concentration (150 mM) of different disaccharides, namely sucrose, maltose, lactose, and trehalose, to improve the production and quality of recombinant IgA1. The disaccharide-adapted cell lines had slower cell growth rates, but their cell viability was extended compared to the nonadapted IgA1-producing cell line. Glucose consumption was exhausted in all cell lines except for the maltose-adapted one, which still contained glucose even after the 9th day of culturing. Lactate production was higher among the disaccharide-adapted cell lines. The specific productivity of the maltose-adapted IgA1-producing line was 4.5-fold that of the nonadapted line. In addition, this specific productivity was higher than in previous productions of recombinant IgA1 with a lambda chain. Lastly, secreted IgA1 aggregated in all cell lines, which may have been caused by self-aggregation. This aggregation was also found to begin inside the cells for maltose-adapted cell line. These results suggest that a high concentration of disaccharide-supplemented induced hyperosmolarity in the IgA1-producing CHO-K1 cell lines. In addition, the maltose-adapted CHO-K1 cell line benefited from having an additional source of carbohydrate.
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Affiliation(s)
- John Benson D. Choa
- grid.136593.b0000 0004 0373 3971International Center for Biotechnology, Osaka University, 2-1 Yamada-Oka, Suita, Osaka 565-0871 Japan
| | - Tadahiro Sasaki
- grid.136593.b0000 0004 0373 3971Department of Viral Infections, Research Institute for Microbial Diseases, Osaka University, 3-1 Yamada-Oka, Suita, Osaka 565-0871 Japan
| | - Hiroyuki Kajiura
- grid.136593.b0000 0004 0373 3971International Center for Biotechnology, Osaka University, 2-1 Yamada-Oka, Suita, Osaka 565-0871 Japan
- grid.136593.b0000 0004 0373 3971Institute for Open and Transdisciplinary Research Initiatives (OTRI), Osaka University, 2-1 Yamada-Oka, Suita, Osaka 565-0871 Japan
| | - Kazuyoshi Ikuta
- grid.136593.b0000 0004 0373 3971Research Institute for Microbial Diseases, Osaka University, 3-1 Yamada-Oka, Suita, Osaka 565-0871 Japan
- BioAcademia, Inc, 3-1 Yamada-Oka, Suita, Osaka 565-0871 Japan
| | - Kazuhito Fujiyama
- grid.136593.b0000 0004 0373 3971International Center for Biotechnology, Osaka University, 2-1 Yamada-Oka, Suita, Osaka 565-0871 Japan
- grid.136593.b0000 0004 0373 3971Institute for Open and Transdisciplinary Research Initiatives (OTRI), Osaka University, 2-1 Yamada-Oka, Suita, Osaka 565-0871 Japan
- grid.10223.320000 0004 1937 0490Faculty of Science, Osaka University Cooperative Research Station in Southeast Asia (OU:CRS), Mahidol University, Bangkok, Thailand
| | - Ryo Misaki
- grid.136593.b0000 0004 0373 3971International Center for Biotechnology, Osaka University, 2-1 Yamada-Oka, Suita, Osaka 565-0871 Japan
- grid.136593.b0000 0004 0373 3971Institute for Open and Transdisciplinary Research Initiatives (OTRI), Osaka University, 2-1 Yamada-Oka, Suita, Osaka 565-0871 Japan
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2
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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: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [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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3
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Romanova N, Schelletter L, Hoffrogge R, Noll T. Hyperosmolality in CHO cell culture: effects on the proteome. Appl Microbiol Biotechnol 2022; 106:2569-2586. [PMID: 35312825 PMCID: PMC8990941 DOI: 10.1007/s00253-022-11861-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2021] [Revised: 02/24/2022] [Accepted: 02/26/2022] [Indexed: 12/16/2022]
Abstract
Chinese hamster ovary (CHO) cells are the most commonly used host cell lines for therapeutic protein production. Exposure of these cells to highly concentrated feed solution during fed-batch cultivation can lead to a non-physiological increase in osmolality (> 300 mOsm/kg) that affects cell physiology, morphology, and proteome. As addressed in previous studies (and indeed, as recently addressed in our research), hyperosmolalities of up to 545 mOsm/kg force cells to abort proliferation and gradually increase their volume—almost tripling it. At the same time, CHO cells also show a significant hyperosmolality-dependent increase in mitochondrial activity. To gain deeper insight into the molecular mechanisms that are involved in these processes, as detailed in this paper, we performed a comparative quantitative label-free proteome study of hyperosmolality-exposed CHO cells compared with control cells. Our analysis revealed differentially expressed key proteins that mediate mitochondrial activation, oxidative stress amelioration, and cell cycle progression. Our studies also demonstrate a previously unknown effect: the strong regulation of proteins can alter both cell membrane stiffness and permeability. For example, we observed that three types of septins (filamentous proteins that form diffusion barriers in the cell) became strongly up-regulated in response to hyperosmolality in the experimental setup. Overall, these new observations correlate well with recent CHO-based fluxome and transcriptome studies, and reveal additional unknown proteins involved in the response to hyperosmotic pressure by over-concentrated feed in mammalian cells. Key points • First-time comparative proteome analysis of CHO cells exposed to over-concentrated feed. • Discovery of membrane barrier-forming proteins up-regulation under hyperosmolality. • Description of mitochondrial and protein chaperones activation in treated cells.
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Affiliation(s)
- Nadiya Romanova
- Cell Culture Technology, Technical Faculty, Bielefeld University, Universitätsstraße 25, 33615, Bielefeld, Germany
| | - Louise Schelletter
- Cell Culture Technology, Technical Faculty, Bielefeld University, Universitätsstraße 25, 33615, Bielefeld, Germany
| | - Raimund Hoffrogge
- Cell Culture Technology, Technical Faculty, Bielefeld University, Universitätsstraße 25, 33615, Bielefeld, Germany
| | - Thomas Noll
- Cell Culture Technology, Technical Faculty, Bielefeld University, Universitätsstraße 25, 33615, Bielefeld, Germany.
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4
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Strasser L, Boi S, Guapo F, Donohue N, Barron N, Rainbow-Fletcher A, Bones J. Proteomic Landscape of Adeno-Associated Virus (AAV)-Producing HEK293 Cells. Int J Mol Sci 2021; 22:11499. [PMID: 34768929 DOI: 10.3390/ijms222111499] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2021] [Revised: 10/18/2021] [Accepted: 10/20/2021] [Indexed: 12/12/2022] Open
Abstract
Adeno-associated viral (AAV) vectors are widely used for gene therapy, providing treatment for diseases caused by absent or defective genes. Despite the success of gene therapy, AAV manufacturing is still challenging, with production yields being limited. With increased patient demand, improvements in host cell productivity through various engineering strategies will be necessary. Here, we study the host cell proteome of AAV5-producing HEK293 cells using reversed phase nano-liquid chromatography and tandem mass spectrometry (RPLC-MS/MS). Relative label-free quantitation (LFQ) was performed, allowing a comparison of transfected vs. untransfected cells. Gene ontology enrichment and pathway analysis revealed differential expression of proteins involved in fundamental cellular processes such as metabolism, proliferation, and cell death. Furthermore, changes in expression of proteins involved in endocytosis and lysosomal degradation were observed. Our data provides highly valuable insights into cellular mechanisms involved during recombinant AAV production by HEK293 cells, thus potentially enabling further improvements of gene therapy product manufacturing.
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5
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Strasser L, Farrell A, Ho JTC, Scheffler K, Cook K, Pankert P, Mowlds P, Viner R, Karger BL, Bones J. Proteomic Profiling of IgG1 Producing CHO Cells Using LC/LC-SPS-MS 3: The Effects of Bioprocessing Conditions on Productivity and Product Quality. Front Bioeng Biotechnol 2021; 9:569045. [PMID: 33898396 PMCID: PMC8062983 DOI: 10.3389/fbioe.2021.569045] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2020] [Accepted: 03/19/2021] [Indexed: 12/12/2022] Open
Abstract
The biopharmaceutical market is dominated by monoclonal antibodies, the majority of which are produced in Chinese hamster ovary (CHO) cell lines. Intense cell engineering, in combination with optimization of various process parameters results in increasing product titers. To enable further improvements in manufacturing processes, detailed information about how certain parameters affect cellular mechanisms in the production cells, and thereby also the expressed drug substance, is required. Therefore, in this study the effects of commonly applied changes in bioprocessing parameters on an anti-IL8 IgG1 producing CHO DP-12 cell line were investigated on the level of host cell proteome expression combined with product quality assessment of the expressed IgG1 monoclonal antibody. Applying shifts in temperature, pH and dissolved oxygen concentration, respectively, resulted in altered productivity and product quality. Furthermore, analysis of the cells using two-dimensional liquid chromatography-mass spectrometry employing tandem mass tag based isotopic quantitation and synchronous precursor selection-MS3 detection revealed substantial changes in the protein expression profiles of CHO cells. Pathway analysis indicated that applied bioprocessing conditions resulted in differential activation of oxidative phosphorylation. Additionally, activation of ERK5 and TNFR1 signaling suggested an affected cell cycle. Moreover, in-depth product characterization by means of charge variant analysis, peptide mapping, as well as structural and functional analysis, revealed posttranslational and structural changes in the expressed drug substance. Taken together, the present study allows the conclusion that, in anti-IL8 IgG1 producing CHO DP-12 cells, an improved energy metabolism achieved by lowering the cell culture pH is favorable when aiming towards high antibody production rates while maintaining product quality.
