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Luo Y, Stanton DA, Sharp RC, Parrillo AJ, Morgan KT, Ritz DB, Talwar S. Efficient optimization of time-varying inputs in a fed-batch cell culture process using design of dynamic experiments. Biotechnol Prog 2023; 39:e3380. [PMID: 37531362 DOI: 10.1002/btpr.3380] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2023] [Revised: 07/10/2023] [Accepted: 07/17/2023] [Indexed: 08/04/2023]
Abstract
In cell culture process development, we rely largely on an iterative, one-factor-at-a-time procedure based on experiments that explore a limited process space. Design of experiments (DoE) addresses this issue by allowing us to analyze the effects of process inputs on process responses systematically and efficiently. However, DoE cannot be applied directly to study time-varying process inputs unless an impractically large number of bioreactors is used. Here, we adopt the methodology of design of dynamic experiments (DoDE) and incorporate dynamic feeding profiles efficiently in late-stage process development of the manufacture of therapeutic monoclonal antibodies. We found that, for the specific cell line used in this article, (1) not only can we estimate the effect of nutrient feed amount on various product attributes, but we can also estimate the effect, develop a statistical model, and use the model to optimize the slope of time-trended feed rates; (2) in addition to the slope, higher-order dynamic characteristics of time-trended feed rates can be incorporated in the design but do not have any significant effect on the responses we measured. Based on the DoDE data, we developed a statistical model and used the model to optimize several process conditions. Our effort resulted in a tangible improvement in productivity-compared with the baseline process without dynamic feeding, this optimized process in a 200-L batch achieved a 27% increase in titer and > 92% viability. We anticipate our application of DoDE to be a starting point for more efficient workflows to optimize dynamic process conditions in process development.
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Affiliation(s)
- Yu Luo
- GSK, Biopharm Drug Substance Development, King of Prussia, Pennsylvania, USA
| | | | - Rachel C Sharp
- GSK, Biopharm Drug Substance Development, King of Prussia, Pennsylvania, USA
| | - Alexis J Parrillo
- GSK, Biopharm Drug Substance Development, King of Prussia, Pennsylvania, USA
| | - Kelsey T Morgan
- GSK, Biopharm Drug Substance Development, King of Prussia, Pennsylvania, USA
| | - Diana B Ritz
- GSK, Biopharm Drug Substance Development, King of Prussia, Pennsylvania, USA
| | - Sameer Talwar
- GSK, Biopharm Drug Substance Development, King of Prussia, Pennsylvania, USA
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2
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Afeyan NB, Cooney CL. Professor Daniel I.C. Wang: A Legacy of Education, Innovation, Publication, and Leadership. Biotechnol Bioeng 2021; 117:3615-3627. [PMID: 33616929 PMCID: PMC7839494 DOI: 10.1002/bit.27644] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Affiliation(s)
- Noubar B Afeyan
- Flagship Ventures, One Memorial Drive, 7th Floor, Cambridge, Massachusetts.,Sloan School of Management, Massachusetts Institute of Technology, 50 Memorial Drive, Cambridge, Massachusetts
| | - Charles L Cooney
- Department of Chemical Engineering, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts
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3
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Subspace Based Model Identification for an Industrial Bioreactor: Handling Infrequent Sampling Using Missing Data Algorithms. Processes (Basel) 2020. [DOI: 10.3390/pr8121686] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
This manuscript addresses the problem of modeling an industrial (Sartorius) bioreactor using process data. In the context of the Sartorius Bioreactor, it is important to appropriately address the problem of dealing with a large number of variables, which are not always measured or are measured at different sampling rates, without taking recourse to simpler interpolation- or imputation-based approaches. To this end, a dynamic model for the Sartorius Bioreactor is developed via appropriately adapting a recently presented subspace model identification technique, which in turn uses nonlinear iterative partial least squares (NIPALS) algorithms to gracefully handle the missing data. The other key contribution is evaluating the ability of the identification approach to provide insight into the process by computing interpretable variables such as metabolite rates. The results demonstrate the ability of the proposed approach to model data from the Sartorius Bioreactor.
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4
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Roldán JS, Cassola A, Castillo DS. Optimization of recombinant Zika virus NS1 protein secretion from HEK293 cells. ACTA ACUST UNITED AC 2020; 25:e00434. [PMID: 32095434 PMCID: PMC7033529 DOI: 10.1016/j.btre.2020.e00434] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2019] [Revised: 01/09/2020] [Accepted: 02/10/2020] [Indexed: 12/17/2022]
Abstract
Stable recombinant ZIKV NS1-His-expressing HEK293 cells were generated. Rapamycin treatment followed by serum starvation leads to a 29-fold increase in recombinant ZIKV NS1 protein secretion. The purified recombinant ZIKV NS1 hexamer is a reliable biological tool for clinical diagnosis and surveillance purposes.
Sensitive, accurate and cost-effective diagnostic tests are urgently needed to detect Zika virus (ZIKV) infection. Nonstructural 1 (NS1) glycoprotein is an excellent diagnostic marker since it is released in a hexameric conformation from infected cells into the patient's bloodstream early in the course of the infection. We established a stable rZNS1-His-expression system in HEK293 cells through lentiviral transduction. A novel optimization approach to enhance rZNS1-His protein secretion in the mammalian expression system was accomplished through 50 nM rapamycin incubation followed by serum-free media incubation for 9 days, reaching protein yields of ∼10 mg/l of culture medium. Purified rZNS1-His hexamer was recognized by anti-NS1 antibodies in ZIKV patient's serum, and showed the ability to induce a humoral response in immunized mice. The obtained recombinant protein is a reliable biological tool that can potentially be applied in the development of diagnostic tests to detect ZIKV in infected patients during the acute phase.
