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Sookhoo JRV, Schiffman Z, Ambagala A, Kobasa D, Pardee K, Babiuk S. Protein Expression Platforms and the Challenges of Viral Antigen Production. Vaccines (Basel) 2024; 12:1344. [PMID: 39772006 PMCID: PMC11680109 DOI: 10.3390/vaccines12121344] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2024] [Revised: 11/19/2024] [Accepted: 11/19/2024] [Indexed: 01/11/2025] Open
Abstract
Several protein expression platforms exist for a wide variety of biopharmaceutical needs. A substantial proportion of research and development into protein expression platforms and their optimization since the mid-1900s is a result of the production of viral antigens for use in subunit vaccine research. This review discusses the seven most popular forms of expression systems used in the past decade-bacterial, insect, mammalian, yeast, algal, plant and cell-free systems-in terms of advantages, uses and limitations for viral antigen production in the context of subunit vaccine research. Post-translational modifications, immunogenicity, efficacy, complexity, scalability and the cost of production are major points discussed. Examples of licenced and experimental vaccines are included along with images which summarize the processes involved.
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Affiliation(s)
- Jamie R. V. Sookhoo
- Canadian Food Inspection Agency, National Centre for Foreign Animal Disease, Winnipeg, MB R3E 3R2, Canada; (J.R.V.S.); (A.A.)
- Department of Immunology, University of Manitoba, Winnipeg, MB R3E 0T5, Canada
| | - Zachary Schiffman
- Special Pathogens Program, National Microbiology Laboratory, Public Health Agency of Canada, Winnipeg, MB R3E 3R2, Canada; (Z.S.); (D.K.)
- Department of Medical Microbiology, University of Manitoba, Winnipeg, MB R3E 0W2, Canada
| | - Aruna Ambagala
- Canadian Food Inspection Agency, National Centre for Foreign Animal Disease, Winnipeg, MB R3E 3R2, Canada; (J.R.V.S.); (A.A.)
- Department of Medical Microbiology, University of Manitoba, Winnipeg, MB R3E 0W2, Canada
| | - Darwyn Kobasa
- Special Pathogens Program, National Microbiology Laboratory, Public Health Agency of Canada, Winnipeg, MB R3E 3R2, Canada; (Z.S.); (D.K.)
- Department of Medical Microbiology, University of Manitoba, Winnipeg, MB R3E 0W2, Canada
| | - Keith Pardee
- Department of Pharmaceutical Sciences, Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, ON M5S 3M2, Canada;
- Department of Mechanical and Industrial Engineering, University of Toronto, Toronto, ON M5S 3G8, Canada
| | - Shawn Babiuk
- Canadian Food Inspection Agency, National Centre for Foreign Animal Disease, Winnipeg, MB R3E 3R2, Canada; (J.R.V.S.); (A.A.)
- Department of Immunology, University of Manitoba, Winnipeg, MB R3E 0T5, Canada
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2
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Park J, Lim S. Review of the Proteomics and Metabolic Properties of Corynebacterium glutamicum. Microorganisms 2024; 12:1681. [PMID: 39203523 PMCID: PMC11356982 DOI: 10.3390/microorganisms12081681] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2024] [Revised: 08/08/2024] [Accepted: 08/13/2024] [Indexed: 09/03/2024] Open
Abstract
Corynebacterium glutamicum (C. glutamicum) has become industrially important in producing glutamic acid and lysine since its discovery and has been the subject of proteomics and central carbon metabolism studies. The proteome changes depending on environmental conditions, nutrient availability, and stressors. Post-translational modification (PTMs), such as phosphorylation, methylation, and glycosylation, alter the function and activity of proteins, allowing them to respond quickly to environmental changes. Proteomics techniques, such as mass spectrometry and two-dimensional gel electrophoresis, have enabled the study of proteomes, identification of proteins, and quantification of the expression levels. Understanding proteomes and central carbon metabolism in microorganisms provides insight into their physiology, ecology, and biotechnological applications, such as biofuels, pharmaceuticals, and industrial enzyme production. Several attempts have been made to create efficient production strains to increase productivity in several research fields, such as genomics and proteomics. In addition to amino acids, C. glutamicum is used to produce vitamins, nucleotides, organic acids, and alcohols, expanding its industrial applications. Considerable information has been accumulated, but recent research has focused on proteomes and central carbon metabolism. The development of genetic engineering technologies, such as CRISPR-Cas9, has improved production efficiency by allowing precise manipulation of the metabolic pathways of C. glutamicum. In addition, methods for designing new metabolic pathways and developing customized strains using synthetic biology technology are gradually expanding. This review is expected to enhance the understanding of C. glutamicum and its industrial potential and help researchers identify research topics and design studies.