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Affiliation(s)
- Lisa Strasser
- Characterization and Comparability Laboratory, National Institute for Bioprocessing Research and Training, Dublin, Ireland
| | - Amy Farrell
- Characterization and Comparability Laboratory, National Institute for Bioprocessing Research and Training, Dublin, Ireland
| | - Jenny T C Ho
- Thermo Fisher Scientific, Hemel Hempstead, United Kingdom
| | | | - Ken Cook
- Thermo Fisher Scientific, Hemel Hempstead, United Kingdom
| | | | - Peter Mowlds
- Thermo Fisher Scientific, Hemel Hempstead, United Kingdom
| | - Rosa Viner
- Thermo Fisher Scientific, San Jose, CA, United States
| | - Barry L Karger
- Barnett Institute of Chemical and Biological Analysis, Northeastern University, Boston, MA, United States
| | - Jonathan Bones
- School of Chemical and Bioprocess Engineering, University College Dublin, Dublin, Ireland
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6
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Pérez-Rodriguez S, Ramírez OT, Trujillo-Roldán MA, Valdez-Cruz NA. Comparison of protein precipitation methods for sample preparation prior to proteomic analysis of Chinese hamster ovary cell homogenates. ELECTRON J BIOTECHN 2020. [DOI: 10.1016/j.ejbt.2020.09.006] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022] Open
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7
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Orellana CA, Martínez VS, MacDonald MA, Henry MN, Gillard M, Gray PP, Nielsen LK, Mahler S, Marcellin E. 'Omics driven discoveries of gene targets for apoptosis attenuation in CHO cells. Biotechnol Bioeng 2020; 118:481-490. [PMID: 32865815 DOI: 10.1002/bit.27548] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2019] [Revised: 07/22/2020] [Accepted: 08/14/2020] [Indexed: 12/15/2022]
Abstract
Chinese hamster ovary (CHO) cells are widely used in biopharmaceutical production. Improvements to cell lines and bioprocesses are constantly being explored. One of the major limitations of CHO cell culture is that the cells undergo apoptosis, leading to rapid cell death, which impedes reaching high recombinant protein titres. While several genetic engineering strategies have been successfully employed to reduce apoptosis, there is still room to further enhance CHO cell lines performance. 'Omics analysis is a powerful tool to better understand different phenotypes and for the identification of gene targets for engineering. Here, we present a comprehensive review of previous CHO 'omics studies that revealed changes in the expression of apoptosis-related genes. We highlight targets for genetic engineering that have reduced, or have the potential to reduce, apoptosis or to increase cell proliferation in CHO cells, with the final aim of increasing productivity.
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Affiliation(s)
- Camila A Orellana
- Australian Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland, Brisbane, Australia.,Department of Chemical and Bioprocess Engineering, School of Engineering, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Verónica S Martínez
- ARC Training Centre for Biopharmaceutical Innovation (CBI), Australian Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland, Brisbane, Australia
| | - Michael A MacDonald
- ARC Training Centre for Biopharmaceutical Innovation (CBI), Australian Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland, Brisbane, Australia
| | - Matthew N Henry
- Australian Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland, Brisbane, Australia
| | - Marianne Gillard
- Australian Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland, Brisbane, Australia
| | - Peter P Gray
- ARC Training Centre for Biopharmaceutical Innovation (CBI), Australian Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland, Brisbane, Australia
| | - Lars K Nielsen
- ARC Training Centre for Biopharmaceutical Innovation (CBI), Australian Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland, Brisbane, Australia.,Metabolomics Australia, The University of Queensland, Brisbane, Australia.,The Novo Nordisk Foundation Centre for Biosustainability, Technical University of Denmark, Kgs. Lyngby, Denmark
| | - Stephen Mahler
- ARC Training Centre for Biopharmaceutical Innovation (CBI), Australian Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland, Brisbane, Australia
| | - Esteban Marcellin
- ARC Training Centre for Biopharmaceutical Innovation (CBI), Australian Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland, Brisbane, Australia.,Metabolomics Australia, The University of Queensland, Brisbane, Australia
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8
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Tian J, He Q, Oliveira C, Qian Y, Egan S, Xu J, Qian N, Langsdorf E, Warrack B, Aranibar N, Reily M, Borys M, Li ZJ. Increased MSX level improves biological productivity and production stability in multiple recombinant GS CHO cell lines. Eng Life Sci 2020; 20:112-125. [PMID: 32874175 PMCID: PMC7447880 DOI: 10.1002/elsc.201900124] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2019] [Revised: 09/27/2019] [Accepted: 11/13/2019] [Indexed: 01/17/2023] Open
Abstract
Increasing cell culture productivity of recombinant proteins via process improvements is the primary focus for research groups within biologics manufacturing. Any recommendations to improve a manufacturing process obviously must be effective, but also be robust, scalable, and with product quality comparable to the original process. In this study, we report that three different GS-/- CHO cell lines developed in media containing a standard concentration of the selection agent methionine sulfoximine (MSX), but then exposed to increased MSX concentrations during seed train expansion, achieved titer increases of 10-19%. This result was observed in processes already considerably optimized. Expanding the cells with a higher MSX concentration improved cell line production stability with increased culture age. Production cultures in 500-L and 1000-L bioreactors replicated laboratory results using 5-L bioreactors, demonstrating process robustness and scalability. Furthermore, product quality attributes of the final drug substance using the higher MSX process were comparable with those from cells expanded in media with the standard selection MSX concentration. Subsequent mechanistic investigations confirmed that the cells were not altered at the genetic level in terms of integration profiles or gene copy number, nor transcriptional levels of glutamine synthetase, heavy chain, or light chain genes. This study provides an effective and applicable strategy to improve the productivity of therapeutic proteins for biologics manufacturing.
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Affiliation(s)
- Jun Tian
- Biologics Process DevelopmentGlobal Product Development and Supply, Bristol‐Myers Squibb CompanyDevensMAUSA
| | - Qin He
- Biologics Process DevelopmentGlobal Product Development and Supply, Bristol‐Myers Squibb CompanyDevensMAUSA
| | - Christopher Oliveira
- Biologics Process DevelopmentGlobal Product Development and Supply, Bristol‐Myers Squibb CompanyDevensMAUSA
| | - Yueming Qian
- Biologics Process DevelopmentGlobal Product Development and Supply, Bristol‐Myers Squibb CompanyDevensMAUSA
| | - Susan Egan
- Biologics Process DevelopmentGlobal Product Development and Supply, Bristol‐Myers Squibb CompanyDevensMAUSA
| | - Jianlin Xu
- Biologics Process DevelopmentGlobal Product Development and Supply, Bristol‐Myers Squibb CompanyDevensMAUSA
| | - Nan‐Xin Qian
- Biologics Process DevelopmentGlobal Product Development and Supply, Bristol‐Myers Squibb CompanyDevensMAUSA
| | - Erik Langsdorf
- Molecular & Cellular ScienceBristol‐Myers Squibb CompanyPrincetonNJUSA
| | - Bethanne Warrack
- Drug Development and Preclinical StudiesBristol‐Myers Squibb CompanyPrincetonNJUSA
| | - Nelly Aranibar
- Drug Development and Preclinical StudiesBristol‐Myers Squibb CompanyPrincetonNJUSA
| | - Michael Reily
- Drug Development and Preclinical StudiesBristol‐Myers Squibb CompanyPrincetonNJUSA
| | - Michael Borys
- Biologics Process DevelopmentGlobal Product Development and Supply, Bristol‐Myers Squibb CompanyDevensMAUSA
| | - Zheng Jian Li
- Biologics Process DevelopmentGlobal Product Development and Supply, Bristol‐Myers Squibb CompanyDevensMAUSA
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9
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Henry MN, MacDonald MA, Orellana CA, Gray PP, Gillard M, Baker K, Nielsen LK, Marcellin E, Mahler S, Martínez VS. Attenuating apoptosis in Chinese hamster ovary cells for improved biopharmaceutical production. Biotechnol Bioeng 2020; 117:1187-1203. [DOI: 10.1002/bit.27269] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2019] [Revised: 11/25/2019] [Accepted: 01/04/2020] [Indexed: 12/11/2022]
Affiliation(s)
- Matthew N. Henry
- Australian Institute for Bioengineering and Nanotechnology (AIBN) The University of Queensland Brisbane Queensland Australia
| | - Michael A. MacDonald
- ARC Training Centre for Biopharmaceutical Innovation (CBI) Australian Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland Brisbane Queensland Australia
| | - Camila A. Orellana
- Australian Institute for Bioengineering and Nanotechnology (AIBN) The University of Queensland Brisbane Queensland Australia
| | - Peter P. Gray
- Australian Institute for Bioengineering and Nanotechnology (AIBN) The University of Queensland Brisbane Queensland Australia
| | - Marianne Gillard
- Australian Institute for Bioengineering and Nanotechnology (AIBN) The University of Queensland Brisbane Queensland Australia
| | - Kym Baker
- ARC Training Centre for Biopharmaceutical Innovation (CBI) Australian Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland Brisbane Queensland Australia
- Patheon Biologics—A Part of Thermo Fisher Scientific Brisbane Queensland Australia
| | - Lars K. Nielsen
- Australian Institute for Bioengineering and Nanotechnology (AIBN) The University of Queensland Brisbane Queensland Australia
- ARC Training Centre for Biopharmaceutical Innovation (CBI) Australian Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland Brisbane Queensland Australia
- Metabolomics Australia The University of Queensland Brisbane Queensland Australia
- The Novo Nordisk Foundation Center for Biosustainability Technical University of Denmark Kgs. Lyngby Denmark
| | - Esteban Marcellin
- Australian Institute for Bioengineering and Nanotechnology (AIBN) The University of Queensland Brisbane Queensland Australia
- ARC Training Centre for Biopharmaceutical Innovation (CBI) Australian Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland Brisbane Queensland Australia
- Metabolomics Australia The University of Queensland Brisbane Queensland Australia
| | - Stephen Mahler
- ARC Training Centre for Biopharmaceutical Innovation (CBI) Australian Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland Brisbane Queensland Australia
| | - Verónica S. Martínez
- ARC Training Centre for Biopharmaceutical Innovation (CBI) Australian Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland Brisbane Queensland Australia
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10
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Xu N, Ou J, Si Y, Goh KY, Flanigan DD, Han X, Yang Y, Yang S, Zhou L, Liu X(. Proteomics insight into the production of monoclonal antibody. Biochem Eng J 2019; 145:177-85. [DOI: 10.1016/j.bej.2019.02.022] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
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11
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Torkashvand F, Mahboudi F, Vossoughi M, Fatemi E, Moosavi Basri SM, Heydari A, Vaziri B. Quantitative Proteomic Analysis of Cellular Responses to a Designed Amino Acid Feed in a Monoclonal Antibody
Producing Chinese Hamster Ovary Cell Line. Iran Biomed J 2018. [PMID: 29678103 PMCID: PMC6305810 DOI: 10.29252/.22.6.385] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Background: Chinese hamster ovary (CHO) cell line is considered as the most common cell line in the biopharmaceutical industry because of its capability in performing efficient post-translational modifications and producing the recombinant proteins, which are similar to natural human proteins. The optimization of the upstream process via different feed strategies has a great impact on the target molecule expression and yield. Methods: To determine and understand the molecular events beneath the feed effects on the CHO cell, a label-free quantitative proteomic analysis was applied. The proteome changes followed by the addition of a designed amino acid feed to the monoclonal antibody producing CHO cell line culture medium were investigated. Results: The glutathione synthesis, the negative regulation of the programmed cell death, proteasomal catabolic process, and the endosomal transport pathway were up-regulated in the group fed with a designed amino acid feed compared to the control group. Conclusion: Our findings could be helpful to identify new targets for metabolic engineering.
