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Costa AR, Rodrigues ME, Henriques M, Oliveira R, Azeredo J. Feed optimization in fed-batch culture. Methods Mol Biol 2014; 1104:105-116. [PMID: 24297412 DOI: 10.1007/978-1-62703-733-4_8] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
Fed-batch processes are a current preference for the production of recombinant proteins in mammalian cells. The use of nutrient feeding prevents the depletion of important medium components and results in improved culture longevity and high cell and product yields. To take maximum advantage of these effects, it is important to optimize the fed-batch process for each application. In this chapter, a simple strategy for fed-batch optimization is described, consisting of the development of a feed medium based on spent media analysis and the establishment of a feeding strategy that consists of adding variable volumes of feed media at specific intervals, after off-line measurement of the concentration of a reference nutrient.
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Affiliation(s)
- Ana Rita Costa
- Institute for Biotechnology and Bioengineering, Centre of Biological Engineering, University of Minho, Braga, Portugal
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52
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Nishimiya D. Proteins improving recombinant antibody production in mammalian cells. Appl Microbiol Biotechnol 2013; 98:1031-42. [PMID: 24327213 DOI: 10.1007/s00253-013-5427-3] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2013] [Revised: 11/20/2013] [Accepted: 11/21/2013] [Indexed: 12/13/2022]
Abstract
Mammalian cells have been successfully used for the industrial manufacture of antibodies due to their ability to synthesize antibodies correctly. Nascent polypeptides must be subjected to protein folding and assembly in the ER and the Golgi to be secreted as mature proteins. If these reactions do not proceed appropriately, unfolded or misfolded proteins are degraded by the ER-associated degradation (ERAD) pathway. The accumulation of unfolded proteins or intracellular antibody crystals accompanied by this failure triggers the unfolded protein response (UPR), which can considerably attenuate the levels of translation, folding, assembly, and secretion, resulting in reduction of antibody productivity. Accumulating studies by omics-based analysis of recombinant mammalian cells suggest that not only protein secretion processes including protein folding and assembly but also translation are likely to be the rate-limiting factors for increasing antibody production. Here, this review describes the mechanism of antibody folding and assembly and recent advantages which could improve recombinant antibody production in mammalian cells by utilizing proteins such as ER chaperones or UPR-related proteins.
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Affiliation(s)
- Daisuke Nishimiya
- New Modality Research Laboratories, R&D Division, Daiichi Sankyo Co., Ltd., 1-2-58 Hiromachi, Shinagawa-ku, Tokyo, 140-8710, Japan,
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53
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Development of a highly-efficient CHO cell line generation system with engineered SV40E promoter. J Biotechnol 2013; 168:652-8. [DOI: 10.1016/j.jbiotec.2013.08.021] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2013] [Revised: 08/05/2013] [Accepted: 08/16/2013] [Indexed: 11/17/2022]
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54
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The use of glutamine synthetase as a selection marker: recent advances in Chinese hamster ovary cell line generation processes. ACTA ACUST UNITED AC 2013. [DOI: 10.4155/pbp.13.56] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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55
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Mueller R, Joy-Hillesheim I, El Bagdadi K, Wehsling M, Jasper C, von Hagen J, Zimmer A. Improved fed-batch bioprocesses using chemically modified amino acids in concentrated feeds. BMC Proc 2013. [PMCID: PMC3980642 DOI: 10.1186/1753-6561-7-s6-p46] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
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56
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Gilbert A, McElearney K, Kshirsagar R, Sinacore MS, Ryll T. Investigation of metabolic variability observed in extended fed batch cell culture. Biotechnol Prog 2013; 29:1519-27. [DOI: 10.1002/btpr.1787] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2013] [Revised: 07/23/2013] [Indexed: 12/31/2022]
Affiliation(s)
- Alan Gilbert
- Cell Culture Development, Biogen Idec; Cambridge MA 02142
| | | | | | | | - Thomas Ryll
- Cell Culture Development, Biogen Idec; Cambridge MA 02142
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57
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Borchers S, Freund S, Rath A, Streif S, Reichl U, Findeisen R. Identification of growth phases and influencing factors in cultivations with AGE1.HN cells using set-based methods. PLoS One 2013; 8:e68124. [PMID: 23936299 PMCID: PMC3732265 DOI: 10.1371/journal.pone.0068124] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2012] [Accepted: 05/30/2013] [Indexed: 01/16/2023] Open