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Affiliation(s)
| | - Sooa Lim
- Department of Pharmaceutical Engineering, Hoseo University, Asan-si 31499, Chungnam, Republic of Korea
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3
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Széliová D, Ruckerbauer DE, Galleguillos SN, Petersen LB, Natter K, Hanscho M, Troyer C, Causon T, Schoeny H, Christensen HB, Lee DY, Lewis NE, Koellensperger G, Hann S, Nielsen LK, Borth N, Zanghellini J. What CHO is made of: Variations in the biomass composition of Chinese hamster ovary cell lines. Metab Eng 2020; 61:288-300. [DOI: 10.1016/j.ymben.2020.06.002] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
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4
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Széliová D, Schoeny H, Knez Š, Troyer C, Coman C, Rampler E, Koellensperger G, Ahrends R, Hann S, Borth N, Zanghellini J, Ruckerbauer DE. Robust Analytical Methods for the Accurate Quantification of the Total Biomass Composition of Mammalian Cells. Methods Mol Biol 2020; 2088:119-160. [PMID: 31893373 DOI: 10.1007/978-1-0716-0159-4_7] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Biomass composition is an important input for genome-scale metabolic models and has a big impact on their predictive capabilities. However, researchers often rely on generic data for biomass composition, e.g. collected from similar organisms. This leads to inaccurate predictions, because biomass composition varies between different cell lines, conditions, and growth phases. In this chapter we present protocols for the determination of the biomass composition of Chinese Hamster Ovary (CHO) cells. These methods can easily be adapted to other types of mammalian cells. The protocols include the quantification of cell dry mass and of the main biomass components, namely protein, lipid, DNA, RNA, and carbohydrates. Cell dry mass is determined gravimetrically by weighing a defined number of cells. Amino acid composition and protein content are measured by gas chromatography mass spectrometry. Lipids are quantified by shotgun mass spectrometry, which provides quantities for the different lipid classes and also the distribution of fatty acids. RNA is purified and then quantified spectrophotometrically. The methods for DNA and carbohydrates are simple fluorometric and colorimetric assays adapted to a 96-well plate format. To ensure quantitative results, internal standards or spike-in controls are used in all methods, e.g. to account for possible matrix effects or loss of material. Finally, the last section provides a guide on how to convert the measured data into biomass equations, which can then be integrated into a metabolic model.
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Affiliation(s)
- Diana Széliová
- Austrian Centre of Industrial Biotechnology, Vienna, Austria
- University of Natural Resources and Life Sciences, Vienna, Austria
| | | | - Špela Knez
- University of Ljubljana, Ljubljana, Slovenia
| | - Christina Troyer
- University of Natural Resources and Life Sciences, Vienna, Austria
| | - Cristina Coman
- Leibniz Institut für Analytische Wissenschaften - e.V., Dortmund, Germany
| | | | | | - Robert Ahrends
- Leibniz Institut für Analytische Wissenschaften - e.V., Dortmund, Germany
| | - Stephen Hann
- Austrian Centre of Industrial Biotechnology, Vienna, Austria
- University of Natural Resources and Life Sciences, Vienna, Austria
| | - Nicole Borth
- Austrian Centre of Industrial Biotechnology, Vienna, Austria
- University of Natural Resources and Life Sciences, Vienna, Austria
| | - Jürgen Zanghellini
- University of Natural Resources and Life Sciences, Vienna, Austria
- Austrian Biotech University of Applied Sciences, Tulln, Austria
- Austrian Centre of Industrial Biotechnology, Vienna, Austria
| | - David E Ruckerbauer
- Austrian Centre of Industrial Biotechnology, Vienna, Austria.
- University of Natural Resources and Life Sciences, Vienna, Austria.
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Zhang L, Wang M, Castan A, Stevenson J, Chatzissavidou N, Hjalmarsson H, Vilaplana F, Chotteau V. Glycan Residues Balance Analysis - GReBA: A novel model for the N-linked glycosylation of IgG produced by CHO cells. Metab Eng 2019; 57:118-128. [PMID: 31539564 DOI: 10.1016/j.ymben.2019.08.016] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2019] [Revised: 07/12/2019] [Accepted: 08/22/2019] [Indexed: 02/02/2023]
Abstract
The structure of N-linked glycosylation is a very important quality attribute for therapeutic monoclonal antibodies. Different carbon sources in cell culture media, such as mannose and galactose, have been reported to have different influences on the glycosylation patterns. Accurate prediction and control of the glycosylation profile are important for the process development of mammalian cell cultures. In this study, a mathematical model, that we named Glycan Residues Balance Analysis (GReBA), was developed based on the concept of Elementary Flux Mode (EFM), and used to predict the glycosylation profile for steady state cell cultures. Experiments were carried out in pseudo-perfusion cultivation of antibody producing Chinese Hamster Ovary (CHO) cells with various concentrations and combinations of glucose, mannose and galactose. Cultivation of CHO cells with mannose or the combinations of mannose and galactose resulted in decreased lactate and ammonium production, and more matured glycosylation patterns compared to the cultures with glucose. Furthermore, the growth rate and IgG productivity were similar in all the conditions. When the cells were cultured with galactose alone, lactate was fed as well to be used as complementary carbon source, leading to cell growth rate and IgG productivity comparable to feeding the other sugars. The data of the glycoprofiles were used for training the model, and then to simulate the glycosylation changes with varying the concentrations of mannose and galactose. In this study we showed that the GReBA model had a good predictive capacity of the N-linked glycosylation. The GReBA can be used as a guidance for development of glycoprotein cultivation processes.
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Affiliation(s)
- Liang Zhang
- Department of Industrial Biotechnology, School of Engineering Sciences in Chemistry, Biotechnology and Health, KTH-Royal Institute of Technology, Sweden; AdBIOPRO, VINNOVA Competence Centre for Advanced Bioproduction by Continuous Processing, KTH, Sweden
| | - MingLiang Wang
- AdBIOPRO, VINNOVA Competence Centre for Advanced Bioproduction by Continuous Processing, KTH, Sweden; Department of Automatic Control, School of Electrical Engineering and Computer Science, KTH-Royal Institute of Technology, Sweden
| | - Andreas Castan
- GE Healthcare Bio-Sciences AB, Björkgatan 30, 75184, Uppsala, Sweden
| | | | | | - Håkan Hjalmarsson
- AdBIOPRO, VINNOVA Competence Centre for Advanced Bioproduction by Continuous Processing, KTH, Sweden; Department of Automatic Control, School of Electrical Engineering and Computer Science, KTH-Royal Institute of Technology, Sweden
| | - Francisco Vilaplana
- Division of Glycoscience, Department of Chemistry, School of Engineering Sciences in Chemistry, Biotechnology and Health, KTH-Royal Institute of Technology, Sweden
| | - Veronique Chotteau
- Department of Industrial Biotechnology, School of Engineering Sciences in Chemistry, Biotechnology and Health, KTH-Royal Institute of Technology, Sweden; AdBIOPRO, VINNOVA Competence Centre for Advanced Bioproduction by Continuous Processing, KTH, Sweden.