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Affiliation(s)
- Fatemeh Torkashvand
- Medical Biotechnology Department, Biotechnology Research Center, Pasteur Institute of Iran, Tehran, Iran
| | - Fereidoun Mahboudi
- Medical Biotechnology Department, Biotechnology Research Center, Pasteur Institute of Iran, Tehran, Iran
| | - Manouchehr Vossoughi
- Department of Chemical and Petroleum Engineering, Biochemical and Bioenvironmental Research Center Sharif University of Technology, Tehran, Iran
| | - Elnaz Fatemi
- Medical Biotechnology Department, Biotechnology Research Center, Pasteur Institute of Iran, Tehran, Iran
| | - Seyed Masoud Moosavi Basri
- Medical Biotechnology Department, Biotechnology Research Center, Pasteur Institute of Iran, Tehran, Iran
| | - Amir Heydari
- Department of Chemical Engineering, University of Mohaghegh Ardabili, Ardabil, Iran
| | - Behrouz Vaziri
- Medical Biotechnology Department, Biotechnology Research Center, Pasteur Institute of Iran, Tehran, Iran
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Abstract
Chinese hamster ovary (CHO) cells have been widely used to express heterologous genes and produce therapeutic proteins in biopharmaceutical industry. Different CHO host cells have distinct cell growth rates and protein expression characteristics. In this study, the expression of about 1,307 host proteins in three sublines, i.e. CHO K1, CHO S and CHO/dihydrofolate reductase (dhfr)- , were investigated and compared using proteomic analysis. The proteins involved in cell growth, glycolysis, tricarboxylic acid cycle, transcription, translation and glycosylation were quantitated using Liquid chromatography tandem-mass spectrometry (LC-MS/MS). The key host cell proteins that regulate the kinetics of cell growth and the magnitude of protein expression levels were identified. Furthermore, several rational cell engineering strategies on how to combine the desired features of fast cell growth and efficient production of therapeutic proteins into one new super CHO host cell have been proposed.
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Affiliation(s)
- Ningning Xu
- Department of Biomedical Engineering, University of Alabama at Birmingham (UAB), 1670 University Blvd, Birmingham, AL 35233, USA
| | - Chao Ma
- Department of Biomedical Engineering, University of Alabama at Birmingham (UAB), 1670 University Blvd, Birmingham, AL 35233, USA
| | - Jianfa Ou
- Department of Biomedical Engineering, University of Alabama at Birmingham (UAB), 1670 University Blvd, Birmingham, AL 35233, USA
| | - Wanqi Wendy Sun
- Department of Chemical and Biological Engineering, The University of Alabama (UA), 245 7th Avenue, Tuscaloosa, AL 35401, USA
| | - Lufang Zhou
- Departments of Medicine and Biomedical Engineering, University of Alabama at Birmingham (UAB), 703 19 Street South and 1530 3 Avenue South, Birmingham, AL 35294, USA
| | - Hui Hu
- Department of Microbiology, University of Alabama at Birmingham (UAB), 845 19 Street South, Birmingham AL 35294, USA
| | - Xiaoguang Margaret Liu
- Department of Biomedical Engineering, University of Alabama at Birmingham (UAB), 1670 University Blvd, Birmingham, AL 35233, USA
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Lee JH, Jeong YR, Kim YG, Lee GM. Understanding of decreased sialylation of Fc-fusion protein in hyperosmotic recombinant Chinese hamster ovary cell culture: N-glycosylation gene expression and N-linked glycan antennary profile. Biotechnol Bioeng 2017; 114:1721-1732. [PMID: 28266015 DOI: 10.1002/bit.26284] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2016] [Revised: 02/16/2017] [Accepted: 02/28/2017] [Indexed: 01/14/2023]
Abstract
To understand the effects of hyperosmolality on protein glycosylation, recombinant Chinese hamster ovary (rCHO) cells producing the Fc-fusion protein were cultivated in hyperosmolar medium resulting from adding NaCl (415 mOsm/kg). The hyperosmotic culture showed increased specific Fc-fusion protein productivity (qFc ) but a decreased proportion of acidic isoforms and sialic acid content of the Fc-fusion protein. The intracellular and extracellular sialidase activities in the hyperosmotic cultures were similar to those in the control culture (314 mOsm/kg), indicating that reduced sialylation of Fc-fusion protein at hyperosmolality was not due to elevated sialidase activity. Expression of 52 N-glycosylation-related genes was assessed by the NanoString nCounter system, which provides a direct digital readout using custom-designed color-coded probes. After 3 days of hyperosmotic culture, nine genes (ugp, slc35a3, slc35d2, gcs1, manea, mgat2, mgat5b, b4galt3, and b4galt4) were differentially expressed over 1.5-fold of the control, and all these genes were down-regulated. N-linked glycan analysis by anion exchange and hydrophilic interaction HPLC showed that the proportion of highly sialylated (di-, tri-, tetra-) and tetra-antennary N-linked glycans was significantly decreased upon hyperosmotic culture. Addition of betaine, an osmoprotectant, to the hyperosmotic culture significantly increased the proportion of highly sialylated and tetra-antennary N-linked glycans (P ≤ 0.05), while it increased the expression of the N-glycan branching/antennary genes (mgat2 and mgat4b). Thus, decreased expression of the genes with roles in the N-glycan biosynthesis pathway correlated with reduced sialic acid content of Fc-fusion protein caused by hyperosmolar conditions. Taken together, the results obtained in this study provide a better understanding of the detrimental effects of hyperosmolality on N-glycosylation, especially sialylation, in rCHO cells. Biotechnol. Bioeng. 2017;114: 1721-1732. © 2017 Wiley Periodicals, Inc.