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Affiliation(s)
- Julieta S Roldán
- Instituto de Investigaciones Biotecnológicas "Dr. Rodolfo A. Ugalde" (IIBIO), Universidad Nacional de San Martín (UNSAM) - Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), San Martín, Buenos Aires, Argentina
| | - Alejandro Cassola
- Instituto de Investigaciones Biotecnológicas "Dr. Rodolfo A. Ugalde" (IIBIO), Universidad Nacional de San Martín (UNSAM) - Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), San Martín, Buenos Aires, Argentina
| | - Daniela S Castillo
- Instituto de Investigaciones Biotecnológicas "Dr. Rodolfo A. Ugalde" (IIBIO), Universidad Nacional de San Martín (UNSAM) - Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), San Martín, Buenos Aires, Argentina
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5
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Nathiya S, Janani R, Rajesh Kannan V. Potential of plant growth promoting Rhizobacteria to overcome the exposure of pesticide in Trigonella foenum - graecum (fenugreek leaves). BIOCATALYSIS AND AGRICULTURAL BIOTECHNOLOGY 2020. [DOI: 10.1016/j.bcab.2020.101493] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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6
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Yu D, Mayani M, Song Y, Xing Z, Ghose S, Li ZJ. Control of antibody high and low molecular weight species by depth filtration‐based cell culture harvesting. Biotechnol Bioeng 2019; 116:2610-2620. [DOI: 10.1002/bit.27081] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2019] [Revised: 05/24/2019] [Accepted: 06/06/2019] [Indexed: 02/06/2023]
Affiliation(s)
- Deqiang Yu
- Biologics Development, Global Manufacturing & SupplyBristol‐Myers Squibb Devens Massachusetts
| | - Mukesh Mayani
- Biologics Development, Global Manufacturing & SupplyBristol‐Myers Squibb Devens Massachusetts
| | - Yuanli Song
- Biologics Development, Global Manufacturing & SupplyBristol‐Myers Squibb Devens Massachusetts
| | - Zhizhuo Xing
- Biologics Development, Global Manufacturing & SupplyBristol‐Myers Squibb Devens Massachusetts
| | - Sanchayita Ghose
- Biologics Development, Global Manufacturing & SupplyBristol‐Myers Squibb Devens Massachusetts
| | - Zheng Jian Li
- Biologics Development, Global Manufacturing & SupplyBristol‐Myers Squibb Devens Massachusetts
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Yin B, Wang Q, Chung CY, Ren X, Bhattacharya R, Yarema KJ, Betenbaugh MJ. Butyrated ManNAc analog improves protein expression in Chinese hamster ovary cells. Biotechnol Bioeng 2018; 115:1531-1541. [DOI: 10.1002/bit.26560] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2017] [Revised: 01/29/2018] [Accepted: 02/04/2018] [Indexed: 02/06/2023]
Affiliation(s)
- Bojiao Yin
- Department of Chemical and Biomolecular Engineering; Johns Hopkins University; Baltimore Maryland
| | - Qiong Wang
- Department of Chemical and Biomolecular Engineering; Johns Hopkins University; Baltimore Maryland
| | - Cheng-Yu Chung
- Department of Chemical and Biomolecular Engineering; Johns Hopkins University; Baltimore Maryland
| | - Xiaozhi Ren
- Department of Chemical and Biomolecular Engineering; Johns Hopkins University; Baltimore Maryland
| | - Rahul Bhattacharya
- Department of Biomedical Engineering; Johns Hopkins University; Baltimore Maryland
| | - Kevin J. Yarema
- Department of Biomedical Engineering; Johns Hopkins University; Baltimore Maryland
| | - Michael J. Betenbaugh
- Department of Chemical and Biomolecular Engineering; Johns Hopkins University; Baltimore Maryland
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Quiroga-Campano AL, Panoskaltsis N, Mantalaris A. Energy-based culture medium design for biomanufacturing optimization: A case study in monoclonal antibody production by GS-NS0 cells. Metab Eng 2018; 47:21-30. [PMID: 29501926 DOI: 10.1016/j.ymben.2018.02.013] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2017] [Accepted: 02/25/2018] [Indexed: 01/30/2023]
Abstract
Demand for high-value biologics, a rapidly growing pipeline, and pressure from competition, time-to-market and regulators, necessitate novel biomanufacturing approaches, including Quality by Design (QbD) principles and Process Analytical Technologies (PAT), to facilitate accelerated, efficient and effective process development platforms that ensure consistent product quality and reduced lot-to-lot variability. Herein, QbD and PAT principles were incorporated within an innovative in vitro-in silico integrated framework for upstream process development (UPD). The central component of the UPD framework is a mathematical model that predicts dynamic nutrient uptake and average intracellular ATP content, based on biochemical reaction networks, to quantify and characterize energy metabolism and its adaptive response, metabolic shifts, to maintain ATP homeostasis. The accuracy and flexibility of the model depends on critical cell type/product/clone-specific parameters, which are experimentally estimated. The integrated in vitro-in silico platform and the model's predictive capacity reduced burden, time and expense of experimentation resulting in optimal medium design compared to commercially available culture media (80% amino acid reduction) and a fed-batch feeding strategy that increased productivity by 129%. The framework represents a flexible and efficient tool that transforms, improves and accelerates conventional process development in biomanufacturing with wide applications, including stem cell-based therapies.
