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Gutierrez JM, Feizi A, Li S, Kallehauge TB, Hefzi H, Grav LM, Ley D, Baycin Hizal D, Betenbaugh MJ, Voldborg B, Faustrup Kildegaard H, Min Lee G, Palsson BO, Nielsen J, Lewis NE. Genome-scale reconstructions of the mammalian secretory pathway predict metabolic costs and limitations of protein secretion. Nat Commun 2020; 11:68. [PMID: 31896772 PMCID: PMC6940358 DOI: 10.1038/s41467-019-13867-y] [Citation(s) in RCA: 65] [Impact Index Per Article: 16.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2017] [Accepted: 11/22/2019] [Indexed: 01/08/2023] Open
Abstract
In mammalian cells, >25% of synthesized proteins are exported through the secretory pathway. The pathway complexity, however, obfuscates its impact on the secretion of different proteins. Unraveling its impact on diverse proteins is particularly important for biopharmaceutical production. Here we delineate the core secretory pathway functions and integrate them with genome-scale metabolic reconstructions of human, mouse, and Chinese hamster ovary cells. The resulting reconstructions enable the computation of energetic costs and machinery demands of each secreted protein. By integrating additional omics data, we find that highly secretory cells have adapted to reduce expression and secretion of other expensive host cell proteins. Furthermore, we predict metabolic costs and maximum productivities of biotherapeutic proteins and identify protein features that most significantly impact protein secretion. Finally, the model successfully predicts the increase in secretion of a monoclonal antibody after silencing a highly expressed selection marker. This work represents a knowledgebase of the mammalian secretory pathway that serves as a novel tool for systems biotechnology.
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Affiliation(s)
- Jahir M Gutierrez
- Department of Bioengineering, University of California, San Diego, La Jolla, CA, 92093, USA
- Novo Nordisk Foundation Center for Biosustainability at the University of California, San Diego, School of Medicine, La Jolla, CA, 92093, USA
| | - Amir Feizi
- Department of Biology and Biological Engineering, Kemivägen 10, Chalmers University of Technology, SE-412 96, Gothenburg, Sweden
| | - Shangzhong Li
- Department of Bioengineering, University of California, San Diego, La Jolla, CA, 92093, USA
- Novo Nordisk Foundation Center for Biosustainability at the University of California, San Diego, School of Medicine, La Jolla, CA, 92093, USA
| | - Thomas B Kallehauge
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800, Kongens Lyngby, Denmark
| | - Hooman Hefzi
- Department of Bioengineering, University of California, San Diego, La Jolla, CA, 92093, USA
- Novo Nordisk Foundation Center for Biosustainability at the University of California, San Diego, School of Medicine, La Jolla, CA, 92093, USA
| | - Lise M Grav
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800, Kongens Lyngby, Denmark
| | - Daniel Ley
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800, Kongens Lyngby, Denmark
- Department of Systems Biology, Technical University of Denmark, Kongens Lyngby, Denmark
| | | | - Michael J Betenbaugh
- Department of Chemical & Biomolecular Engineering, Johns Hopkins University, Baltimore, MD, 21218-2686, USA
| | - Bjorn Voldborg
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800, Kongens Lyngby, Denmark
| | - Helene Faustrup Kildegaard
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800, Kongens Lyngby, Denmark
| | - Gyun Min Lee
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800, Kongens Lyngby, Denmark
| | - Bernhard O Palsson
- Department of Bioengineering, University of California, San Diego, La Jolla, CA, 92093, USA
- Novo Nordisk Foundation Center for Biosustainability at the University of California, San Diego, School of Medicine, La Jolla, CA, 92093, USA
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800, Kongens Lyngby, Denmark
- Department of Pediatrics, University of California, San Diego, School of Medicine, La Jolla, CA, 92093, USA
| | - Jens Nielsen
- Department of Biology and Biological Engineering, Kemivägen 10, Chalmers University of Technology, SE-412 96, Gothenburg, Sweden
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800, Kongens Lyngby, Denmark
| | - Nathan E Lewis
- Department of Bioengineering, University of California, San Diego, La Jolla, CA, 92093, USA.