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Affiliation(s)
- Jong Hyun Lee
- Department of Biological Sciences, KAIST, 335 Gwahak-ro, Yuseong-gu, Daejeon 305-701, Republic of Korea
| | - Yeong Ran Jeong
- Department of Biological Sciences, KAIST, 335 Gwahak-ro, Yuseong-gu, Daejeon 305-701, Republic of Korea
| | - Yeon-Gu Kim
- Biotechnology Process Engineering Center, KRIBB, Ochang-eup, Cheongwon-gu, Cheongju, Republic of Korea.,Department of Bioprocess Engineering, Korea University of Science and Technology (UST), Gajeong-ro, Yuseong-gu, Daejeon, Republic of Korea
| | - Gyun Min Lee
- Department of Biological Sciences, KAIST, 335 Gwahak-ro, Yuseong-gu, Daejeon 305-701, Republic of Korea
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Pfizenmaier J, Junghans L, Teleki A, Takors R. Hyperosmotic stimulus study discloses benefits in ATP supply and reveals miRNA/mRNA targets to improve recombinant protein production of CHO cells. Biotechnol J 2016; 11:1037-47. [PMID: 27214792 DOI: 10.1002/biot.201500606] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2015] [Revised: 03/07/2016] [Accepted: 05/12/2016] [Indexed: 01/02/2023]
Abstract
Biopharmaceuticals are predominantly produced by Chinese hamster ovary (CHO) cells cultivated in fed-batch mode. Hyperosmotic culture conditions (≥ 350 mOsmol kg(∑1) ) resulting from feeding of nutrients may enhance specific product formation rates (qp ). As an improved ATP supply was anticipated to enhance qp this study focused on the identification of suitable miRNA/mRNA targets to increase ATP levels. Therefor next generation sequencing and a compartment specific metabolomics approach were applied to analyze the response of an antibody (mAB) producing CHO cell line upon osmotic shift (280 → 430 mOsmol kg(-1) ). Hyperosmotic culture conditions caused a ∼2.6-fold increase of specific ATP formation rates together with a ∼1.7-fold rise in cytosolic and mitochondrial ATP-pools, thus showing increased ATP supply. mRNA expression analysis identified several genes encoding glycosylated proteins with strictly tissue related function. In addition, hyperosmotic culture conditions induced an upregulation of miR-132-3p, miR-132-5p, miR-182, miR-183, miR-194, miR-215-3p, miR-215-5p which have all been related to cell cycle arrest/proliferation in cancer studies. In relation to a previous independent CHO study miR-183 may be the most promising target to enhance qp by stable overexpression. Furthermore, deletion of genes with presumably dispensable function in suspension growing CHO cells may enhance mAB formation by increased ATP levels.
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Affiliation(s)
- Jennifer Pfizenmaier
- University of Stuttgart, Institute of Biochemical Engineering, Stuttgart, Germany
| | - Lisa Junghans
- University of Stuttgart, Institute of Biochemical Engineering, Stuttgart, Germany
| | - Attila Teleki
- University of Stuttgart, Institute of Biochemical Engineering, Stuttgart, Germany
| | - Ralf Takors
- University of Stuttgart, Institute of Biochemical Engineering, Stuttgart, Germany.
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15
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Badsha MB, Kurata H, Onitsuka M, Oga T, Omasa T. Metabolic analysis of antibody producing Chinese hamster ovary cell culture under different stresses conditions. J Biosci Bioeng 2016; 122:117-24. [PMID: 26803706 DOI: 10.1016/j.jbiosc.2015.12.013] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2015] [Revised: 12/15/2015] [Accepted: 12/17/2015] [Indexed: 01/03/2023]
Abstract
Chinese hamster ovary (CHO) cells are commonly used as the host cell lines concerning their ability to produce therapeutic proteins with complex post-translational modifications. In this study, we have investigated the time course extra- and intracellular metabolome data of the CHO-K1 cell line, under a control and stress conditions. The addition of NaCl and trehalose greatly suppressed cell growth, where the maximum viable cell density of NaCl and trehalose cultures were 2.2-fold and 2.8-fold less than that of a control culture. Contrariwise, the antibody production of both the NaCl and trehalose cultures was sustained for a longer time to surpass that of the control culture. The NaCl and trehalose cultures showed relatively similar dynamics of cell growth, antibody production, and substrate/product concentrations, while they indicated different dynamics from the control culture. The principal component analysis of extra- and intracellular metabolome dynamics indicated that their dynamic behaviors were consistent with biological functions. The qualitative pattern matching classification and hierarchical clustering analyses for the intracellular metabolome identified the metabolite clusters whose dynamic behaviors depend on NaCl and trehalose. The volcano plot revealed several reporter metabolites whose dynamics greatly change between in the NaCl and trehalose cultures. The elastic net identified some critical, intracellular metabolites that are distinct between the NaCl and trehalose. While a relatively small number of intracellular metabolites related to the cell growth, glucose, glutamine, lactate and ammonium ion concentrations, the mechanism of antibody production was suggested to be very complicated or not to be explained by elastic net regression analysis.
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Affiliation(s)
- Md Bahadur Badsha
- Department of Bioscience and Bioinformatics, Kyushu Institute of Technology, 680-4 Kawazu, Iizuka, Fukuoka 820-8502, Japan.
| | - Hiroyuki Kurata
- Department of Bioscience and Bioinformatics, Kyushu Institute of Technology, 680-4 Kawazu, Iizuka, Fukuoka 820-8502, Japan; Biomedical Informatics R&D Center, Kyushu Institute of Technology, 680-4 Kawazu, Iizuka, Fukuoka 820-8502, Japan.
| | - Masayoshi Onitsuka
- Institute of Technology and Science, Tokushima University, 2-1 Minamijosanjima-cho, Tokushima 770-8506, Japan.
| | - Takushi Oga
- Human Metabolome Technologies, Inc., 24 Denby Road, Suite 217, Boston, MA 02134, USA.
| | - Takeshi Omasa
- Department of Biotechnology, Graduate School of Engineering, Osaka University, U1E801, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan.
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Pfizenmaier J, Matuszczyk JC, Takors R. Changes in intracellular ATP-content of CHO cells as response to hyperosmolality. Biotechnol Prog 2015; 31:1212-6. [PMID: 26146937 DOI: 10.1002/btpr.2143] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2014] [Revised: 04/15/2015] [Indexed: 12/17/2022]
Abstract
A variety of approaches has been published to enhance specific productivity (qp) of recombinant Chinese hamster ovary (CHO) cells. Changes in culture conditions, e. g. temperature shifts, sodium butyrate treatment and hyperosmolality, were shown to improve qp . To contribute to a better understanding of the correlation between hyperosmolality and enhanced qp , we analyzed cellular kinetics and intracellular adenine nucleotide pools during osmotic shift periods. Known phenotypes like increased formation rates for lactate and product (anti-IL-8 antibody; qlactate, qp) as well as increased cell specific uptake rate for glucose (qglucose ) were found--besides inhibition of cell growth and G1-arrest occurred during batch cultivations with osmotic shift. The analysis of intracellular AXP pools revealed enlarged ATP amounts for cells as response to hyperosmolality while energy charges remained unchanged. Enhanced ATP-pools coincided with severely increased ATP formation rates (qATP ) which outweighed by far the putative requirements attributed to regulatory volume increase. Therefore elevated qATP mirrored an increased cellular demand for energy while experiencing hyperosmotic shift.
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Affiliation(s)
- Jennifer Pfizenmaier
- The Inst. of Biochemical Engineering, University of Stuttgart, Stuttgart, 70569, Germany
| | | | - Ralf Takors
- The Inst. of Biochemical Engineering, University of Stuttgart, Stuttgart, 70569, Germany
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17
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Liu Z, Dai S, Bones J, Ray S, Cha S, Karger BL, Li JJ, Wilson L, Hinckle G, Rossomando A. A quantitative proteomic analysis of cellular responses to high glucose media in Chinese hamster ovary cells. Biotechnol Prog 2015; 31:1026-38. [PMID: 25857574 DOI: 10.1002/btpr.2090] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2014] [Revised: 03/11/2015] [Indexed: 12/12/2022]
Abstract
A goal in recombinant protein production using Chinese hamster ovary (CHO) cells is to achieve both high specific productivity and high cell density. Addition of glucose to the culture media is necessary to maintain both cell growth and viability. We varied the glucose concentration in the media from 5 to 16 g/L and found that although specific productivity of CHO-DG44 cells increased with the glucose level, the integrated viable cell density decreased. To examine the biological basis of these results, we conducted a discovery proteomic study of CHO-DG44 cells grown under batch conditions in normal (5 g/L) or high (15 g/L) glucose over 3, 6, and 9 days. Approximately 5,000 proteins were confidently identified against an mRNA-based CHO-DG44 specific proteome database, with 2,800 proteins quantified with at least two peptides. A self-organizing map algorithm was used to deconvolute temporal expression profiles of quantitated proteins. Functional analysis of altered proteins suggested that differences in growth between the two glucose levels resulted from changes in crosstalk between glucose metabolism, recombinant protein expression, and cell death, providing an overall picture of the responses to high glucose environment. The high glucose environment may enhance recombinant dihydrofolate reductase in CHO cells by up-regulating NCK1 and down-regulating PRKRA, and may lower integrated viable cell density by activating mitochondrial- and endoplasmic reticulum-mediated cell death pathways by up-regulating HtrA2 and calpains. These proteins are suggested as potential targets for bioengineering to enhance recombinant protein production.