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Affiliation(s)
- Ana L Quiroga-Campano
- CPSE, BSEL, Department of Chemical Engineering, Imperial College London, South Kensington Campus, London, United Kingdom.
| | - Nicki Panoskaltsis
- CPSE, BSEL, Department of Chemical Engineering, Imperial College London, South Kensington Campus, London, United Kingdom; Department of Haematology, Imperial College London, Northwick Park & St. Mark's Campus, Harrow, United Kingdom.
| | - Athanasios Mantalaris
- CPSE, BSEL, Department of Chemical Engineering, Imperial College London, South Kensington Campus, London, United Kingdom.
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9
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Su AM, Styczynski MP. Manipulation of metabolism in complex eukaryotic systems to control cellular state. Curr Opin Chem Eng 2015. [DOI: 10.1016/j.coche.2015.08.004] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
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10
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Zhao Y, Xing J, Xing JZ, Ang WT, Chen J. Applications of low-intensity pulsed ultrasound to increase monoclonal antibody production in CHO cells using shake flasks or wavebags. ULTRASONICS 2014; 54:1439-1447. [PMID: 24841953 DOI: 10.1016/j.ultras.2014.04.025] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/26/2013] [Revised: 04/19/2014] [Accepted: 04/27/2014] [Indexed: 06/03/2023]
Abstract
Many technologies, such as cell line screening and host cell engineering, culture media optimization and bioprocess optimization, have been proposed to increase monoclonal antibody (mAb) production in Chinese Hamster Ovary (CHO) cells. Unlike the existing biochemical approaches, we investigated stimulation using low-intensity pulsed ultrasound (LIPUS) as a purely physical approach, offering enhanced scalability, contamination control and cost-efficiency, while demonstrating significantly increased cell growth and antibody production. It was found that daily ultrasound treatments at 40 mW/cm(2) for 5 min during cell culture increased the production of human anti-IL-8 antibody by more than 30% using 10 or 30 mL shake flasks. Further increasing the ultrasound dosage (either intensities or the treatment duration) did not appreciably increase cell growth or antibody production, however feeding the culture with additional highly-concentrated nutrients, glucose and amino acids (glutamine in this case), did further increase cell growth and antibody titer to 35%. Similar ultrasound treatments (40 mW/cm(2), 5 min per day) when scaled up to larger volume wavebags, resulted in a 25% increase in antibody production. Increased antibody production can be attributed to both elevated cell count and the ultrasound stimulation. Theoretical study of underlying mechanisms was performed through the simulations of molecular dynamics using the AMBER software package, with results showing that LIPUS increases cell permeability. The significance of this study is that LIPUS, as a physical-based stimulation approach, can be externally applied to the cell culture without worrying about contamination. By combining with the existing technologies in antibody production, LIPUS can achieve additional mAb yields. Because it can be easily integrated with existing cell culture apparatuses, the technology is expected to be more acceptable by the end users.
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Affiliation(s)
- Yupeng Zhao
- Department of Biomedical Engineering, University of Alberta, Edmonton, Alberta, Canada
| | - Jida Xing
- Department of Electrical and Computer Engineering, University of Alberta, Edmonton, Alberta, Canada
| | - James Z Xing
- IntelligentNano Inc., Edmonton, Alberta, Canada; Department of Laboratory Medicine & Pathology, University of Alberta, Canada
| | - Woon T Ang
- IntelligentNano Inc., Edmonton, Alberta, Canada
| | - Jie Chen
- Department of Biomedical Engineering, University of Alberta, Edmonton, Alberta, Canada; Department of Electrical and Computer Engineering, University of Alberta, Edmonton, Alberta, Canada.
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Abstract
Metabolic engineering emerged 20 years ago as the discipline occupied with the directed modification of metabolic pathways for the microbial synthesis of various products. As such, it deals with the engineering (design, construction, and optimization) of native as well as non-natural routes of product synthesis, aided in this task by the availability of synthetic DNA, the core enabling technology of synthetic biology. The two fields, however, only partially overlap in their interest in pathway engineering. While fabrication of biobricks, synthetic cells, genetic circuits, and nonlinear cell dynamics, along with pathway engineering, have occupied researchers in the field of synthetic biology, the sum total of these areas does not constitute a coherent definition of synthetic biology with a distinct intellectual foundation and well-defined areas of application. This paper reviews the origins of the two fields and advances two distinct paradigms for each of them: that of unit operations for metabolic engineering and electronic circuits for synthetic biology. In this context, metabolic engineering is about engineering cell factories for the biological manufacturing of chemical and pharmaceutical products, whereas the main focus of synthetic biology is fundamental biological research facilitated by the use of synthetic DNA and genetic circuits.
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Affiliation(s)
- Gregory Stephanopoulos
- Department of Chemical Engineering, Massachusetts Institute of Technology, Building 56 Room 469C, 77 Massachusetts Ave, Cambridge, MA 02139, USA.