Abstract
Production of bio-pharmaceuticals in cell culture, such as mammalian cells, is challenging. Mathematical models can provide support to the analysis, optimization, and the operation of production processes. In particular, unstructured models are suited for these purposes, since they can be tailored to particular process conditions. To this end, growth phases and the most relevant factors influencing cell growth and product formation have to be identified. Due to noisy and erroneous experimental data, unknown kinetic parameters, and the large number of combinations of influencing factors, currently there are only limited structured approaches to tackle these issues. We outline a structured set-based approach to identify different growth phases and the factors influencing cell growth and metabolism. To this end, measurement uncertainties are taken explicitly into account to bound the time-dependent specific growth rate based on the observed increase of the cell concentration. Based on the bounds on the specific growth rate, we can identify qualitatively different growth phases and (in-)validate hypotheses on the factors influencing cell growth and metabolism. We apply the approach to a mammalian suspension cell line (AGE1.HN). We show that growth in batch culture can be divided into two main growth phases. The initial phase is characterized by exponential growth dynamics, which can be described consistently by a relatively simple unstructured and segregated model. The subsequent phase is characterized by a decrease in the specific growth rate, which, as shown, results from substrate limitation and the pH of the medium. An extended model is provided which describes the observed dynamics of cell growth and main metabolites, and the corresponding kinetic parameters as well as their confidence intervals are estimated. The study is complemented by an uncertainty and outlier analysis. Overall, we demonstrate utility of set-based methods for analyzing cell growth and metabolism under conditions of uncertainty.
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Affiliation(s)
- Steffen Borchers
- Institute for Systems Theory and Automatic Control, Otto-von-Guericke University, Magdeburg, Germany
- International Max Planck Research School, Magdeburg, Germany
| | - Susann Freund
- International Max Planck Research School, Magdeburg, Germany
- Max Planck Institute for Dynamics of Complex Technical Systems, Magdeburg, Germany
- Institute of Process Engineering, Otto-von-Guericke University, Magdeburg, Germany
| | - Alexander Rath
- Max Planck Institute for Dynamics of Complex Technical Systems, Magdeburg, Germany
| | - Stefan Streif
- Institute for Systems Theory and Automatic Control, Otto-von-Guericke University, Magdeburg, Germany
| | - Udo Reichl
- Max Planck Institute for Dynamics of Complex Technical Systems, Magdeburg, Germany
- Institute of Process Engineering, Otto-von-Guericke University, Magdeburg, Germany
| | - Rolf Findeisen
- Institute for Systems Theory and Automatic Control, Otto-von-Guericke University, Magdeburg, Germany
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58
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Vijayasankaran N, Varma S, Yang Y, Mun M, Arevalo S, Gawlitzek M, Swartz T, Lim A, Li F, Zhang B, Meier S, Kiss R. Effect of cell culture medium components on color of formulated monoclonal antibody drug substance. Biotechnol Prog 2013; 29:1270-7. [PMID: 23804462 DOI: 10.1002/btpr.1772] [Citation(s) in RCA: 46] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2013] [Revised: 05/29/2013] [Indexed: 12/16/2022]
Abstract
As the industry moves toward subcutaneous delivery as a preferred route of drug administration, high drug substance concentrations are becoming the norm for monoclonal antibodies. At such high concentrations, the drug substance may display a more intense color than at the historically lower concentrations. The effect of process conditions and/or changes on color is more readily observed in the higher color, high concentration formulations. Since color is a product quality attribute that needs to be controlled, it is useful to study the impact of process conditions and/or modifications on color. This manuscript summarizes cell culture experiments and reports on findings regarding the effect of various media components that contribute to drug substance color for a specific monoclonal antibody. In this work, lower drug substance color was achieved via optimization of the cell culture medium. Specifically, lowering the concentrations of B-vitamins in the cell culture medium has the effect of reducing color intensity by as much as 25%. In addition, decreasing concentration of iron was also directly correlated color intensity decrease of as much as 37%. It was also shown that the color of the drug substance directly correlates with increased acidic variants, especially when increased iron levels cause increased color. Potential mechanisms that could lead to antibody coloration are briefly discussed.