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Affiliation(s)
- Zhenke Liu
- Barnett Inst. and Dept. of Chemistry and Chemical Biology, Northeastern University, Boston, MA, 02115
| | - Shujia Dai
- Barnett Inst. and Dept. of Chemistry and Chemical Biology, Northeastern University, Boston, MA, 02115
| | - Jonathan Bones
- Barnett Inst. and Dept. of Chemistry and Chemical Biology, Northeastern University, Boston, MA, 02115
| | - Somak Ray
- Barnett Inst. and Dept. of Chemistry and Chemical Biology, Northeastern University, Boston, MA, 02115
| | - Sangwon Cha
- Barnett Inst. and Dept. of Chemistry and Chemical Biology, Northeastern University, Boston, MA, 02115
| | - Barry L Karger
- Barnett Inst. and Dept. of Chemistry and Chemical Biology, Northeastern University, Boston, MA, 02115
| | - Jingyi Jessica Li
- Dept. of Statistics, University of California, Los Angeles, CA, 90095
| | - Lee Wilson
- Alnylam Pharmaceuticals, Cambridge, MA, 02142
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Orellana CA, Marcellin E, Schulz BL, Nouwens AS, Gray PP, Nielsen LK. High-Antibody-Producing Chinese Hamster Ovary Cells Up-Regulate Intracellular Protein Transport and Glutathione Synthesis. J Proteome Res 2015; 14:609-18. [DOI: 10.1021/pr501027c] [Citation(s) in RCA: 47] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Affiliation(s)
- Camila A. Orellana
- Australian
Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland, Corner College and Cooper Roads (Bldg 75), Brisbane, QLD 4072, Australia
| | - Esteban Marcellin
- Australian
Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland, Corner College and Cooper Roads (Bldg 75), Brisbane, QLD 4072, Australia
| | - Benjamin L. Schulz
- School
of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, QLD 4072, Australia
| | - Amanda S. Nouwens
- Australian
Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland, Corner College and Cooper Roads (Bldg 75), Brisbane, QLD 4072, Australia
- School
of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, QLD 4072, Australia
| | - Peter P. Gray
- Australian
Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland, Corner College and Cooper Roads (Bldg 75), Brisbane, QLD 4072, Australia
| | - Lars K. Nielsen
- Australian
Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland, Corner College and Cooper Roads (Bldg 75), Brisbane, QLD 4072, Australia
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19
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Farrell A, McLoughlin N, Milne JJ, Marison IW, Bones J. Application of Multi-Omics Techniques for Bioprocess Design and Optimization in Chinese Hamster Ovary Cells. J Proteome Res 2014; 13:3144-59. [DOI: 10.1021/pr500219b] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Affiliation(s)
- Amy Farrell
- Characterisation
and Comparability Laboratory, NIBRT − The National Institute for Bioprocessing Research and Training, Foster Avenue, Mount Merrion, Blackrock, Co. Dublin, Ireland
| | - Niaobh McLoughlin
- Characterisation
and Comparability Laboratory, NIBRT − The National Institute for Bioprocessing Research and Training, Foster Avenue, Mount Merrion, Blackrock, Co. Dublin, Ireland
| | - John J. Milne
- Characterisation
and Comparability Laboratory, NIBRT − The National Institute for Bioprocessing Research and Training, Foster Avenue, Mount Merrion, Blackrock, Co. Dublin, Ireland
| | - Ian W. Marison
- Laboratory
of Integrated Bioprocessing, Dublin City University, Glasnevin, Dublin 9, Ireland
| | - Jonathan Bones
- Characterisation
and Comparability Laboratory, NIBRT − The National Institute for Bioprocessing Research and Training, Foster Avenue, Mount Merrion, Blackrock, Co. Dublin, Ireland
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Courtes FC, Lin J, Lim HL, Ng SW, Wong NS, Koh G, Vardy L, Yap MG, Loo B, Lee DY. Translatome analysis of CHO cells to identify key growth genes. J Biotechnol 2013; 167:215-24. [PMID: 23876478 DOI: 10.1016/j.jbiotec.2013.07.010] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2013] [Revised: 06/14/2013] [Accepted: 07/10/2013] [Indexed: 11/20/2022]
Abstract
We report the first investigation of translational efficiency on a global scale, also known as translatome, of a Chinese hamster ovary (CHO) DG44 cell line producing monoclonal antibodies (mAb). The translatome data was generated via combined use of high resolution and streamlined polysome profiling technology and proprietary Nimblegen microarrays probing for more than 13K annotated CHO-specific genes. The distribution of ribosome loading during the exponential growth phase revealed the translational activity corresponding to the maximal growth rate, thus allowing us to identify stably and highly translated genes encoding heterogeneous nuclear ribonucleoproteins (Hnrnpc and Hnrnpa2b1), protein regulator of cytokinesis 1 (Prc1), glucose-6-phosphate dehydrogenase (G6pdh), UTP6 small subunit processome (Utp6) and RuvB-like protein 1 (Ruvbl1) as potential key players for cellular growth. Moreover, correlation analysis between transcriptome and translatome data sets showed that transcript level and translation efficiency were uncoupled for 95% of investigated genes, suggesting the implication of translational control mechanisms such as the mTOR pathway. Thus, the current translatome analysis platform offers new insights into gene expression in CHO cell cultures by bridging the gap between transcriptome and proteome data, which will enable researchers of the bioprocessing field to prioritize in high-potential candidate genes and to devise optimal strategies for cell engineering toward improving culture performance.
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21
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Yousofshahi M, Orshansky M, Lee K, Hassoun S. Probabilistic strain optimization under constraint uncertainty. BMC Syst Biol 2013; 7:29. [PMID: 23548040 PMCID: PMC3626866 DOI: 10.1186/1752-0509-7-29] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/24/2012] [Accepted: 03/08/2013] [Indexed: 12/03/2022]
Abstract
Background An important step in strain optimization is to identify reactions whose activities should be modified to achieve the desired cellular objective. Preferably, these reactions are identified systematically, as the number of possible combinations of reaction modifications could be very large. Over the last several years, a number of computational methods have been described for identifying combinations of reaction modifications. However, none of these methods explicitly address uncertainties in implementing the reaction activity modifications. In this work, we model the uncertainties as probability distributions in the flux carrying capacities of reactions. Based on this model, we develop an optimization method that identifies reactions for flux capacity modifications to predict outcomes with high statistical likelihood. Results We compare three optimization methods that select an intervention set comprising up- or down-regulation of reaction flux capacity: CCOpt (Chance constrained optimization), DetOpt (Deterministic optimization), and MCOpt (Monte Carlo-based optimization). We evaluate the methods using a Monte Carlo simulation-based method, MCEval (Monte Carlo Evaluations). We present two case studies analyzing a CHO cell and an adipocyte model. The flux capacity distributions required for our methods were estimated from maximal reaction velocities or elementary mode analysis. The intervention set selected by CCOpt consistently outperforms the intervention set selected by DetOpt in terms of tolerance to flux capacity variations. MCEval shows that the optimal flux predicted based on the CCOpt intervention set is more likely to be obtained, in a probabilistic sense, than the flux predicted by DetOpt. The intervention sets identified by CCOpt and MCOpt were similar; however, the exhaustive sampling required by MCOpt incurred significantly greater computational cost. Conclusions Maximizing tolerance to variable engineering outcomes (in modifying enzyme activities) can identify intervention sets that statistically improve the desired cellular objective.
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Affiliation(s)
- Mona Yousofshahi
- Department of Computer Science, Tufts University, Medford, MA, USA
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22
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Berlec A, Strukelj B. Current state and recent advances in biopharmaceutical production in Escherichia coli, yeasts and mammalian cells. J Ind Microbiol Biotechnol 2013; 40:257-74. [PMID: 23385853 DOI: 10.1007/s10295-013-1235-0] [Citation(s) in RCA: 138] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2012] [Accepted: 01/22/2013] [Indexed: 12/28/2022]
Abstract
Almost all of the 200 or so approved biopharmaceuticals have been produced in one of three host systems: the bacterium Escherichia coli, yeasts (Saccharomyces cerevisiae, Pichia pastoris) and mammalian cells. We describe the most widely used methods for the expression of recombinant proteins in the cytoplasm or periplasm of E. coli, as well as strategies for secreting the product to the growth medium. Recombinant expression in E. coli influences the cell physiology and triggers a stress response, which has to be considered in process development. Increased expression of a functional protein can be achieved by optimizing the gene, plasmid, host cell, and fermentation process. Relevant properties of two yeast expression systems, S. cerevisiae and P. pastoris, are summarized. Optimization of expression in S. cerevisiae has focused mainly on increasing the secretion, which is otherwise limiting. P. pastoris was recently approved as a host for biopharmaceutical production for the first time. It enables high-level protein production and secretion. Additionally, genetic engineering has resulted in its ability to produce recombinant proteins with humanized glycosylation patterns. Several mammalian cell lines of either rodent or human origin are also used in biopharmaceutical production. Optimization of their expression has focused on clonal selection, interference with epigenetic factors and genetic engineering. Systemic optimization approaches are applied to all cell expression systems. They feature parallel high-throughput techniques, such as DNA microarray, next-generation sequencing and proteomics, and enable simultaneous monitoring of multiple parameters. Systemic approaches, together with technological advances such as disposable bioreactors and microbioreactors, are expected to lead to increased quality and quantity of biopharmaceuticals, as well as to reduced product development times.
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Carinhas N, Oliveira R, Alves PM, Carrondo MJ, Teixeira AP. Systems biotechnology of animal cells: the road to prediction. Trends Biotechnol 2012; 30:377-85. [DOI: 10.1016/j.tibtech.2012.03.004] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2012] [Revised: 03/11/2012] [Accepted: 03/14/2012] [Indexed: 12/26/2022]
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Kim JY, Kim YG, Lee GM. Differential in-gel electrophoresis (DIGE) analysis of CHO cells under hyperosmotic pressure: osmoprotective effect of glycine betaine addition. Biotechnol Bioeng 2012; 109:1395-403. [PMID: 22252946 DOI: 10.1002/bit.24442] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2011] [Revised: 01/04/2012] [Accepted: 01/04/2012] [Indexed: 12/13/2022]
Abstract
The use of glycine betaine combined with hyperosmolality is known to be an efficient means for achieving high protein production in recombinant Chinese hamster ovary (rCHO) cells. In order to understand the intracellular events and identify the key factors in rCHO cells cultivated with glycine betaine under hyperosmotic conditions, two-dimensional differential in-gel electrophoresis (2D-DIGE) followed by mass spectrometric analysis was applied. Differentially expressed 19 protein spots were selected and 16 different kinds of proteins were successfully identified. The identified proteins were associated with cellular metabolism (PEPCK, GAPDH, and PK), cellular architecture (β-tubulin and β-actin), protein folding (GRP78 and OSP94), mRNA processing (Rbm34, ACF, and IPMK), and protein secretion (γ-COP). 2D-Western blot analysis of β-tubulin, GAPDH, Peroxidoxin-1, and GRP78 confirmed the proteomic findings. The proteins identified from this study, which are related to cell growth and antibody production, can be applied to cell engineering for maximizing the efficacy of the use of glycine betaine combined with hyperosmolality in rCHO cells.