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12
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Zhu H, Yang ST. Long-term Continuous Production of Monoclonal Antibody by Hybridoma Cells Immobilized in a Fibrous-Bed Bioreactor. Cytotechnology 2012; 44:1-14. [PMID: 19003225 DOI: 10.1023/b:cyto.0000043395.36188.bc] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
The kinetics and long-term stability of continuous production of monoclonal antibody IgG2b by hybridoma HD-24 cells immobilized in a fibrous-bed bioreactor (FBB) were studied for a period of approximately 8 months. The cells were immobilized in the fibrous bed by surface attachment of cells and entrapment of large cell clumps in the void space of the fibrous matrix. A high viable cell density of 1.01 x 10(8)/ml was attained in the bioreactor, which was about 63 times higher than those in conventional T-flask and spinner flask cultures. The continuous FBB produced IgG at a concentration of approximately 0.5 g/l, with reactor productivity of approximately 7 mg/h.l, which was about 23 times higher than those from conventional T-flask and spinner flask cultures. The IgG concentration can be further increased to approximately 0.67 g/l by using higher feed (glucose and glutamine) concentrations and running the reactor at a recycle batch or fed-batch mode. The long-term performance of this bioreactor was also evaluated. For a period of 36 days monitored, the MAb produced in the continuous well-mixed bioreactor at 50 h retention time (0.02/h dilution rate) was maintained at a steady concentration level of approximately 0.3 g/l with less than 8% drift. At the end of the study, it was found that approximately 25% of the cells were strongly attached to the fiber surfaces and the other approximately 75% entrapped or weakly immobilized in the fibrous matrix. The strongly attached cells had a high viability of approximately 90%, compared to approximately 75% for cells weakly immobilized and only approximately 1.4% for freely suspended cells, suggesting that the fibrous matrix preferentially retained and protected the viable (productive) cells. The FBB thus was able to maintain its long-term productivity because nonviable and dead cells were continuously washed off from the fibrous matrix. The high MAb concentration and production rate and excellent stability for continuous long-term production obtained in this study compare favorably to other bioreactor studies reported in the literature. The reactor performance can be further improved by providing better pH and aeration controls at higher feed concentrations. The FBB is easy to operate and scale-up, and thus can be used economically for industrial production of MAb.
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Orman MA, Berthiaume F, Androulakis IP, Ierapetritou MG. Advanced stoichiometric analysis of metabolic networks of mammalian systems. Crit Rev Biomed Eng 2012; 39:511-34. [PMID: 22196224 DOI: 10.1615/critrevbiomedeng.v39.i6.30] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Metabolic engineering tools have been widely applied to living organisms to gain a comprehensive understanding about cellular networks and to improve cellular properties. Metabolic flux analysis (MFA), flux balance analysis (FBA), and metabolic pathway analysis (MPA) are among the most popular tools in stoichiometric network analysis. Although application of these tools into well-known microbial systems is extensive in the literature, various barriers prevent them from being utilized in mammalian cells. Limited experimental data, complex regulatory mechanisms, and the requirement of more complex nutrient media are some major obstacles in mammalian cell systems. However, mammalian cells have been used to produce therapeutic proteins, to characterize disease states or related abnormal metabolic conditions, and to analyze the toxicological effects of some medicinally important drugs. Therefore, there is a growing need for extending metabolic engineering principles to mammalian cells in order to understand their underlying metabolic functions. In this review article, advanced metabolic engineering tools developed for stoichiometric analysis including MFA, FBA, and MPA are described. Applications of these tools in mammalian cells are discussed in detail, and the challenges and opportunities are highlighted.
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Affiliation(s)
- Mehmet A Orman
- Department of Chemical and Biochemical Engineering, Rutgers, The State University of New Jersey, Piscataway, NJ 08854, USA
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14
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Gambhir A, Zhang C, Europa A, Hu WS. Analysis of the use of fortified medium in continuous culture of mammalian cells. Cytotechnology 2011; 31:243-54. [PMID: 19003148 DOI: 10.1023/a:1008026613975] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Continuous culture is frequently used in the cultivation of mammalian cells for the manufacturing of recombinant protein pharmaceuticals. In such operations a large volume of medium is turned over each day, especially in the case where cell recycle, or perfusion cultivation, is practiced. In principle, the volumetric throughput of medium can be reduced by using a more concentrated feed while maintaining the same nutrient provision rate. Overall, the medium components are divided into two categories: 'consumable nutrients' and 'unconsumable inorganic bulk salts'. In such fortified medium, the concentrations of consumable nutrients, but not bulk salts, are increased. With a stoichiometrically-balanced medium, the large amount of nutrients fed into the culture is largely consumed by cells to give rise to residual concentrations of these nutrients in their optimal range. However, unless care is taken to initiate the continuous culture, overshoot of nutrients may occur during the transient period. The high nutrient concentration during overshoot may be inhibitory by itself, or the resulting high osmolality may retard the growth. Using a mathematical model that incorporates the growth inhibitory effect of high osmolality we demonstrate such a potentially catastrophic effect of nutrient and osmolality overshoot by simulation. To avoid overshoot a controlled nutrient feeding scheme should be devised at the initiation of continuous culture.
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Affiliation(s)
- A Gambhir
- Department of Chemical Engineering and Materials Science, University of Minnesota, 151 Amundson Hall, 421 Washington Avenue S.E., Minneapolis, MN, 55455-0132, U.S.A
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Guan YH, Kemp RB. On-line heat flux measurements improve the culture medium for the growth and productivity of genetically engineered CHO cells. Cytotechnology 2011; 30:107-20. [PMID: 19003360 DOI: 10.1023/a:1008038515285] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
With the increasingly competitive commercial production of target proteins by hybridoma and genetically engineered cells, there is an urgent requirement for biosensors to monitor and control on-line and in real time the growth of cultured cells. Since growth is accompanied by an enthalpy change, heat dissipation measured by calorimetry could act as an index for metabolic flow rate. Recombinant CHO cell suspensions producing interferon-gamma were pumped to an on-line flow calorimeter. The results showed that an early reflection of metabolic change is size-specific heat flux obtained from dividing heat flow rate by the capacitance change of the cell suspension, using the on-line probe of a dielectric spectroscope. Comparison of heat flux with glucose and glutamine fluxes indicated that the former most accurately reflected decreased metabolic activity. Possibly this was due to accumulation of lactate and ammonia resulting from catabolic substrates being used as biosynthetic precursors. Thus, the heat flux probe is an ideal on-line biosensor for fed-batch culture. A stoichiometric growth reaction was formulated and data for material and heat fluxes incorporated into it. This showed that cell demand for glucose and glutamine was in the stoichiometric ratio of approximately 3:1 rather than the approximately 5:1 in the medium. It was demonstrated that the set of stoichiometric coefficients in the reaction were related through the extent of reaction (advancement) to overall metabolic activity (flux). The fact that this approach can be used for medium optimisation is the basis for an amino-acid-enriched medium which improved cell growth while decreasing catabolic fluxes.