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6
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Sustainability in the biopharmaceutical industry: Seeking a holistic perspective. Biotechnol Adv 2019; 37:698-707. [DOI: 10.1016/j.biotechadv.2019.03.015] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2018] [Revised: 02/22/2019] [Accepted: 03/24/2019] [Indexed: 02/08/2023]
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Kelly PS, Alarcon Miguez A, Alves C, Barron N. From media to mitochondria–rewiring cellular energy metabolism of Chinese hamster ovary cells for the enhanced production of biopharmaceuticals. Curr Opin Chem Eng 2018. [DOI: 10.1016/j.coche.2018.08.009] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
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8
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Goers L, Ainsworth C, Goey CH, Kontoravdi C, Freemont PS, Polizzi KM. Whole-cell Escherichia coli lactate biosensor for monitoring mammalian cell cultures during biopharmaceutical production. Biotechnol Bioeng 2017; 114:1290-1300. [PMID: 28112405 PMCID: PMC5412874 DOI: 10.1002/bit.26254] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2016] [Revised: 01/11/2017] [Accepted: 01/19/2017] [Indexed: 02/06/2023]
Abstract
Many high-value added recombinant proteins, such as therapeutic glycoproteins, are produced using mammalian cell cultures. In order to optimize the productivity of these cultures it is important to monitor cellular metabolism, for example the utilization of nutrients and the accumulation of metabolic waste products. One metabolic waste product of interest is lactic acid (lactate), overaccumulation of which can decrease cellular growth and protein production. Current methods for the detection of lactate are limited in terms of cost, sensitivity, and robustness. Therefore, we developed a whole-cell Escherichia coli lactate biosensor based on the lldPRD operon and successfully used it to monitor lactate concentration in mammalian cell cultures. Using real samples and analytical validation we demonstrate that our biosensor can be used for absolute quantification of metabolites in complex samples with high accuracy, sensitivity, and robustness. Importantly, our whole-cell biosensor was able to detect lactate at concentrations more than two orders of magnitude lower than the industry standard method, making it useful for monitoring lactate concentrations in early phase culture. Given the importance of lactate in a variety of both industrial and clinical contexts we anticipate that our whole-cell biosensor can be used to address a range of interesting biological questions. It also serves as a blueprint for how to capitalize on the wealth of genetic operons for metabolite sensing available in nature for the development of other whole-cell biosensors. Biotechnol. Bioeng. 2017;114: 1290-1300. © 2017 The Authors. Biotechnology and Bioengineering Published by Wiley Periodicals, Inc.
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Affiliation(s)
- Lisa Goers
- Department of Life SciencesImperial College LondonLondonSW7 2AZUK
- Centre for Synthetic Biology and InnovationImperial College LondonLondonUK
| | - Catherine Ainsworth
- Centre for Synthetic Biology and InnovationImperial College LondonLondonUK
- Department of BioengineeringImperial College LondonLondonUK
| | - Cher Hui Goey
- Department of Chemical EngineeringImperial College LondonLondonUK
| | - Cleo Kontoravdi
- Centre for Synthetic Biology and InnovationImperial College LondonLondonUK
- Department of Chemical EngineeringImperial College LondonLondonUK
| | - Paul S. Freemont
- Centre for Synthetic Biology and InnovationImperial College LondonLondonUK
- Department of MedicineImperial College LondonLondonUK
| | - Karen M. Polizzi
- Department of Life SciencesImperial College LondonLondonSW7 2AZUK
- Centre for Synthetic Biology and InnovationImperial College LondonLondonUK
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9
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Hirschl S, Ralser C, Asam C, Gangitano A, Huber S, Ebner C, Bohle B, Wolf M, Briza P, Ferreira F, Griesbeck C, Wallner M. Expression and Characterization of Functional Recombinant Bet v 1.0101 in the Chloroplast of Chlamydomonas reinhardtii. Int Arch Allergy Immunol 2017; 173:44-50. [PMID: 28494467 DOI: 10.1159/000471852] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2016] [Accepted: 03/21/2017] [Indexed: 12/16/2022] Open
Abstract
BACKGROUND Allergen immunotherapy (AIT) still plays a minor role in the treatment of allergic diseases. To improve the acceptance of AIT by allergic patients, the treatment has to become more convenient and efficacious. One possibility is the oral application of allergens or derivatives thereof. Therefore, we sought to produce a recombinant allergen in the green alga Chlamydomonas reinhardtii as a novel production platform. METHODS The major birch pollen allergen Bet v 1 was selected as candidate molecule, and a codon-optimized gene was synthesized and stably integrated into the microalga C. reinhardtii FUD50. Positive transformants were identified by PCR, cultured, and thereafter cells were disrupted by sonication. Bet v 1 was purified from algal total soluble protein (TSP) by affinity chromatography and characterized physicochemically as well as immunologically. RESULTS All transformants showed expression of the allergen with yields between 0.01 and 0.04% of TSP. Algal-derived Bet v 1 displayed similar secondary structure elements as the Escherichia coli-produced reference allergen. Moreover, Bet v 1 produced in C. reinhardtii showed binding comparable to human IgE as well as murine Bet v 1-specific IgG. CONCLUSION We could successfully produce recombinant Bet v 1 in C. reinhardtii. As microalgae are classified as GRAS (generally recognized as safe), the pilot study supports the development of novel allergy treatment concepts such as the oral administration of allergen-containing algal extracts for therapy.