- Novo Nordisk Foundation Center for Biosustainability at the University of California, San Diego, School of Medicine, La Jolla, CA, 92093, USA.
- Department of Pediatrics, University of California, San Diego, School of Medicine, La Jolla, CA, 92093, USA.
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Banik GG, Todd PW, Kompala DS. Foreign protein expression from S phase specific promoters in continuous cultures of recombinant CHO cells. Cytotechnology 2012; 22:179-84. [PMID: 22358928 DOI: 10.1007/bf00353937] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
Abstract
Foreign protein expression from the commonly used SV40 promoter has been found to be primarily during the S-phase of the cell cycle. Simple mathematical models with this cell cycle phase dependent expression of foreign protein suggest that the specific production rate will be proportional to the cell growth rate, which is particularly disadvantageous in high cell density fed-batch or perfusion bioreactors. In this study we investigate this predicted relationship between the production rate and growth rate by culturing recombinant CHO cells in a continuous suspension bioreactor. One CHO cell line, GS-26, has been stably transfected with the plasmid pSVgal, which contains the E. coli lac Z gene under the control of the SV40 promoter. This GS-26 cell line was grown in suspension cultures over a range of specific growth rates in batch and continuous modes. The intracellular β-galactosidase activity was assayed using a standard spectrophotometric method after breaking the cells open and releasing the enzyme. A strong growth associated relationship is found between the intracellular β-galactosidase content and the specific growth rate in batch and continuous cultures, as predicted.
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Affiliation(s)
- G G Banik
- Department of Chemical Engineering, University of Colorado, 80309-0424, Boulder, CO, USA
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Lee FW, Elias CB, Todd P, Kompala DS. Engineering Chinese hamster ovary (CHO) cells to achieve an inverse growth - associated production of a foreign protein, beta-galactosidase. Cytotechnology 2011; 28:73-80. [PMID: 19003409 DOI: 10.1023/a:1008069312131] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Protein synthesis in mammalian cells can be observed in two strikingly different patterns: 1) production of monoclonal antibodies in hybridoma cultures is typically inverse growth associated and 2) production of most therapeutic glycoproteins in recombinant mammalian cell cultures is found to be growth associated. Production of monoclonal antibodies has been easily maximized by culturing hybridoma cells at very low growth rates in high cell density fed- batch or perfusion bioreactors. Applying the same bioreactor techniques to recombinant mammalian cell cultures results in drastically reduced production rates due to their growth associated production kinetics. Optimization of such growth associated production requires high cell growth conditions, such as in repeated batch cultures or chemostat cultures with attendant excess biomass synthesis. Our recent research has demonstrated that this growth associated production in recombinant Chinese hamster ovary (CHO) cells is related to the S (DNA synthesis)-phase specific production due to the SV40 early promoter commonly used for driving the foreign gene expression. Using the stably transfected CHO cell lines synthesizing an intracellular reporter protein under the control of SV40 early promoter, we have recently demonstrated in batch and continuous cultures that the product synthesis is growth associated. We have now replaced this S-phase specific promoter in new expression vectors with the adenovirus major late promoter which was found to be active primarily in the G1-phase and is expected to yield the desirable inverse growth associated production behavior. Our results in repeated batch cultures show that the protein synthesis kinetics in this resulting CHO cell line is indeed inverse growth associated. Results from continuous and high cell density perfusion culture experiments also indicate a strong inverse growth associated protein synthesis. The bioreactor optimization with this desirable inverse growth associated production behavior would be much simpler than bioreactor operation for cells with growth associated production.