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Affiliation(s)
- Y H Guan
- Institute of Biological Sciences, University of Wales, Edward Llwyd Building, Aberystwyth, SY23 3DA, UK
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Zang L, Frenkel R, Simeone J, Lanan M, Byers M, Lyubarskaya Y. Metabolomics Profiling of Cell Culture Media Leading to the Identification of Riboflavin Photosensitized Degradation of Tryptophan Causing Slow Growth in Cell Culture. Anal Chem 2011; 83:5422-30. [DOI: 10.1021/ac2009492] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Li Zang
- Analytical Development Department and ‡Manufacturing Sciences Department, BiogenIdec, Cambridge, Massachusetts 02142, United States
| | - Ruth Frenkel
- Analytical Development Department and ‡Manufacturing Sciences Department, BiogenIdec, Cambridge, Massachusetts 02142, United States
| | - Jeffrey Simeone
- Analytical Development Department and ‡Manufacturing Sciences Department, BiogenIdec, Cambridge, Massachusetts 02142, United States
| | - Maureen Lanan
- Analytical Development Department and ‡Manufacturing Sciences Department, BiogenIdec, Cambridge, Massachusetts 02142, United States
| | - Mark Byers
- Analytical Development Department and ‡Manufacturing Sciences Department, BiogenIdec, Cambridge, Massachusetts 02142, United States
| | - Yelena Lyubarskaya
- Analytical Development Department and ‡Manufacturing Sciences Department, BiogenIdec, Cambridge, Massachusetts 02142, United States
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17
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Hu S, Deng L, Wang H, Zhuang Y, Chu J, Zhang S, Li Z, Guo M. Bioprocess development for the production of mouse-human chimeric anti-epidermal growth factor receptor vIII antibody C12 by suspension culture of recombinant Chinese hamster ovary cells. Cytotechnology 2011; 63:247-58. [PMID: 21298341 PMCID: PMC3081043 DOI: 10.1007/s10616-011-9336-y] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2010] [Accepted: 01/11/2011] [Indexed: 12/23/2022] Open
Abstract
The mouse-human chimeric anti-epidermal growth factor receptor vIII (EGFRvIII) antibody C12 is a promising candidate for the diagnosis of hepatocellular carcinoma (HCC). In this study, 3 processes were successfully developed to produce C12 by cultivation of recombinant Chinese hamster ovary (CHO-DG44) cells in serum-free medium. The effect of inoculum density was evaluated in batch cultures of shaker flasks to obtain the optimal inoculum density of 5 × 10(5) cells/mL. Then, the basic metabolic characteristics of CHO-C12 cells were studied in stirred bioreactor batch cultures. The results showed that the limiting concentrations of glucose and glutamine were 6 and 1 mM, respectively. The culture process consumed significant amounts of aspartate, glutamate, asparagine, serine, isoleucine, leucine, and lysine. Aspartate, glutamate, asparagine, and serine were particularly exhausted in the early growth stage, thus limiting cell growth and antibody synthesis. Based on these findings, fed-batch and perfusion processes in the bioreactor were successfully developed with a balanced amino acid feed strategy. Fed-batch and especially perfusion culture effectively maintained high cell viability to prolong the culture process. Furthermore, perfusion cultures maximized the efficiency of nutrient utilization; the mean yield coefficient of antibody to consumed glucose was 44.72 mg/g and the mean yield coefficient of glutamine to antibody was 721.40 mg/g. Finally, in small-scale bioreactor culture, the highest total amount of C12 antibody (1,854 mg) was realized in perfusion cultures. Therefore, perfusion culture appears to be the optimal process for small-scale production of C12 antibody by rCHO-C12 cells.
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Affiliation(s)
- Suwen Hu
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, P.O. box 329, 130 Meilong Rd., 200237 Shanghai, People’s Republic of China
| | - Lei Deng
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, P.O. box 329, 130 Meilong Rd., 200237 Shanghai, People’s Republic of China
| | - Huamao Wang
- State Key Laboratory of Oncogenes and Related Genes, Shanghai Jiaotong University, 200032 Shanghai, People’s Republic of China
| | - Yingping Zhuang
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, P.O. box 329, 130 Meilong Rd., 200237 Shanghai, People’s Republic of China
| | - Ju Chu
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, P.O. box 329, 130 Meilong Rd., 200237 Shanghai, People’s Republic of China
| | - Siliang Zhang
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, P.O. box 329, 130 Meilong Rd., 200237 Shanghai, People’s Republic of China
| | - Zhonghai Li
- State Key Laboratory of Oncogenes and Related Genes, Shanghai Jiaotong University, 200032 Shanghai, People’s Republic of China
| | - Meijin Guo
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, P.O. box 329, 130 Meilong Rd., 200237 Shanghai, People’s Republic of China
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18
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Bioreactor Systems for Producing Antibody from Mammalian Cells. ANTIBODY EXPRESSION AND PRODUCTION 2011. [DOI: 10.1007/978-94-007-1257-7_2] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
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Detzel CJ, Van Wie BJ, Ivory CF. Fluid flow through a high cell density fluidized-bed during centrifugal bioreactor culture. Biotechnol Prog 2010; 26:1014-23. [PMID: 20205172 DOI: 10.1002/btpr.395] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
An increasing demand for products such as tissues, proteins, and antibodies from mammalian cell suspension cultures is driving interest in increasing production through high-cell density bioreactors. The centrifugal bioreactor (CCBR) retains cells by balancing settling forces with surface drag forces due to medium throughput and is capable of maintaining cell densities above 10(8) cells/mL. This article builds on a previous study where the fluid mechanics of an empty CCBR were investigated showing fluid flow is nonuniform and dominated by Coriolis forces, raising concerns about nutrient and cell distribution. In this article, we demonstrate that the previously reported Coriolis forces are still present in the CCBR, but masked by the presence of cells. Experimental dye injection observations during culture of 15 microm hybridoma cells show a continual uniform darkening of the cell bed, indicating the region of the reactor containing cells is well mixed. Simulation results also indicate the cell bed is well mixed during culture of mammalian cells ranging in size from 10 to 20 microm. However, simulations also allow for a slight concentration gradient to be identified and attributed to Coriolis forces. Experimental results show cell density increases from 0.16 to 0.26 when centrifugal force is doubled by increasing RPM from 650 to 920 at a constant inlet velocity of 6.5 cm/s; an effect also observed in the simulation. Results presented in this article indicate cells maintained in the CCBR behave as a high-density fluidized bed of cells providing a homogeneous environment to ensure optimal growth conditions.