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Affiliation(s)
- Sonja Hirschl
- Department of Biotechnology and Food Engineering, MCI Management Center Innsbruck, Innsbruck, Austria
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10
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Huang X, Wang X, Zhang J, Xia N, Zhao Q. Escherichia coli-derived virus-like particles in vaccine development. NPJ Vaccines 2017; 2:3. [PMID: 29263864 PMCID: PMC5627247 DOI: 10.1038/s41541-017-0006-8] [Citation(s) in RCA: 78] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2016] [Revised: 01/10/2017] [Accepted: 01/17/2017] [Indexed: 12/19/2022] Open
Abstract
Recombinant virus-like particle-based vaccines are composed of viral structural proteins and mimic authentic native viruses but are devoid of viral genetic materials. They are the active components in highly safe and effective vaccines for the prevention of infectious diseases. Several expression systems have been used for virus-like particle production, ranging from Escherichia coli to mammalian cell lines. The prokaryotic expression system, especially Escherichia coli, is the preferred expression host for producing vaccines for global use. Hecolin, the first licensed virus-like particle vaccine derived from Escherichia coli, has been demonstrated to possess good safety and high efficacy. In this review, we focus on Escherichia coli-derived virus-like particle based vaccines and vaccine candidates that are used for prevention (immunization against microbial pathogens) or disease treatment (directed against cancer or non-infectious diseases). The native-like spatial or higher-order structure is essential for the function of virus-like particles. Thus, the tool box for analyzing the key physicochemical, biochemical and functional attributes of purified virus-like particles will also be discussed. In summary, the Escherichia coli expression system has great potentials for producing a range of proteins with self-assembling properties to be used as vaccine antigens given the proper epitopes were preserved when compared to those in the native pathogens or disease-related target molecules.
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Affiliation(s)
- Xiaofen Huang
- State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics, National Institute of Diagnostics and Vaccine Development in Infectious Diseases, Xiamen University, Xiamen, Fujian 361102 PR China.,School of Public Health, Xiamen University, Xiamen, Fujian 361102 PR China
| | - Xin Wang
- State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics, National Institute of Diagnostics and Vaccine Development in Infectious Diseases, Xiamen University, Xiamen, Fujian 361102 PR China.,School of Public Health, Xiamen University, Xiamen, Fujian 361102 PR China
| | - Jun Zhang
- State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics, National Institute of Diagnostics and Vaccine Development in Infectious Diseases, Xiamen University, Xiamen, Fujian 361102 PR China.,School of Public Health, Xiamen University, Xiamen, Fujian 361102 PR China
| | - Ningshao Xia
- State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics, National Institute of Diagnostics and Vaccine Development in Infectious Diseases, Xiamen University, Xiamen, Fujian 361102 PR China.,School of Public Health, Xiamen University, Xiamen, Fujian 361102 PR China.,School of Life Science, Xiamen University, Xiamen, Fujian 361102 PR China
| | - Qinjian Zhao
- State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics, National Institute of Diagnostics and Vaccine Development in Infectious Diseases, Xiamen University, Xiamen, Fujian 361102 PR China.,School of Public Health, Xiamen University, Xiamen, Fujian 361102 PR China
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11
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Galleguillos SN, Ruckerbauer D, Gerstl MP, Borth N, Hanscho M, Zanghellini J. What can mathematical modelling say about CHO metabolism and protein glycosylation? Comput Struct Biotechnol J 2017; 15:212-221. [PMID: 28228925 PMCID: PMC5310201 DOI: 10.1016/j.csbj.2017.01.005] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2016] [Revised: 01/09/2017] [Accepted: 01/12/2017] [Indexed: 11/15/2022] Open
Abstract
Chinese hamster ovary cells have been in the spotlight for process optimization in recent years, due to being the major, long established cell factory for the production of recombinant proteins. A deep, quantitative understanding of CHO metabolism and mechanisms involved in protein glycosylation has proven to be attainable through the development of high throughput technologies. Here we review the most notable accomplishments in the field of modelling CHO metabolism and protein glycosylation.
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Affiliation(s)
- Sarah N Galleguillos
- Department of Biotechnology, University of Natural Resources and Life Sciences, Vienna, Austria; Austrian Centre of Industrial Biotechnology, Vienna, Austria
| | - David Ruckerbauer
- Department of Biotechnology, University of Natural Resources and Life Sciences, Vienna, Austria; Austrian Centre of Industrial Biotechnology, Vienna, Austria
| | - Matthias P Gerstl
- Department of Biotechnology, University of Natural Resources and Life Sciences, Vienna, Austria; Austrian Centre of Industrial Biotechnology, Vienna, Austria
| | - Nicole Borth
- Department of Biotechnology, University of Natural Resources and Life Sciences, Vienna, Austria; Austrian Centre of Industrial Biotechnology, Vienna, Austria
| | - Michael Hanscho
- Department of Biotechnology, University of Natural Resources and Life Sciences, Vienna, Austria; Austrian Centre of Industrial Biotechnology, Vienna, Austria
| | - Jürgen Zanghellini
- Department of Biotechnology, University of Natural Resources and Life Sciences, Vienna, Austria; Austrian Centre of Industrial Biotechnology, Vienna, Austria
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12
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Zucchelli S, Patrucco L, Persichetti F, Gustincich S, Cotella D. Engineering Translation in Mammalian Cell Factories to Increase Protein Yield: The Unexpected Use of Long Non-Coding SINEUP RNAs. Comput Struct Biotechnol J 2016; 14:404-410. [PMID: 27872686 PMCID: PMC5107644 DOI: 10.1016/j.csbj.2016.10.004] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2016] [Revised: 10/21/2016] [Accepted: 10/24/2016] [Indexed: 12/26/2022] Open
Abstract
Mammalian cells are an indispensable tool for the production of recombinant proteins in contexts where function depends on post-translational modifications. Among them, Chinese Hamster Ovary (CHO) cells are the primary factories for the production of therapeutic proteins, including monoclonal antibodies (MAbs). To improve expression and stability, several methodologies have been adopted, including methods based on media formulation, selective pressure and cell- or vector engineering. This review presents current approaches aimed at improving mammalian cell factories that are based on the enhancement of translation. Among well-established techniques (codon optimization and improvement of mRNA secondary structure), we describe SINEUPs, a family of antisense long non-coding RNAs that are able to increase translation of partially overlapping protein-coding mRNAs. By exploiting their modular structure, SINEUP molecules can be designed to target virtually any mRNA of interest, and thus to increase the production of secreted proteins. Thus, synthetic SINEUPs represent a new versatile tool to improve the production of secreted proteins in biomanufacturing processes.