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59
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Read EK, Bradley SA, Smitka TA, Agarabi CD, Lute SC, Brorson KA. Fermentanomics informed amino acid supplementation of an antibody producing mammalian cell culture. Biotechnol Prog 2013; 29:745-53. [PMID: 23606649 DOI: 10.1002/btpr.1728] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2012] [Revised: 03/07/2013] [Indexed: 01/23/2023]
Abstract
Fermentanomics, or a global understanding of a culture state on the molecular level empowered by advanced techniques like NMR, was employed to show that a model hybridoma culture supplied with glutamine and glucose depletes aspartate, cysteine, methionine, tryptophan, and tyrosine during antibody production. Supplementation with these amino acids prevents depletion and improves culture performance. Furthermore, no significant changes were observed in the distribution of glycans attached to the IgG3 in cultures supplemented with specific amino acids, arguing that this strategy can be implemented without fear of impact on important product quality attributes. In summary, a targeted strategy of quantifying media components and designing a supplementation strategy can improve bioprocess cell cultures when enpowered by fermentanomics tools.
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Affiliation(s)
- Erik K Read
- Div. of Monoclonal Antibodies, CDER, FDA, Silver Spring, MD, USA
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60
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Feeney L, Carvalhal V, Yu XC, Chan B, Michels DA, Wang YJ, Shen A, Ressl J, Dusel B, Laird MW. Eliminating tyrosine sequence variants in CHO cell lines producing recombinant monoclonal antibodies. Biotechnol Bioeng 2013; 110:1087-97. [PMID: 23108857 DOI: 10.1002/bit.24759] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2012] [Accepted: 10/08/2012] [Indexed: 12/21/2022]
Abstract
Amino acid sequence variants are defined as unintended amino acid sequence changes that contribute to product variation with potential impact to product safety, immunogenicity, and efficacy. Therefore, it is important to understand the propensity for sequence variant (SV) formation during the production of recombinant proteins for therapeutic use. During the development of clinical therapeutic products, several monoclonal antibodies (mAbs) produced from Chinese Hamster Ovary (CHO) cells exhibited SVs at low levels (≤3%) in multiple locations throughout the mAbs. In these examples, the cell culture process depleted tyrosine, and the tyrosine residues in the recombinant mAbs were replaced with phenylalanine or histidine. In this work, it is demonstrated that tyrosine supplementation eliminated the tyrosine SVs, while early tyrosine starvation significantly increased the SV level in all mAbs tested. Additionally, it was determined that phenylalanine is the amino acid preferentially misincorporated in the absence of tyrosine over histidine, with no other amino acid misincorporated in the absence of tyrosine, phenylalanine, and histidine. The data support that the tyrosine SVs are due to mistranslation and not DNA mutation, most likely due to tRNA(Tyr) mischarging due to the structural similarities between tyrosine and phenylalanine.