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Affiliation(s)
- Christopher J Detzel
- Gene & Linda Voiland School of Chemical Engineering and Bioengineering, Washington State University, Pullman, WA 99164, USA
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20
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Bradley SA, Ouyang A, Purdie J, Smitka TA, Wang T, Kaerner A. Fermentanomics: monitoring mammalian cell cultures with NMR spectroscopy. J Am Chem Soc 2010; 132:9531-3. [PMID: 20578691 DOI: 10.1021/ja101962c] [Citation(s) in RCA: 67] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
As the number of therapeutic proteins produced by mammalian cell cultures in the pharmaceutical industry continues to increase, the need to improve productivity and ensure consistent product quality during process development activities becomes more significant. Rational medium design is known to improve cell culture performance, but an understanding of nutrient consumption and metabolite accumulation within the medium is required. To this end, we have developed a technique for using 1D (1)H NMR to quantitate nonprotein feed components and metabolites in mammalian cell cultures. We refer to the methodology as "Fermentanomics" to differentiate it from standard metabolomics. The method was found to generate spectra with excellent water suppression, signal-to-noise, and resolution. More importantly, nutrient consumption and metabolite accumulation was readily observed. In total, 50 media components have been identified and quantitated. The application of Fermentanomics to the optimization of a proprietary CHO basal medium yielded valuable insight regarding the nutrient levels needed to maintain productivity. While the focus here is on the extracellular milieu of CHO cell cultures, this methodology is generally applicable to quantitating intracellular concentrations and can be extended to other mammalian cell lines, as well as platforms such as yeasts, fungi, and Escherichia coli.
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Affiliation(s)
- Scott A Bradley
- Analytical Science Research and Development, Eli Lilly and Company, Lilly Corporate Center, Indianapolis, Indiana 46285, USA
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21
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Li F, Vijayasankaran N, Shen AY, Kiss R, Amanullah A. Cell culture processes for monoclonal antibody production. MAbs 2010; 2:466-79. [PMID: 20622510 PMCID: PMC2958569 DOI: 10.4161/mabs.2.5.12720] [Citation(s) in RCA: 460] [Impact Index Per Article: 32.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023] Open
Abstract
Animal cell culture technology has advanced significantly over the last few decades and is now generally considered a reliable, robust and relatively mature technology. A range of biotherapeutics are currently synthesized using cell culture methods in large scale manufacturing facilities that produce products for both commercial use and clinical studies. The robust implementation of this technology requires optimization of a number of variables, including 1) cell lines capable of synthesizing the required molecules at high productivities that ensure low operating cost; 2) culture media and bioreactor culture conditions that achieve both the requisite productivity and meet product quality specifications; 3) appropriate on-line and off-line sensors capable of providing information that enhances process knowledge; and 4) good understanding of culture performance at different scales to ensure smooth scale-up. Successful implementation also requires appropriate strategies for process development, scale-up and process characterization and validation that enable robust operation that is compliant with current regulations. This review provides an overview of the state-of-the art technology in key aspects of cell culture, e.g., engineering of highly productive cell lines and optimization of cell culture process conditions. We also summarize the current thinking on appropriate process development strategies and process advances that might affect process development.
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Affiliation(s)
- Feng Li
- Oceanside Pharma Technical Development, Pharma Technical Development US Biologics, Genentech, Oceanside, CA, USA
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22
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Friesewinkel P, Niu H, Drugmand JC, Bogaerts P. Simple Metabolic Modelling of Vero Cell Growth on Glucose in Fixed-bed Bioreactors. ACTA ACUST UNITED AC 2010. [DOI: 10.3182/20100707-3-be-2012.0092] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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23
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Detzel CJ, Thorson MR, Van Wie BJ, Ivory CF. A study of the Coriolis effect on the fluid flow profile in a centrifugal bioreactor. Biotechnol Prog 2009; 25:1025-34. [PMID: 19455639 DOI: 10.1002/btpr.183] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Increasing demand for tissues, proteins, and antibodies derived from cell culture is necessitating the development and implementation of high cell density bioreactors. A system for studying high density culture is the centrifugal bioreactor (CCBR), which retains cells by increasing settling velocities through system rotation, thereby eliminating diffusional limitations associated with mechanical cell retention devices. This article focuses on the fluid mechanics of the CCBR system by considering Coriolis effects. Such considerations for centrifugal bioprocessing have heretofore been ignored; therefore, a simpler analysis of an empty chamber will be performed. Comparisons are made between numerical simulations and bromophenol blue dye injection experiments. For the non-rotating bioreactor with an inlet velocity of 4.3 cm/s, both the numerical and experimental results show the formation of a teardrop shaped plume of dye following streamlines through the reactor. However, as the reactor is rotated, the simulation predicts the development of vortices and a flow profile dominated by Coriolis forces resulting in the majority of flow up the leading wall of the reactor as dye initially enters the chamber, results are confirmed by experimental observations. As the reactor continues to fill with dye, the simulation predicts dye movement up both walls while experimental observations show the reactor fills with dye from the exit to the inlet. Differences between the simulation and experimental observations can be explained by excessive diffusion required for simulation convergence, and a slight density difference between dyed and un-dyed solutions. Implications of the results on practical bioreactor use are also discussed.