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Affiliation(s)
- Silvia Zucchelli
- Department of Health Sciences, Università del Piemonte Orientale, Novara, Italy; Area of Neuroscience, SISSA, Trieste, Italy
| | - Laura Patrucco
- Department of Health Sciences, Università del Piemonte Orientale, Novara, Italy
| | | | - Stefano Gustincich
- Area of Neuroscience, SISSA, Trieste, Italy; Department of Neuroscience and Brain Technologies, Italian Institute of Technology (IIT), Genova, Italy
| | - Diego Cotella
- Department of Health Sciences, Università del Piemonte Orientale, Novara, Italy
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13
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A carbohydrate-binding affinity ligand for the specific enrichment of glycoproteins. J Chromatogr A 2016; 1444:8-20. [DOI: 10.1016/j.chroma.2016.03.049] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2015] [Revised: 01/22/2016] [Accepted: 03/18/2016] [Indexed: 02/07/2023]
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14
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Ang KS, Kyriakopoulos S, Li W, Lee DY. Multi-omics data driven analysis establishes reference codon biases for synthetic gene design in microbial and mammalian cells. Methods 2016; 102:26-35. [PMID: 26850284 DOI: 10.1016/j.ymeth.2016.01.016] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2015] [Revised: 01/08/2016] [Accepted: 01/19/2016] [Indexed: 11/19/2022] Open
Abstract
In this study, we analyzed multi-omics data and subsets thereof to establish reference codon usage biases for codon optimization in synthetic gene design. Specifically, publicly available genomic, transcriptomic, proteomic and translatomic data for microbial and mammalian expression hosts, Escherichia coli, Saccharomyces cerevisiae, Pichia pastoris and Chinese hamster ovary (CHO) cells, were compiled to derive their individual codon and codon pair frequencies. Then, host dependent and -omics specific codon biases were generated and compared by principal component analysis and hierarchical clustering. Interestingly, our results indicated the similar codon bias patterns of the highly expressed transcripts, highly abundant proteins, and efficiently translated mRNA in microbial cells, despite the general lack of correlation between mRNA and protein expression levels. However, for CHO cells, the codon bias patterns among various -omics subsets are not distinguishable, forming one cluster. Thus, we further investigated the effect of different input codon biases on codon optimized sequences using the codon context (CC) and individual codon usage (ICU) design parameters, via in silico case study on the expression of human IFNγ sequence in CHO cells. The results supported that CC is more robust design parameter than ICU for improved heterologous gene design.
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Affiliation(s)
- Kok Siong Ang
- Department of Chemical and Biomolecular Engineering, National University of Singapore, 4 Engineering Drive 4, Singapore 117585, Singapore; NUS Synthetic Biology for Clinical and Technological Innovation (SynCTI), Life Sciences Institute, National University of Singapore, 28 Medical Drive, Singapore 117456, Singapore
| | - Sarantos Kyriakopoulos
- Bioprocessing Technology Institute, Agency for Science, Technology and Research (A*STAR), 20 Biopolis Way, #06-01 Centros, Singapore 138668, Singapore
| | - Wei Li
- Sangon Biotech (Shanghai) Co., Ltd., 698 Xiangmin Road, SongJiang District, Shanghai 201611, China
| | - Dong-Yup Lee
- Department of Chemical and Biomolecular Engineering, National University of Singapore, 4 Engineering Drive 4, Singapore 117585, Singapore; NUS Synthetic Biology for Clinical and Technological Innovation (SynCTI), Life Sciences Institute, National University of Singapore, 28 Medical Drive, Singapore 117456, Singapore; Bioprocessing Technology Institute, Agency for Science, Technology and Research (A*STAR), 20 Biopolis Way, #06-01 Centros, Singapore 138668, Singapore.
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15
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IPAT: a freely accessible software tool for analyzing multiple patent documents with inbuilt landscape visualizer. Pharm Pat Anal 2015; 4:377-86. [PMID: 26452016 DOI: 10.4155/ppa.15.25] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Intelligent Patent Analysis Tool (IPAT) is an online data retrieval tool, operated based on text mining algorithm to extract specific patent information in a predetermined pattern into an Excel sheet. The software is designed and developed to retrieve and analyze technology information from multiple patent documents and generate various patent landscape graphs and charts. The software is C# coded in visual studio 2010, which extracts the publicly available patent information from the web pages like Google Patent and simultaneously study the various technology trends based on user-defined parameters. In other words, IPAT combined with the manual categorization will act as an excellent technology assessment tool in competitive intelligence and due diligence for predicting the future R&D forecast.