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Affiliation(s)
- F W Lee
- Department of Chemical Engineering, University of Colorado, Boulder, CO, 80309-0424, U.S.A
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Gu MB, Todd P, Kompala DS. Cell cycle analysis of foreign gene (beta-galactosidase) expression in recombinant mouse cells under control of mouse mammary tumor virus promoter. Biotechnol Bioeng 2009; 50:229-37. [PMID: 18626950 DOI: 10.1002/(sici)1097-0290(19960505)50:3<229::aid-bit1>3.0.co;2-i] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
The cell cycle dependency of foreign gene expression in recombinant mouse L cells was investigated. Two different recombinant mouse L cell lines having the glucocorticoid receptor-encoding gene and the lacZ reporter gene were used in this study. The lacZ gene expression was controlled by the glucocorticoid-inducible mouse mammary tumor virus (MMTV) promoter in both cell lines. In "M4" cells the gr gene was under the control of another MMTV promoter, but in "R2" cells it was under the control of the constitutive Rous sarcoma virus promoter. These normally attachment-grown cells were adapted to suspension culture, and a dual-laser flow cytometer was used to simultaneously determine the DNA and foreign protein (beta-galactosidase) content of single living cells. Expression of beta-galactosidase as a function of cell cycle phase was evaluated for cells in exponential growth without any addition of the glucocorticoid inducer, dexamethasone. Cell cycle positions in the S phase were estimated on the basis of DNA content per cell, and position in the G1 phase was estimated on the basis of cell size as measured by pulse-width time of flight. The results showed that beta-galactosidase synthesis occurred through all cell cycle phases, but the expression rate in the G1 phase was much lower than that in the S and G2/M phases in both cell lines. On the basis of cell size analysis, beta-galactosidase expression in M4 cells (with autoinducible promoter) was found to be higher than that in R2 cells (with inducible promoter) during the G1 phase.
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Affiliation(s)
- M B Gu
- Department of Chemical Engineering, University of Colorado at Boulder, Boulder, Colorado 80309-0424, USA
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Kusumoto KI, Akao T, Mizuki E, Nakamura O. Gene transfer effects on various cationic amphiphiles in CHO cells. Cytotechnology 2006; 51:57-66. [PMID: 19002896 DOI: 10.1007/s10616-006-9014-7] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2005] [Accepted: 06/30/2006] [Indexed: 11/29/2022] Open
Abstract
Gene transfer is an important tool to explore genomic, cell biologic, or gene therapeutic research. In this paper we report that several cationic amphiphiles have the potential to efficiently deliver DNA into CHO cells, which is one of the cell lines considered to be important for production of proteins including therapeutic proteins. We have found that O,O'-ditetradecanoyl-N-(trimethylammonio acetyl) diethanolamine chloride (14Dea2), among 29 types of cationic amphiphiles tested, shows a transfection efficiency of more than 40% in CHO cells. In addition, the results from a series of hydrocarbon chains of varying lengths bound to a connector have shown that an optimal chain length is important for the efficient delivery of DNA into cells. Moreover, flow cytometer analysis has shown that 14Dea2 transfection leads to high levels of expression of the reporter gene (green fluorescent protein) in individual cells. These findings have suggested that 14Dea2 is able to effectively deliver a number of plasmids into a cell nucleus. Thus, our system might be a powerful tool for high efficiency gene transfer and production of high levels of recombinant protein.
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Affiliation(s)
- Ken-Ichi Kusumoto
- Biotechnology and Food Research Institute, Fukuoka Industrial Technology Center, 1465-5 Aikawa Kurume, Fukuoka, 839-0861, Japan,
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Jun SC, Kim MS, Baik JY, Hwang SO, Lee GM. Selection strategies for the establishment of recombinant Chinese hamster ovary cell line with dihydrofolate reductase-mediated gene amplification. Appl Microbiol Biotechnol 2005; 69:162-9. [PMID: 15818475 DOI: 10.1007/s00253-005-1972-8] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2004] [Revised: 03/15/2005] [Accepted: 03/20/2005] [Indexed: 12/18/2022]
Abstract
To evaluate the efficacy of selection strategies for recombinant Chinese hamster ovary (rCHO) clones undergone with dihydrofolate reductase-mediated gene amplification, rCHO cell lines producing a chimeric antibody were established using two strategies, one based on individual clones and the other based on cell pools. In a selection based on individual clones, cell cloning by limiting dilution method was performed twice, once after a round of selection of parental cell clones and once after obtaining high-producer clones. Thirty parental clones selected from 300 parental clones were cultivated independently throughout the gene amplification procedure. Using this labor-intensive strategy, it took approximately 17 weeks to obtain high-producing clones such as CS11-8 and CS18-3 clones. A selection based on cell pools, in which cell cloning was performed once at the final selection stage, required less effort and time to amplify large numbers of individual parental clones within the pool. However, high-producing clones were lost during the amplification procedure. The antibody expression level of high-producing clones such as PS7-2 and PS7-32 chosen on the basis of cell pools was less than one third of that of CS11-8 and CS18-3 clones. Taken together, a selection strategy based on individual clones is favored for establishment of high-producing rCHO clones because it is more efficient to perform cell cloning at the initial selection stage of parental cell clones.