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Affiliation(s)
- Jee Yon Kim
- Department of Biological Sciences, Graduate School of Nanoscience and Technology (WCU), KAIST, 373-1 Kusong-Dong, Yusong-Gu, Daejon 305-701, Korea
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Dietmair S, Nielsen LK, Timmins NE. Mammalian cells as biopharmaceutical production hosts in the age of omics. Biotechnol J 2011; 7:75-89. [DOI: 10.1002/biot.201100369] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2011] [Revised: 10/31/2011] [Accepted: 10/31/2011] [Indexed: 12/11/2022]
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26
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Kim JY, Kim Y, Lee GM. CHO cells in biotechnology for production of recombinant proteins: current state and further potential. Appl Microbiol Biotechnol 2012; 93:917-30. [PMID: 22159888 DOI: 10.1007/s00253-011-3758-5] [Citation(s) in RCA: 495] [Impact Index Per Article: 38.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2011] [Revised: 11/09/2011] [Accepted: 11/10/2011] [Indexed: 10/14/2022]
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Chen F, Ye Z, Zhao L, Liu X, Fan L, Tan W. Correlation of antibody production rate with glucose and lactate metabolism in Chinese hamster ovary cells. Biotechnol Lett 2012; 34:425-32. [DOI: 10.1007/s10529-011-0798-y] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2011] [Accepted: 11/04/2011] [Indexed: 11/26/2022]
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Konno Y, Kobayashi Y, Takahashi K, Takahashi E, Sakae S, Wakitani M, Yamano K, Suzawa T, Yano K, Ohta T, Koike M, Wakamatsu K, Hosoi S. Fucose content of monoclonal antibodies can be controlled by culture medium osmolality for high antibody-dependent cellular cytotoxicity. Cytotechnology 2012; 64:249-65. [PMID: 21870215 DOI: 10.1007/s10616-011-9377-2] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2011] [Accepted: 07/15/2011] [Indexed: 12/17/2022] Open
Abstract
Antibody-dependent cellular cytotoxicity (ADCC) is dependent on the fucose content of oligosaccharides bound to monoclonal antibodies (MAbs). As MAbs with a low fucose content exhibit high ADCC activity, it is important to control the defucosylation levels (deFuc%) of MAbs and to analyze the factors that affect deFuc%. In this study, we observed that the deFuc% was inversely related to culture medium osmolality for MAbs produced in the rat hybridoma cell line YB2/0, with r (2) values as high as 0.92. Moreover, deFuc% exhibited the same correlation irrespective of the type of compound used for regulating osmolality (NaCl, KCl, fucose, fructose, creatine, or mannitol) at a culture scale ranging from 1 to 400 L. We succeeded in controlling MAb deFuc% by maintaining a constant medium osmolality in both perfusion and fed-batch cultures. In agreement with these observations, reverse transcription PCR analyses revealed decreased transcription of genes involved in glycolysis, GDP-fucose supply, and fucose transfer under hypoosmotic conditions.
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Baik JY, Ha TK, Kim YH, Lee GM. Proteomic understanding of intracellular responses of recombinant chinese hamster ovary cells adapted to grow in serum-free suspension culture. Biotechnol Prog 2011. [DOI: 10.1002/btpr.685] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
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Wei YYC, Naderi S, Meshram M, Budman H, Scharer JM, Ingalls BP, McConkey BJ. Proteomics analysis of chinese hamster ovary cells undergoing apoptosis during prolonged cultivation. Cytotechnology 2011; 63:663-77. [PMID: 21853334 DOI: 10.1007/s10616-011-9385-2] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2010] [Accepted: 07/20/2011] [Indexed: 12/19/2022] Open
Abstract
The degradation of environmental conditions, such as nutrient depletion and accumulation of toxic waste products over time, often lead to premature apoptotic cell death in mammalian cell cultures and suboptimal protein yield. Although apoptosis has been extensively researched, the changes in the whole cell proteome during prolonged cultivation, where apoptosis is a major mode of cell death, have not been examined. To our knowledge, the work presented here is the first whole cell proteome analysis of non-induced apoptosis in mammalian cells. Flow cytometry analyses of various activated caspases demonstrated the onset of apoptosis in Chinese hamster ovary cells during prolonged cultivation was primarily through the intrinsic pathway. Differential in gel electrophoresis proteomic study comparing protein samples collected during cultivation resulted in the identification of 40 differentially expressed proteins, including four cytoskeletal proteins, ten chaperone and folding proteins, seven metabolic enzymes and seven other proteins of varied functions. The induction of seven ER chaperones and foldases is a solid indication of the onset of the unfolded protein response, which is triggered by cellular and ER stresses, many of which occur during prolonged batch cultures. In addition, the upregulation of six glycolytic enzymes and another metabolic protein emphasizes that a change in the energy metabolism likely occurred as culture conditions degraded and apoptosis advanced. By identifying the intracellular changes during cultivation, this study provides a foundation for optimizing cell line-specific cultivation processes, prolonging longevity and maximizing protein production.
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Meleady P, Doolan P, Henry M, Barron N, Keenan J, O'Sullivan F, Clarke C, Gammell P, Melville MW, Leonard M, Clynes M. Sustained productivity in recombinant Chinese hamster ovary (CHO) cell lines: proteome analysis of the molecular basis for a process-related phenotype. BMC Biotechnol 2011; 11:78. [PMID: 21781345 PMCID: PMC3170212 DOI: 10.1186/1472-6750-11-78] [Citation(s) in RCA: 54] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2011] [Accepted: 07/24/2011] [Indexed: 11/25/2022] Open
Abstract
Background The ability of mammalian cell lines to sustain cell specific productivity (Qp) over the full duration of bioprocess culture is a highly desirable phenotype, but the molecular basis for sustainable productivity has not been previously investigated in detail. In order to identify proteins that may be associated with a sustained productivity phenotype, we have conducted a proteomic profiling analysis of two matched pairs of monoclonal antibody-producing Chinese hamster ovary (CHO) cell lines that differ in their ability to sustain productivity over a 10 day fed-batch culture. Results Proteomic profiling of inherent differences between the two sets of comparators using 2D-DIGE (Difference Gel Electrophoresis) and LC-MS/MS resulted in the identification of 89 distinct differentially expressed proteins. Overlap comparisons between the two sets of cell line pairs identified 12 proteins (AKRIB8, ANXA1, ANXA4, EIF3I, G6PD, HSPA8, HSP90B1, HSPD1, NUDC, PGAM1, RUVBL1 and CNN3) that were differentially expressed in the same direction. Conclusion These proteins may have an important role in sustaining high productivity of recombinant protein over the duration of a fed-batch bioprocess culture. It is possible that many of these proteins could be useful for future approaches to successfully manipulate or engineer CHO cells in order to sustain productivity of recombinant protein.
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Affiliation(s)
- Paula Meleady
- National Institute for Cellular Biotechnology, Dublin City University, Dublin 9, Ireland.
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Kim JY, Kim YG, Han YK, Choi HS, Kim YH, Lee GM. Proteomic understanding of intracellular responses of recombinant Chinese hamster ovary cells cultivated in serum-free medium supplemented with hydrolysates. Appl Microbiol Biotechnol 2011; 89:1917-28. [PMID: 21286710 DOI: 10.1007/s00253-011-3106-9] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2010] [Revised: 12/30/2010] [Accepted: 01/06/2011] [Indexed: 12/11/2022]
Abstract
In order to understand the intracellular responses in recombinant CHO (rCHO) cells producing antibody in serum-free medium (SFM) supplemented with optimized hydrolysates mixtures, yielding the highest specific growth rate (μ, SFM#S1) or the highest specific antibody productivity (q(Ab,) SFM#S2), differentially expressed proteins in rCHO cells are measured by two-dimensional gel electrophoresis combined with nano-LC-ESI-Q-TOF tandem MS. The comparative proteomic analysis with basal SFM without hydrolysates revealed that the addition of hydrolysate mixtures significantly altered the profiles of CHO proteome. In SFM#S1, the expression of metabolism-related proteins, cytoskeleton-associated proteins, and proliferation-related proteins was up-regulated. On the other hand, the expression of anti-proliferative proteins and pro-apoptotic protein was down-regulated. In SFM#S2, the expression of various chaperone proteins and proliferation-linked proteins was altered. 2D-Western blot analysis of differentially expressed proteins confirmed the proteomic results. Taken together, identification of differentially expressed proteins in CHO cells by a proteomic approach can provide insights into understanding the effect of hydrolysates on intracellular events and clues to find candidate genes for cell engineering to maximize the protein production in rCHO cells.