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Tharmalingam T, Wu CH, Callahan S, T Goudar C. A framework for real-time glycosylation monitoring (RT-GM) in mammalian cell culture. Biotechnol Bioeng 2015; 112:1146-54. [PMID: 25545171 DOI: 10.1002/bit.25520] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2014] [Accepted: 08/15/2014] [Indexed: 12/25/2022]
Abstract
Glycosylation is a critical characteristic of biotherapeutics because of its central role in in vivo efficacy. Multiple factors including medium composition and process conditions impact protein glycosylation and characterizing cellular response to these changes is essential to understand the underlying relationships. Current practice typically involves glycosylation characterization at the end of a fed-batch culture, which in addition to being an aggregate of the process, reflects a bias towards the end of the culture where a majority of the product is made. In an attempt to rigorously characterize the entire time-course of a fed-batch culture, a real-time glycosylation monitoring (RT-GM) framework was developed. It involves using the micro sequential injection (μSI) system as a sample preparation platform coupled with an ultra-performance liquid chromatography (UPLC) system for real-time monitoring of the antibody glycan profile. Automated sampling and sample preparations were performed using the μSI system and this framework was used to study manganese (Mn)-induced glycosylation changes over the course of a fed-batch culture. As expected, Mn-supplemented cultures exhibited higher galactosylation levels compared to control while the fucosylation and mannosylation were consistent for both supplemented and control cultures. Overall, the approach presented in the study allows real time monitoring of glycosylation changes and this information can be rapidly translated into process control and/or process optimization decisions to accelerate process development.
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Affiliation(s)
- Tharmala Tharmalingam
- Pre-Pivotal Drug Substance Process Development, Amgen Inc., One Amgen Center Drive, Thousand Oaks, California
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17
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Liu X, Yang Y, Zhang W, Sun Y, Peng F, Jeffrey L, Harvey L, McNeil B, Bai Z. Expression of recombinant protein using Corynebacterium Glutamicum: progress, challenges and applications. Crit Rev Biotechnol 2015; 36:652-64. [PMID: 25714007 DOI: 10.3109/07388551.2015.1004519] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Corynebacterium glutamicum (C. glutamicum) is a highly promising alternative prokaryotic host for recombinant protein expression, as it possesses several significant advantages over Escherichia coli (E. coli), the currently leading bacterial protein expression system. During the past decades, several experimental techniques and vector components for genetic manipulation of C. glutamicum have been developed and validated, including strong promoters for tightly regulating target gene expression, various types of plasmid vectors, protein secretion systems and methods of genetically modifying the host strain genome to improve protein production potential. This review critically discusses current progress in establishing C. glutamicum as a host for recombinant protein expression, and examines, in depth, some successful case studies of actual application of this expression system. The established "expression tool box" for developing novel constructs based on C. glutamicum as a host are also evaluated. Finally, the existing issues and solutions in process development with C. glutamicum as a host are specifically addressed.
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Affiliation(s)
- Xiuxia Liu
- a National Engineering Laboratory of Cereal Fermentation Technology , School of Biotechnology, JiangNan University , Wuxi , China and
| | - Yankun Yang
- a National Engineering Laboratory of Cereal Fermentation Technology , School of Biotechnology, JiangNan University , Wuxi , China and
| | - Wei Zhang
- a National Engineering Laboratory of Cereal Fermentation Technology , School of Biotechnology, JiangNan University , Wuxi , China and
| | - Yang Sun
- a National Engineering Laboratory of Cereal Fermentation Technology , School of Biotechnology, JiangNan University , Wuxi , China and
| | - Feng Peng
- a National Engineering Laboratory of Cereal Fermentation Technology , School of Biotechnology, JiangNan University , Wuxi , China and
| | - Laura Jeffrey
- b Institute of Pharmacy & Biomedical Sciences, Strathclyde University , Glasgow , UK
| | - Linda Harvey
- b Institute of Pharmacy & Biomedical Sciences, Strathclyde University , Glasgow , UK
| | - Brian McNeil
- b Institute of Pharmacy & Biomedical Sciences, Strathclyde University , Glasgow , UK
| | - Zhonghu Bai
- a National Engineering Laboratory of Cereal Fermentation Technology , School of Biotechnology, JiangNan University , Wuxi , China and
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Kyriakopoulos S, Kontoravdi C. A framework for the systematic design of fed-batch strategies in mammalian cell culture. Biotechnol Bioeng 2014; 111:2466-76. [PMID: 24975682 DOI: 10.1002/bit.25319] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2014] [Revised: 06/10/2014] [Accepted: 06/17/2014] [Indexed: 01/20/2023]
Abstract
A methodology to calculate the required amount of amino acids (a.a.) and glucose in feeds for animal cell culture from monitoring their levels in batch experiments is presented herein. Experiments with the designed feeds on an antibody-producing Chinese hamster ovary cell line resulted in a 3-fold increase in titer compared to batch culture. Adding 40% more nutrients to the same feed further increases the yield to 3.5 higher than in batch culture. Our results show that above a certain threshold there is no linear correlation between nutrient addition and the integral of viable cell concentration. In addition, although high ammonia levels hinder cell growth, they do not appear to affect specific antibody productivity, while we hypothesize that high extracellular lactate concentration is the cause for the metabolic shift towards lactate consumption for the cell line used. Overall, the performance of the designed feeds is comparable to that of a commercial feed that was tested in parallel. Expanding this approach to more nutrients, as well as changing the ratio of certain amino acids as informed by flux balance analysis, could achieve even higher yields.