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Affiliation(s)
- Christopher J Detzel
- Voiland School of Chemical Engineering and Bioengineering, Washington State University, Pullman, WA 99164-2710, USA
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24
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Responses of GS-NS0 Myeloma cells to osmolality: Cell growth, intracellular mass metabolism, energy metabolism, and antibody production. BIOTECHNOL BIOPROC E 2009. [DOI: 10.1007/s12257-008-0223-0] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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25
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Detzel CJ, Mason DJ, Davis WC, van Wie BJ. Kinetic simulation of a centrifugal bioreactor for high population density hybridoma culture. Biotechnol Prog 2009; 25:1650-9. [PMID: 19806634 DOI: 10.1002/btpr.240] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Demand for increasingly complex post-translationally modified proteins, such as monoclonal antibodies (mAbs), necessitates the use of mammalian hosts for production. The focus of this article is a continuous centrifugal bioreactor (CCBR) capable of increasing volumetric productivity for mAb production through high density hybridoma culture, exceeding 10(8) cells/mL. At these extreme densities, environmental conditions such as substrate and inhibitor concentrations rapidly change dramatically affecting the growth rate. The development of a kinetic model predicting glucose, mAb, lactate, and ammonium concentrations based on dilution rate and cell density is shown in this article. Additionally, it is found that pH affects both growth rate and viability, and a range of 6.9-7.4 is needed to maintain growth rate above 90% of the maximum. Modeling shows that operating an 11.4 mL CCBR inoculated with 2.0 x 10(7) cells/mL at a dilution rate of 1.3 h(-1), results in a predicted growth rate 82% of the maximum value. At the same dilution rate increasing density to 6.0 x 10(7) cells/mL decreases the predicted growth rate to 60% of the maximum; however, by increasing dilution rate to 6.1 h(-1) the growth rate can be increased to 86% of the maximum. Using the kinetic model developed in this research, the concentration of glucose, mAb, lactate, and ammonium are all predicted within 13% of experimental results. This model and an understanding of how RPM impacts cell retention serve as valuable tools for maintaining high density CCBR cultures, ensuring maximum growth associated mAb production rates.
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Affiliation(s)
- Christopher J Detzel
- Voiland School of Chemical Engineering and Bioengineering, Washington State University, Pullman, WA 99164, USA
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26
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Farid SS, Washbrook J, Titchener-Hooker NJ. Decision-Support Tool for Assessing Biomanufacturing Strategies under Uncertainty: Stainless Steel versus Disposable Equipment for Clinical Trial Material Preparation. Biotechnol Prog 2008; 21:486-97. [PMID: 15801789 DOI: 10.1021/bp049692b] [Citation(s) in RCA: 89] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
This paper presents the application of a decision-support tool, SIMBIOPHARMA, for assessing different manufacturing strategies under uncertainty for the production of biopharmaceuticals. SIMBIOPHARMA captures both the technical and business aspects of biopharmaceutical manufacture within a single tool that permits manufacturing alternatives to be evaluated in terms of cost, time, yield, project throughput, resource utilization, and risk. Its use for risk analysis is demonstrated through a hypothetical case study that uses the Monte Carlo simulation technique to imitate the randomness inherent in manufacturing subject to technical and market uncertainties. The case study addresses whether start-up companies should invest in a stainless steel pilot plant or use disposable equipment for the production of early phase clinical trial material. The effects of fluctuating product demands and titers on the performance of a biopharmaceutical company manufacturing clinical trial material are analyzed. The analysis highlights the impact of different manufacturing options on the range in possible outcomes for the project throughput and cost of goods and the likelihood that these metrics exceed a critical threshold. The simulation studies highlight the benefits of incorporating uncertainties when evaluating manufacturing strategies. Methods of presenting and analyzing information generated by the simulations are suggested. These are used to help determine the ranking of alternatives under different scenarios. The example illustrates the benefits to companies of using such a tool to improve management of their R&D portfolios so as to control the cost of goods.
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Affiliation(s)
- Suzanne S Farid
- The Advanced Centre for Biochemical Engineering, Department of Biochemical Engineering, University College London, London WC1E 7JE, UK.