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Affiliation(s)
- Lauren Feeney
- Department of Late Stage Cell Culture, Genentech, Inc., 1 DNA Way, South San Francisco, CA 94080-4990, USA
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61
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Rapid quantification of tryptophan and tyrosine in chemically defined cell culture media using fluorescence spectroscopy. J Pharm Biomed Anal 2012; 71:89-98. [DOI: 10.1016/j.jpba.2012.08.002] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2012] [Revised: 08/01/2012] [Accepted: 08/05/2012] [Indexed: 11/19/2022]
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62
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Lu F, Toh PC, Burnett I, Li F, Hudson T, Amanullah A, Li J. Automated dynamic fed-batch process and media optimization for high productivity cell culture process development. Biotechnol Bioeng 2012; 110:191-205. [PMID: 22767053 DOI: 10.1002/bit.24602] [Citation(s) in RCA: 84] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2011] [Revised: 06/22/2012] [Accepted: 06/26/2012] [Indexed: 11/11/2022]
Abstract
Current industry practices for large-scale mammalian cell cultures typically employ a standard platform fed-batch process with fixed volume bolus feeding. Although widely used, these processes are unable to respond to actual nutrient consumption demands from the culture, which can result in accumulation of by-products and depletion of certain nutrients. This work demonstrates the application of a fully automated cell culture control, monitoring, and data processing system to achieve significant productivity improvement via dynamic feeding and media optimization. Two distinct feeding algorithms were used to dynamically alter feed rates. The first method is based upon on-line capacitance measurements where cultures were fed based on growth and nutrient consumption rates estimated from integrated capacitance. The second method is based upon automated glucose measurements obtained from the Nova Bioprofile FLEX® autosampler where cultures were fed to maintain a target glucose level which in turn maintained other nutrients based on a stoichiometric ratio. All of the calculations were done automatically through in-house integration with a Delta V process control system. Through both media and feed strategy optimization, a titer increase from the original platform titer of 5 to 6.3 g/L was achieved for cell line A, and a substantial titer increase of 4 to over 9 g/L was achieved for cell line B with comparable product quality. Glucose was found to be the best feed indicator, but not all cell lines benefited from dynamic feeding and optimized feed media was critical to process improvement. Our work demonstrated that dynamic feeding has the ability to automatically adjust feed rates according to culture behavior, and that the advantage can be best realized during early and rapid process development stages where different cell lines or large changes in culture conditions might lead to dramatically different nutrient demands.
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Affiliation(s)
- Franklin Lu
- Oceanside Pharma Technical Development, Genentech, Inc, 1 Antibody Way, Oceanside, California 92056, USA
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63
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Kshirsagar R, McElearney K, Gilbert A, Sinacore M, Ryll T. Controlling trisulfide modification in recombinant monoclonal antibody produced in fed-batch cell culture. Biotechnol Bioeng 2012; 109:2523-32. [PMID: 22473825 DOI: 10.1002/bit.24511] [Citation(s) in RCA: 40] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2011] [Revised: 02/03/2012] [Accepted: 03/19/2012] [Indexed: 12/18/2022]
Abstract
Molecular heterogeneity was detected in a recombinant monoclonal antibody (IgG1 mAb) due to the presence of a trisulfide linkage generated by the post-translational insertion of a sulfur atom into disulfide bonds at the heavy-heavy and heavy-light junctions. This molecular heterogeneity had no observable effect on antibody function. Nevertheless, to minimize the heterogeneity of the IgG1 mAb from run-to-run, an understanding of the impact of cell culture process conditions on trisulfide versus disulfide linkage formation was desirable. To investigate variables that might impact trisulfide formation, cell culture parameters were varied in bench-scale bioreactor studies. Trisulfide analysis of the samples from these runs revealed that the trisulfide content in the bond between heavy and light chains varied considerably from <1% to 39%. Optimizing the culture duration and feeding strategy resulted in more consistent trisulfide levels. Cysteine concentration in the feed medium had a direct correlation with the trisulfide level in the product. Systematic studies revealed that cysteine in the feed and the bioreactor media was contributing hydrogen sulfide which reacted with the IgG1 mAb in the supernatant leading to the insertion of sulfur atom and formation of a trisulfide bond. Cysteine feed strategies were developed to control the trisulfide modification in the recombinant monoclonal antibody.
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Affiliation(s)
- Rashmi Kshirsagar
- Cell Culture Development, Biogen Idec, 14 Cambridge Center, Cambridge, Massachusetts 02142, USA.