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Affiliation(s)
- Sarantos Kyriakopoulos
- Centre for Process Systems Engineering, Department of Chemical Engineering, Imperial College London, London, SW7 2AZ, United Kingdom
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19
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Prediction of soluble heterologous protein expression levels inEscherichia colifrom sequence-based features and its potential in biopharmaceutical process development. ACTA ACUST UNITED AC 2014. [DOI: 10.4155/pbp.14.23] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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20
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Biopharmaceutical protein production bySaccharomyces cerevisiae: current state and future prospects. ACTA ACUST UNITED AC 2014. [DOI: 10.4155/pbp.14.8] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Jedrzejewski PM, del Val IJ, Constantinou A, Dell A, Haslam SM, Polizzi KM, Kontoravdi C. Towards controlling the glycoform: a model framework linking extracellular metabolites to antibody glycosylation. Int J Mol Sci 2014; 15:4492-522. [PMID: 24637934 PMCID: PMC3975410 DOI: 10.3390/ijms15034492] [Citation(s) in RCA: 65] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2013] [Revised: 02/07/2014] [Accepted: 02/21/2014] [Indexed: 01/23/2023] Open
Abstract
Glycoproteins represent the largest group of the growing number of biologically-derived medicines. The associated glycan structures and their distribution are known to have a large impact on pharmacokinetics. A modelling framework was developed to provide a link from the extracellular environment and its effect on intracellular metabolites to the distribution of glycans on the constant region of an antibody product. The main focus of this work is the mechanistic in silico reconstruction of the nucleotide sugar donor (NSD) metabolic network by means of 34 species mass balances and the saturation kinetics rates of the 60 metabolic reactions involved. NSDs are the co-substrates of the glycosylation process in the Golgi apparatus and their simulated dynamic intracellular concentration profiles were linked to an existing model describing the distribution of N-linked glycan structures of the antibody constant region. The modelling framework also describes the growth dynamics of the cell population by means of modified Monod kinetics. Simulation results match well to experimental data from a murine hybridoma cell line. The result is a modelling platform which is able to describe the product glycoform based on extracellular conditions. It represents a first step towards the in silico prediction of the glycoform of a biotherapeutic and provides a platform for the optimisation of bioprocess conditions with respect to product quality.
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Affiliation(s)
- Philip M Jedrzejewski
- Centre for Process Systems Engineering, Department of Chemical Engineering, Imperial College London, London SW7 2AZ, UK.
| | - Ioscani Jimenez del Val
- Centre for Process Systems Engineering, Department of Chemical Engineering, Imperial College London, London SW7 2AZ, UK.
| | | | - Anne Dell
- Department of Life Sciences, Imperial College London, London SW7 2AZ, UK.
| | - Stuart M Haslam
- Department of Life Sciences, Imperial College London, London SW7 2AZ, UK.
| | - Karen M Polizzi
- Department of Life Sciences, Imperial College London, London SW7 2AZ, UK.
| | - Cleo Kontoravdi
- Centre for Process Systems Engineering, Department of Chemical Engineering, Imperial College London, London SW7 2AZ, UK.
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Chromikova V, Mader A, Steinfellner W, Kunert R. Evaluating the bottlenecks of recombinant IgM production in mammalian cells. Cytotechnology 2014; 67:343-56. [PMID: 24615530 DOI: 10.1007/s10616-014-9693-4] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2013] [Accepted: 01/10/2014] [Indexed: 11/26/2022] Open
Abstract
Despite the fact, that monoclonal antibodies are the fastest growing group of biopharmaceuticals in development, this is not true for the IgM class, which remains as enigmatic as ever. While more examples of usefulness of IgMs for medical applications are emerging, their recombinant production is still not common. In our study, stable monoclonal IgM producing CHO DG44 and HEK 293 cell lines, expressing two model IgM molecules (IgM-617 and IgM-012) were established. Recombinant cell lines were compared in regard of specific productivity, specific growth rate, maximal achieved antibody titer, gene copy numbers and transcription levels of transgene. IgM-617 cell lines were identified as high while IgM-012 clones were low producers. Although differences in gene copy numbers as well as in transcription levels were observed, they did not seem to be a limitation. Levels of relevant endoplasmic reticulum-stress related proteins were analyzed and no indications of unfolded protein response were detected. This could indicate that the difference in the intrinsic protein stability of our model proteins (as was previously observed on purified samples) might cause lower yields of IgM-012. Transcriptomics and/or proteomics follow up studies might be necessary for identification of potential bottlenecks in IgM producing cell lines.
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Affiliation(s)
- Veronika Chromikova
- Department of Biotechnology, Vienna Institute of BioTechnology (BOKU - VIBT), University of Natural Resources and Life Sciences, Muthgasse 11, 1190, Vienna, Austria
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Fryklund L, Ritzén M, Bertilsson G, Arnlind MH. Is the decision on the use of biosimilar growth hormone based on high quality scientific evidence? - a systematic review. Eur J Clin Pharmacol 2014; 70:509-17. [PMID: 24569841 DOI: 10.1007/s00228-014-1655-4] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2013] [Accepted: 01/28/2014] [Indexed: 12/01/2022]
Abstract
BACKGROUND The authors carried out a systematic and critical review of the scientific literature regarding the possible development of neutralising antibodies developed in patients treated with growth hormone biosimilars (defined as a drug expected to be similar to the originator or original pharmaceutical -European Medicines Agency) as compared to the reference drug. As a consequence, we discovered two major issues, namely, the poor quality of the comparative clinical trials and the poor quality of the antibody assays used during the trials. METHODS The literature review was performed according to the principle of the Cochrane Collaboration and SBU. The electronic literature search included the databases PubMed, EMBASE and The Cochrane Library up to December 2012. Two independent reviewers assessed abstracts and full-text articles. RESULTS The search identified 1,553 abstracts related to the subject. Only six articles contained data on biosimilar growth hormone or antibody results obtained with appropriate methods. None of the studies fulfilled the criteria for high quality randomised controlled trials. Qualitative rather than quantitative assays were used for monitoring antibody formation. CONCLUSIONS It is our firm opinion , that since biosimilars are not identical, emphasis must be placed on the quality of the comparative clinical trials performed and the quality of the analytical studies in order to guarantee patient safety. Clinical trials should follow established quality rules for controlled comparative randomised clinical trials. A whole set of new guidelines is required.