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Affiliation(s)
- Seung Chul Jun
- Department of Biological Sciences, Korea Advanced Institute of Science and Technology, Yusong-Gu, Daejon
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Böhm E, Voglauer R, Steinfellner W, Kunert R, Borth N, Katinger H. Screening for improved cell performance: Selection of subclones with altered production kinetics or improved stability by cell sorting. Biotechnol Bioeng 2004; 88:699-706. [PMID: 15532061 DOI: 10.1002/bit.20271] [Citation(s) in RCA: 35] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
One of the major problems in the biotechnology industry is the selection of cell lines well suited for production of biopharmaceutical proteins. Usually, the most important selection criterion is the cell specific production rate. Nevertheless, a good producer cell line should have a number of additional advantageous properties, which allow the cell line to perform well in the type of bioreactor chosen for the process. However, the time and work required to select for high production rates as well as the lack of methods to specifically select for other cellular properties, usually prevents researchers from including such criteria into their screening program. With the Single Cell Secretion Assay it is possible to measure the specific production rates of individual cells by catching secreted product in an artificial matrix applied to the cell surface. Flow cytometric cell sorting then allows selection of rare cells with high production rates, which occur at frequencies as low as 10(-6). By combining this method with culture conditions that bring out a desired cellular property, we were able to isolate subclones with similar production rates, but improved performance from a recombinant Chinese hamster ovary cell line producing a human monoclonal antibody. The two desired cellular properties screened for were a non-growth associated production kinetic and improved stability in the absence of selective pressure.
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Affiliation(s)
- Ernst Böhm
- Institute of Applied Microbiology, University of Agricultural Sciences, Muthgasse 18, 1190 Vienna, Austria
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Cruz PE, Maranga L, Carrondo MJT. Integrated process optimization: lessons from retrovirus and virus-like particle production. J Biotechnol 2002; 99:199-214. [PMID: 12385709 DOI: 10.1016/s0168-1656(02)00210-9] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
The optimization of production and purification processes is usually approached by engineers from a strictly biotechnological point of view. The present paper envisages the definition and application of an optimization model that takes into account the impact of both biological and technological issues upon the optimization protocols and strategies. For this purpose, the optimization of three analogous but different systems comprising animal cell growth and bioparticle production is presented. These systems were: human immunodeficiency 1 (HIV-1) and porcine parvovirus (PPV) virus-like particles (VLPs) produced in insect cells and retrovirus produced in mammalian cells. For the systematization of the optimization process four levels of optimization were defined-product, technology, design and integration. In this paper, the limits of each of the optimization levels defined are discussed by applying the concept to the systems described. This analysis leads to decisions regarding the production of VLPs and retrovirus as well as on the points relevant for further process development. Finally, the definition of the objective function or performance index, the possible strategies and tools for bioprocess optimization are described. Although developed from the three described processes, this approach can, based on the recent literature evidence reviewed here, be applied more universally for the process development of complex biopharmaceuticals.
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Affiliation(s)
- P E Cruz
- IBET/ITQB, Apartado 12, P-2780 Oeiras, Portugal
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