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64
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Fan L, Kadura I, Krebs LE, Hatfield CC, Shaw MM, Frye CC. Improving the efficiency of CHO cell line generation using glutamine synthetase gene knockout cells. Biotechnol Bioeng 2011; 109:1007-15. [PMID: 22068567 DOI: 10.1002/bit.24365] [Citation(s) in RCA: 101] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2011] [Revised: 09/15/2011] [Accepted: 10/24/2011] [Indexed: 12/20/2022]
Abstract
Although Chinese hamster ovary (CHO) cells, with their unique characteristics, have become a major workhorse for the manufacture of therapeutic recombinant proteins, one of the major challenges in CHO cell line generation (CLG) is how to efficiently identify those rare, high-producing clones among a large population of low- and non-productive clones. It is not unusual that several hundred individual clones need to be screened for the identification of a commercial clonal cell line with acceptable productivity and growth profile making the cell line appropriate for commercial application. This inefficiency makes the process of CLG both time consuming and laborious. Currently, there are two main CHO expression systems, dihydrofolate reductase (DHFR)-based methotrexate (MTX) selection and glutamine synthetase (GS)-based methionine sulfoximine (MSX) selection, that have been in wide industrial use. Since selection of recombinant cell lines in the GS-CHO system is based on the balance between the expression of the GS gene introduced by the expression plasmid and the addition of the GS inhibitor, L-MSX, the expression of GS from the endogenous GS gene in parental CHOK1SV cells will likely interfere with the selection process. To study endogenous GS expression's potential impact on selection efficiency, GS-knockout CHOK1SV cell lines were generated using the zinc finger nuclease (ZFN) technology designed to specifically target the endogenous CHO GS gene. The high efficiency (∼2%) of bi-allelic modification on the CHO GS gene supports the unique advantages of the ZFN technology, especially in CHO cells. GS enzyme function disruption was confirmed by the observation of glutamine-dependent growth of all GS-knockout cell lines. Full evaluation of the GS-knockout cell lines in a standard industrial cell culture process was performed. Bulk culture productivity improved two- to three-fold through the use of GS-knockout cells as parent cells. The selection stringency was significantly increased, as indicated by the large reduction of non-producing and low-producing cells after 25 µM L-MSX selection, and resulted in a six-fold efficiency improvement in identifying similar numbers of high-productive cell lines for a given recombinant monoclonal antibody. The potential impact of GS-knockout cells on recombinant protein quality is also discussed.
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Affiliation(s)
- Lianchun Fan
- Bioprocess Research and Development, Eli Lilly and Company, LTC-North, 1200 Kentucky Avenue, Indianapolis, Indiana 46221, USA.
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65
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Kawabe Y, Makitsubo H, Kameyama Y, Huang S, Ito A, Kamihira M. Repeated integration of antibody genes into a pre-selected chromosomal locus of CHO cells using an accumulative site-specific gene integration system. Cytotechnology 2011; 64:267-79. [PMID: 21948097 DOI: 10.1007/s10616-011-9397-y] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2011] [Accepted: 09/13/2011] [Indexed: 01/06/2023] Open
Abstract
We previously reported an accumulative site-specific gene integration system using Cre recombinase and mutated loxP sites, where a recombinase-mediated cassette exchange (RMCE) reaction is repeatable. This gene integration system was applied for antibody production using recombinant Chinese hamster ovary (CHO) cells. We introduced an exchange cassette flanked by wild-type and mutated loxP sites into the chromosome of CHO cells for the establishment of recipient founder cells. Then, the donor plasmids including an expression cassette for an antibody gene flanked by a compatible pair of loxP sites were prepared. The donor plasmid and a Cre expression vector were co-transfected into the founder CHO cells to give rise to RMCE in the CHO genome, resulting in site-specific integration of the antibody gene. The RMCE procedure was repeated to increase the copy numbers of the integrated gene. Southern blot and genomic PCR analyses for the established cells revealed that the transgenes were integrated into the target site. Antibody production determined by ELISA and western blotting was increased corresponding to the number of transgenes. These results indicate that the accumulative site-specific gene integration system could provide a useful tool for increasing the productivity of recombinant proteins.
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Affiliation(s)
- Yoshinori Kawabe
- Department of Chemical Engineering, Faculty of Engineering, Kyushu University, 744 Motooka, Nishi-ku, Fukuoka, 819-0395, Japan
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66
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Process analysis of reduced specific productivity of TNFR-Fc in Chinese hamster ovary cells at high cell density. Process Biochem 2011. [DOI: 10.1016/j.procbio.2011.04.001] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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