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Zhang X, Garcia IF, Baldi L, Hacker DL, Wurm FM. Hyperosmolarity enhances transient recombinant protein yield in Chinese hamster ovary cells. Biotechnol Lett 2010; 32:1587-92. [PMID: 20574835 DOI: 10.1007/s10529-010-0331-8] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2010] [Accepted: 06/14/2010] [Indexed: 10/19/2022]
Abstract
The effect of hyperosmolarity on transient recombinant protein production in Chinese hamster ovary (CHO) cells was investigated. Addition of 90 mM NaCl to the production medium ProCHO5 increased the volumetric yield of recombinant antibody up to 4-fold relative to transfection in ProCHO5 alone. Volumetric yields up to 50 mg l(-1) were achieved in a 6 day batch culture of 3 l. In addition, hyperosmolarity reduced cell growth and increased cell size. The addition of salt to cultures of transiently transfected CHO cells is a simple and cost-effective method to increase TGE yields in this host.
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Lee JS, Park HJ, Kim YH, Lee GM. Protein reference mapping of dihydrofolate reductase-deficient CHO DG44 cell lines using 2-dimensional electrophoresis. Proteomics 2010; 10:2292-302. [DOI: 10.1002/pmic.200900430] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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Abstract
Background The biopharmaceutical industry requires cell lines to have an optimal proliferation rate and a high integral viable cell number resulting in a maximum volumetric recombinant protein product titre. Nutrient feeding has been shown to boost cell number and productivity in fed-batch culture, but cell line engineering is another route one may take to increase these parameters in the bioreactor. The use of CHO-K1 cells with a c-myc plasmid allowing for over-expressing c-Myc (designated cMycCHO) gives a higher integral viable cell number. In this study the differential protein expression in cMycCHO is investigated using two-dimensional gel electrophoresis (2-DE) followed by image analysis to determine the extent of the effect c-Myc has on the cell and the proteins involved to give the new phenotype. Results Over 100 proteins that were differentially expressed in cMycCHO cells were detected with high statistical confidence, of which 41 were subsequently identified by tandem mass spectrometry (LC-MS/MS). Further analysis revealed proteins involved in a variety of pathways. Some examples of changes in protein expression include: an increase in nucleolin, involved in proliferation and known to aid in stabilising anti-apoptotic protein mRNA levels, the cytoskeleton and mitochondrial morphology (vimentin), protein biosysnthesis (eIF6) and energy metabolism (ATP synthetase), and a decreased regulation of all proteins, indentified, involved in matrix and cell to cell adhesion. Conclusion These results indicate several proteins involved in proliferation and adhesion that could be useful for future approaches to improve proliferation and decrease adhesion of CHO cell lines which are difficult to adapt to suspension culture.
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Affiliation(s)
- Darrin Kuystermans
- School of Chemical and Bioprocess Engineering, University College Dublin, Belfield, Dublin 4, Ireland
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Shen D, Kiehl TR, Khattak SF, Li ZJ, He A, Kayne PS, Patel V, Neuhaus IM, Sharfstein ST. Transcriptomic responses to sodium chloride-induced osmotic stress: A study of industrial fed-batch CHO cell cultures. Biotechnol Prog 2010; 26:1104-15. [DOI: 10.1002/btpr.398] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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Kim JY, Kim YG, Baik JY, Joo EJ, Kim YH, Lee GM. A proteomic approach for identifying cellular proteins interacting with erythropoietin in recombinant Chinese hamster ovary cells. Biotechnol Prog 2009; 26:246-51. [PMID: 19918894 DOI: 10.1002/btpr.323] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Identification of the cellular proteins interacting with incompletely folded and unfolded forms of erythropoietin (EPO) in recombinant CHO (rCHO) cells leads to better insight into the possible genetic manipulation approaches for increasing EPO production. To do so, a pull-down assay was performed with dual-tagged (N-terminal GST- and C-terminal hexahistidine-tagged) EPO expressed in E. coli as bait proteins and cell lysates of rCHO cells (DG44) as prey proteins. Cellular proteins interacting with dual-tagged EPO were then resolved by two-dimensional gel electrophoresis (2DE) and identified by MALDI-TOF MS/MS. A total of 27 protein spots including glucose-regulated protein 78 (GRP78) were successfully identified. Western blot analysis of GRP78 confirmed the results of the MS analyses. Taken together, a pull-down assay followed by a proteomic approach is found to be an efficient means to identify cellular proteins interacting with foreign protein in rCHO cells.
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Affiliation(s)
- Jee Yon Kim
- Dept. of Biological Sciences, KAIST, 373-1, Kusong-Dong, Yusong-Gu, Daejon 305-701, Korea
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Baik JY, Joo EJ, Kim YH, Lee GM. Limitations to the comparative proteomic analysis of thrombopoietin producing Chinese hamster ovary cells treated with sodium butyrate. J Biotechnol 2008; 133:461-8. [DOI: 10.1016/j.jbiotec.2007.11.008] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2007] [Revised: 10/03/2007] [Accepted: 11/13/2007] [Indexed: 10/22/2022]
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Seth G, Charaniya S, Wlaschin KF, Hu WS. In pursuit of a super producer-alternative paths to high producing recombinant mammalian cells. Curr Opin Biotechnol 2007; 18:557-64. [PMID: 18082393 DOI: 10.1016/j.copbio.2007.10.012] [Citation(s) in RCA: 55] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2007] [Revised: 10/23/2007] [Accepted: 10/29/2007] [Indexed: 01/14/2023]
Abstract
Recombinant mammalian cells are used to produce numerous, high-value protein therapeutics. Generating hyper-producing cell lines is crucial for delivery of products to ailing patients. Better understanding of the complex trait of hyperproductivity can facilitate the creation of hyper-producing cell lines. Ruminating over the reported transcriptomic and proteomic studies, we attempt to assess whether high productivity response is a result of minute changes occurring globally or large alterations observed locally at the molecular level. We present here our philosophical perspective on the alternative routes to high productivity. We contend that given the advances in genome-scale technologies and data analysis approaches, insights gained from elucidating the gene-trait relationship underlying hyperproductivity will accelerate the development of hyperproductive processes.
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Stansfield SH, Allen EE, Dinnis DM, Racher AJ, Birch JR, James DC. Dynamic analysis of GS-NS0 cells producing a recombinant monoclonal antibody during fed-batch culture. Biotechnol Bioeng 2007; 97:410-24. [PMID: 17115445 DOI: 10.1002/bit.21263] [Citation(s) in RCA: 33] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
In this study we have analyzed the dynamic covariation of the mammalian cell proteome with respect to functional phenotype during fed-batch culture of NS0 murine myeloma cells producing a recombinant IgG(4) monoclonal antibody. GS-NS0 cells were cultured in duplicate 10 L bioreactors (36.5 degrees C, 15% DOT, pH 7.0) for 335 h and supplemented with a continuous feed stream after 120 h. Cell-specific growth rate declined continuously after 72 h of culture. Cell-specific recombinant monoclonal antibody production rate (qP) varied sixfold through culture. Whilst qP correlated with relative recombinant heavy chain mRNA abundance up to 216 h, qP subsequently declined, independent of recombinant heavy chain or light chain mRNA abundance. GS-NS0 cultures were sampled at 48 h intervals between 24 and 264 h of culture for proteomic analyses. Total protein abundance and nascent polypeptide synthesis was determined by 2D PAGE of unlabeled proteins visualized by SYPRO Ruby and autoradiography of (35)S-labeled polypeptides, respectively. Covariation of nascent polypeptide synthesis and abundance with biomass-specific cell growth, glucose and glutamate consumption, lactate and Mab production rates were then examined using two partial least squares regression models. Most changes in polypeptide synthesis or abundance for proteins previously identified by mass spectrometry were positively correlated with biomass-specific growth rate. We conclude that the substantial transitions in cell physiology and qP that occur during culture utilize a relatively constant complement of the most abundant host cell machines that vary primarily with respect to induced changes in cell growth rate.
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Griffin TJ, Seth G, Xie H, Bandhakavi S, Hu WS. Advancing mammalian cell culture engineering using genome-scale technologies. Trends Biotechnol 2007; 25:401-8. [PMID: 17681628 DOI: 10.1016/j.tibtech.2007.07.004] [Citation(s) in RCA: 57] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2007] [Revised: 05/21/2007] [Accepted: 07/18/2007] [Indexed: 11/23/2022]
Abstract
Mammalian cell-derived protein therapeutic production has changed the landscape of human healthcare in the past two decades. The importance of protein therapeutics has motivated the search for more cost-effective and efficient cell lines capable of producing high quality protein products. The factors contributing to optimal producer cell lines are often complex, and not simply conferred by one gene or gene product, which makes an understanding of system-wide properties for better engineering of optimized cell lines essential. Genome-scale technologies (genomics, transcriptomics and proteomics) enable such engineering studies. However, the use of these technologies in cell culture engineering is still in its infancy. Here, we summarize current knowledge of cell properties important for the design of efficient protein-producing mammalian cell lines, and highlight relevant studies to-date that use genome-scale technologies in these cell systems. We also provide a focused review of relevant alternative and emerging technologies, which have seen limited use in cell culture engineering, but hold great potential for significant advancements in protein therapeutic production.