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Kyriakopoulos S, Polizzi KM, Kontoravdi C. Dynamic profiling of amino acid transport and metabolism in Chinese hamster ovary cell culture. BMC Proc 2013. [PMCID: PMC3980539 DOI: 10.1186/1753-6561-7-s6-p97] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/02/2022] Open
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25
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26
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Kyriakopoulos S, Polizzi KM, Kontoravdi C. Comparative analysis of amino acid metabolism and transport in CHO variants with different levels of productivity. J Biotechnol 2013; 168:543-51. [PMID: 24056080 DOI: 10.1016/j.jbiotec.2013.09.007] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2013] [Revised: 09/10/2013] [Accepted: 09/12/2013] [Indexed: 12/12/2022]
Abstract
Chinese hamster ovary (CHO) cells are widely used for the production of biopharmaceuticals; however, our understanding of several physiological elements that contribute to productivity is limited. One of these is amino acid transport and how its limitation and/or regulation might affect productivity. To further our understanding, we have examined the expression of 40 mammalian amino acid transporter genes during batch cultures of three CHO cell lines: a non-producer and two antibody-producing cell lines with different levels of productivity. In parallel, extracellular and intracellular levels of amino acids were quantified. The aim was to identify differences in gene regulation between cell lines and within culture. Our results show that three transporters associated with transport of taurine and β-alanine, acidic amino acids and branched chain amino acids, are highly upregulated in both antibody-producing cell lines but not in the non-producer. Additionally, genes associated with the transport of amino acids related to the glutathione pathway (alanine, cysteine, cystine, glycine, glutamate) were found to be highly upregulated during the stationary phase of cell culture, correlating well with literature data on the importance of the pathway. Our analysis highlights potential markers for cell line selection and targets for process optimization.
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Affiliation(s)
- Sarantos Kyriakopoulos
- Centre for Process Systems Engineering, Department of Chemical Engineering, Imperial College London, London SW7 2AZ, UK
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27
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del Val IJ, Kyriakopoulos S, Polizzi KM, Kontoravdi C. An optimized method for extraction and quantification of nucleotides and nucleotide sugars from mammalian cells. Anal Biochem 2013; 443:172-80. [PMID: 24036437 DOI: 10.1016/j.ab.2013.09.005] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2013] [Revised: 08/16/2013] [Accepted: 09/04/2013] [Indexed: 10/26/2022]
Abstract
Glycosylation is a critical attribute of therapeutic proteins given its impact on the clinical safety and efficacy of these molecules. The biochemical process of glycosylation is inextricably dependent on metabolism and ensuing availability of nucleotides and nucleotide sugars (NSs) during cell culture. Herein, we present a comprehensive methodology to extract and quantify these metabolites from cultured cells. To establish the full protocol, two methods for the extraction of these compounds were evaluated for efficiency, and the requirement for quenching and washing the sample was assessed. A chromatographic method based on anion exchange has been optimized to separate and quantify eight nucleotides and nine NSs in less than 30 min. Degradation of nucleotides and NSs under extraction conditions was evaluated to aid in selection of the most efficient extraction protocol. We conclude that the optimized chromatographic method is quick, robust, and sensitive for quantifying nucleotides and NSs. Furthermore, our results show that samples taken from cell culture should be treated with 50% v/v acetonitrile and do not require quenching or washing for reliable extraction of nucleotides and NSs. This comprehensive protocol should prove useful in determining the impact of nucleotide and NS metabolism on protein glycosylation.
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Affiliation(s)
- Ioscani Jimenez del Val
- Department of Chemical Engineering and Chemical Technology, Imperial College London, South Kensington Campus, London SW7 2AZ, UK
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28
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Royle KE, Jimenez del Val I, Kontoravdi C. Integration of models and experimentation to optimise the production of potential biotherapeutics. Drug Discov Today 2013; 18:1250-5. [PMID: 23850703 DOI: 10.1016/j.drudis.2013.07.002] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2013] [Revised: 06/29/2013] [Accepted: 07/02/2013] [Indexed: 12/17/2022]
Abstract
Despite decades of clinical and commercial success, the current paradigm for drug discovery and development is still empirical and costly. The many hundreds of therapeutic proteins (TPs) in the development pipeline and the FDA-led quality-by-design initiative represent opportunities to address this issue. Advances in our understanding of cellular mechanisms as well as the physicochemical and biological characteristics of TPs have enabled researchers to develop computational models that analyse or even predict molecular and cellular behaviour under different conditions. Coupled with new analytical tools, these models are increasingly used to systemise and expedite the design and optimisation of protein production processes throughout the discovery and development stages.
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Affiliation(s)
- Kate E Royle
- Centre for Process Systems Engineering, Department of Chemical Engineering, Imperial College London, London SW7 2AZ, United Kingdom
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29
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Applying quality by design to glycoprotein therapeutics: experimental and computational efforts of process control. ACTA ACUST UNITED AC 2013. [DOI: 10.4155/pbp.13.4] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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