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Affiliation(s)
- Timothy J Griffin
- Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota, Minneapolis, MN 55455, USA.
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Gupta P, Lee KH. Genomics and proteomics in process development: opportunities and challenges. Trends Biotechnol 2007; 25:324-30. [PMID: 17475353 DOI: 10.1016/j.tibtech.2007.04.005] [Citation(s) in RCA: 56] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2007] [Revised: 03/19/2007] [Accepted: 04/19/2007] [Indexed: 02/05/2023]
Abstract
Global gene expression profiling by genomic and proteomic analyses has changed the face of drug discovery and biological research in the past few years. The benefit of these technologies in the area of process development for recombinant protein production has been increasingly realized. This review discusses the application of genome-wide expression profiling tools in the design and optimization of bioprocesses, with the emphasis on the effect on process development of mammalian cell culture. Despite the lack of genome sequence information for most of the relevant mammalian cell lines used, these technologies can be applied during various process development steps. Although there are only a few examples in the literature that present a major improvement in productivity based on genomics and proteomics, further advances in analytical tools and genome sequencing technologies will greatly increase our knowledge at the molecular level and will drive the design of future bioprocesses.
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Affiliation(s)
- Prateek Gupta
- School of Chemical and Biomolecular Engineering, Cornell University, 120 Olin Hall, Ithaca, NY 14853, USA
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Gammell P, Barron N, Kumar N, Clynes M. Initial identification of low temperature and culture stage induction of miRNA expression in suspension CHO-K1 cells. J Biotechnol 2007; 130:213-8. [PMID: 17570552 DOI: 10.1016/j.jbiotec.2007.04.020] [Citation(s) in RCA: 81] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2007] [Revised: 04/02/2007] [Accepted: 04/16/2007] [Indexed: 11/27/2022]
Abstract
This paper describes the first miRNA analysis carried out on hamster cells specifically Chinese hamster ovary (CHO) cells which are the most important cell line for the manufacture of human recombinant biopharmaceutical products. During biphasic culture, an initial phase of rapid cell growth at 37 degrees C is followed by a growth arrest phase induced through reduction of the culture temperature. Growth arrest is associated with many positive phenotypes including increased productivity, sustained viability and an extended production phase. Using miRNA bioarrays generated with probes against human, mouse and rat miRNAs, we have identified 26 differentially expressed miRNAs in CHO-K1 when comparing cells undergoing exponential growth at 37 degrees C to stationary phase cells at 31 degrees C. Five miRNAs were selected for qRT-PCR analysis using specific primer sets to isolate and amplify mature miRNAs. During this analysis, two known growth inhibitory miRNAs, miR-21 and miR-24 were identified as being upregulated during stationary phase growth induced either by temperature shift or during normal batch culture by both bioarray and qRT-PCR. Sequence data confirmed the identity of cgr-miR-21, a novel Cricetulus griseus ortholog of the known miRNA miR-21. This study offers a novel insight into the potential of miRNA regulation of CHO-K1 growth and may provide novel approaches to rational engineering of both cell lines and culture processes to ensure optimal conditions for recombinant protein production.
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Affiliation(s)
- Patrick Gammell
- National Institute for Cellular Biotechnology, Dublin City University, Glasnevin, Dublin 9, Ireland.
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Meleady P. Proteomic profiling of recombinant cells from large-scale mammalian cell culture processes. Cytotechnology 2007; 53:23-31. [PMID: 19003187 DOI: 10.1007/s10616-007-9052-9] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2006] [Accepted: 01/25/2007] [Indexed: 11/26/2022] Open
Abstract
Global expression profiling of mammalian cells used for the production of biopharmaceuticals will allow greater insights into the molecular mechanisms that result in a high producing cellular phenotype. These studies may give insights for genetic intervention to possibly create better host cell lines or even to provide clues to more rational strategies for cell line and process development. In this review I will focus on the contribution of proteomic technologies to a greater understanding of the biology of Chinese hamster ovary cells and other producing cell lines such as NS0 mouse cells.
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Affiliation(s)
- Paula Meleady
- National Institute for Cellular Biotechnology, Dublin City University, Glasnevin, Dublin 9, Ireland,
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Kuystermans D, Krampe B, Swiderek H, Al-Rubeai M. Using cell engineering and omic tools for the improvement of cell culture processes. Cytotechnology 2007; 53:3-22. [PMID: 19003186 DOI: 10.1007/s10616-007-9055-6] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2006] [Accepted: 01/25/2007] [Indexed: 12/26/2022] Open
Abstract
Significant strides have been made in mammalian cell based biopharmaceutical process and cell line development over the past years. With several established mammalian host cell lines and expression systems, optimization of selection systems to reduce development times and improvement of glycosylation patterns are only some of the advances being made to improve cell culture processes. In this article, the advances pertaining to cell line development and cell engineering strategies are discussed. An overview of the cell engineering strategies to enhance cellular characteristics by genetic manipulation are illustrated, focusing on the use of genomics and proteomics tools and their application in such endeavors. Included in this review are some of the early studies using the 'omic' technique to understand cellular mechanisms of product synthesis and secretion, apoptosis, cell proliferation and the influence of the physicochemical environment. The article highlights the significance of integrating genomics and proteomics data with the vast amounts of bioprocess data for improved analysis of the biological pathways involved. Further improvements of the techniques and methodologies used are needed but ultimately, the new cell engineering strategies should provide great insight into the regulatory networks within the cell in a bioprocess environment and how to manipulate them to increase overall productivity.
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Affiliation(s)
- Darrin Kuystermans
- School of Chemical and Bioprocess Engineering and Centre for Synthesis and Chemical Biology, University College Dublin, Belfield, Dublin 4, Ireland
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Choi YS, Lee DY, Kim IY, Kim HJ, Park HW, Choe TB, Kim I. Enhancement of erythropoietin production in recombinant Chinese hamster ovary cells by sodium lactate addition. BIOTECHNOL BIOPROC E 2007; 12:60-72. [DOI: 10.1007/bf02931805] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
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Kim Y, Nandakumar MP, Marten MR. Proteome map of Aspergillus nidulans during osmoadaptation. Fungal Genet Biol 2007; 44:886-95. [PMID: 17258477 DOI: 10.1016/j.fgb.2006.12.001] [Citation(s) in RCA: 42] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2006] [Revised: 11/29/2006] [Accepted: 12/03/2006] [Indexed: 02/02/2023]
Abstract
The model filamentous fungus Aspergillus nidulans, when grown in a moderate level of osmolyte (+0.6M KCl), was previously found to have a significantly reduced cell wall elasticity (Biotech Prog, 21:292, 2005). In this study, comparative proteomic analysis via two-dimensional gel electrophoresis (2de) and matrix-assisted laser desorption ionization/time-of-flight (MALDI-TOF) mass spectrometry was used to assess molecular level events associated with this phenomenon. Thirty of 90 differentially expressed proteins were identified. Sequence homology and conserved domains were used to assign probable function to twenty-one proteins currently annotated as "hypothetical." In osmoadapted cells, there was an increased expression of glyceraldehyde-3-phosphate dehydrogenase and aldehyde dehydrogenase, as well as a decreased expression of enolase, suggesting an increased glycerol biosynthesis and decreased use of the TCA cycle. There also was an increased expression of heat shock proteins and Shp1-like protein degradation protein, implicating increased protein turnover. Five novel osmoadaptation proteins of unknown functions were also identified.
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Affiliation(s)
- Yonghyun Kim
- Department of Chemical and Biochemical Engineering, University of Maryland Baltimore County (UMBC), 1000 Hilltop Circle, Baltimore, MD 21250, USA
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50
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Pascoe DE, Arnott D, Papoutsakis ET, Miller WM, Andersen DC. Proteome analysis of antibody-producing CHO cell lines with different metabolic profiles. Biotechnol Bioeng 2007; 98:391-410. [PMID: 17461427 DOI: 10.1002/bit.21460] [Citation(s) in RCA: 59] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
Two-dimensional gel electrophoresis and tandem mass spectrometry were used to identify proteins associated with a metabolic shift during fed-batch cultures of two recombinant antibody-producing CHO cell lines. The first cell line underwent a marked change in lactate metabolism during culture, initially producing lactate and then consuming it, while the second cell line produced lactate for a similar duration but did not later consume it. The first cell line displayed a declining specific antibody productivity during culture, correlating to the 2-D gel results and the intracellular antibody concentration determined by HPLC. Several statistical analysis methods were compared during this work, including a fixed fold-change criterion and t-tests using standard deviations determined in several ways from the raw data and mathematically transformed data. Application of a variance-stabilizing transformation enabled the use of a global empirical standard deviation in the t-tests. Most of the protein spots changing in each cell line did not change significantly in the other cell line. A substantial fraction of the changing proteins were glycolytic enzymes; others included proteins related to antibody production, protein processing, and cell structure. Enolase, pyruvate kinase, BiP/GRP78, and protein disulfide isomerase were found in spots that changed over time in both cell lines, and some protein changes differed from previous reports. These data provide a foundation for future investigation of metabolism in industrially relevant mammalian cell culture processes, and suggest that along with differences between cell types, the proteins expressed in cultures with low lactate concentrations may depend on how those conditions were generated.
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Affiliation(s)
- Deborah E Pascoe
- Bioprocess Development, Genentech, Inc., One DNA Way, South San Francisco, California 94080, USA
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