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27
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Henry O, Kwok E, Piret JM. Simpler noninstrumented batch and semicontinuous cultures provide mammalian cell kinetic data comparable to continuous and perfusion cultures. Biotechnol Prog 2008; 24:921-31. [DOI: 10.1002/btpr.17] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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28
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Allen MJ, Boyce JP, Trentalange MT, Treiber DL, Rasmussen B, Tillotson B, Davis R, Reddy P. Identification of novel small molecule enhancers of protein production by cultured mammalian cells. Biotechnol Bioeng 2008; 100:1193-204. [DOI: 10.1002/bit.21839] [Citation(s) in RCA: 44] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
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29
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Fed-batch culture optimization of a growth-associated hybridoma cell line in chemically defined protein-free media. Cytotechnology 2006; 52:25-38. [PMID: 19002863 DOI: 10.1007/s10616-006-9026-3] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2006] [Accepted: 09/20/2006] [Indexed: 10/23/2022] Open
Abstract
An investigation was made to study the processes of fed-batch cultures of a hybridoma cell line in chemically defined protein-free media. First of all, a strong growth-associated pattern was correlated between the production of MAb and growth of cells through the kinetic studies of batch cultures, suggesting the potential effectiveness of extending the duration of exponential growth in the improvement of MAb titers. Second, compositions of amino acids in the feeding solution were balanced stepwisely according to their stoichiometrical correlations with glucose uptake in batch and fed-batch cultures. Moreover, a limiting factor screening revealed the constitutive nature of Ca(2+) and Mg(2+) for cell growth, and the importance of their feeding in fed-batch cultures. Finally, a fed-batch process was executed with a glucose uptake coupled feeding of balanced amino acids together with groups of nutrients and a feeding of CaCl(2) and MgCl(2) concentrate. The duration of exponential cell growth was extended from 70 h in batch culture and 98 h in fed-batch culture without Ca(2+)/Mg(2+) feeding to 117 h with Ca(2+)/Mg(2+) feeding. As a result of the prolonged exponential cell growth, the viable and total cell densities reached 7.04 x 10(6) and 9.12 x 10(6) cells ml(-1), respectively. The maximal MAb concentration achieved was increased to approximately eight times of that in serum supplemented batch culture.
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30
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Croughan MS, Hu WS. From microcarriers to hydrodynamics: Introducing engineering science into animal cell culture. Biotechnol Bioeng 2006; 95:220-225. [PMID: 16933297 DOI: 10.1002/bit.21088] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
Professor Daniel I.C. Wang has conducted research in animal cell culture for approximately 40 years. Over that long time period and still to this day, he successfully addresses a multitude of engineering challenges, taking a unique, creative, systems-driven but still fundamental approach. As mammalian cell culture has become the predominant method of manufacturing therapeutic proteins, the impact of his leadership, not only in research but also student recruitment and education, has played a key role in the success of the bio/pharmaceutical industry.
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Affiliation(s)
| | - Wei-Shou Hu
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, Minnesota
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31
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Afeyan NB, Cooney CL. Professor Daniel I.C. Wang: A legacy of education, innovation, publication, and leadership. Biotechnol Bioeng 2006; 95:206-217. [PMID: 16933287 DOI: 10.1002/bit.21078] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Affiliation(s)
- Noubar B Afeyan
- Flagship Ventures, One Memorial Drive, 7th Floor, Cambridge, Massachusetts
- Sloan School of Management, Massachusetts Institute of Technology, 50 Memorial Drive, Cambridge, Massachusetts
| | - Charles L Cooney
- Department of Chemical Engineering, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139-4307
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32
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Kim DY, Lee JC, Chang HN, Oh DJ. Development of serum-free media for a recombinant CHO cell line producing recombinant antibody. Enzyme Microb Technol 2006. [DOI: 10.1016/j.enzmictec.2005.11.047] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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33
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Maranga L, Goochee CF. Metabolism of PER.C6 cells cultivated under fed-batch conditions at low glucose and glutamine levels. Biotechnol Bioeng 2006; 94:139-50. [PMID: 16523524 DOI: 10.1002/bit.20890] [Citation(s) in RCA: 39] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
Abstract
This is the first study to examine PER.C6 cell glucose/energy and glutamine metabolism with fed-batch cultures at controlled low glutamine, low glucose, and simultaneous low glucose and low glutamine levels. PER.C6(TM) cell metabolism was investigated in serum-free suspension bioreactors at two-liter scale. Control of glucose and/or glutamine concentrations had a significant effect on cellular metabolism leading to an increased efficiency of nutrient utilization, altered byproduct synthesis, while having no effect on cell growth rate. Cultivating cells at a controlled glutamine concentration of 0.25 mM reduced q(Gln) and q(NH(4)(+)) by approximately 30%, q(Ala) 85%, and q(NEAA) 50%. The fed-batch control of glutamine also reduced the overall accumulation of ammonium ion by approximately 50% by minimizing the spontaneous chemical degradation of glutamine. No major impact upon glucose/energy metabolism was observed. Cultivating cells at a glucose concentration of 0.5 mM reduced q(Glc) about 50% and eliminated lactate accumulation. Cells exhibited a fully oxidative metabolism with Y(O(2)/Glc) of approximately 6 mol/mol. However, despite no increase in q(Gln), an increased ammonium ion accumulation and Y(NH(4)(+)/Gln) were also observed. Effective control of lactate and ammonium ion accumulation by PER.C6 cells was achieved using fed-batch with simultaneously controlled glucose and glutamine. A fully oxidative glucose metabolism and a complete elimination of lactate production were obtained. The q(Gln) value was again reduced and, despite an increased q(NH(4)(+)) compared with batch culture, ammonium ion levels were typically lower than corresponding ones in batch cultures, and the accumulation of non-essential amino acids (NEAA) was reduced about 50%. In conclusion, this study shows that PER.C6 cell metabolism can be confined to a state with improved efficiencies of nutrient utilization by cultivating cells in fed-batch at millimolar controlled levels of glucose and glutamine. In addition, PER.C6 cells fall into a minority category of mammalian cell lines for which glutamine plays a minor role in energy metabolism.
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Affiliation(s)
- Luis Maranga
- Fermentation and Cell Culture, Bioprocess R&D, Merck Research Laboratories, Merck & Co., Inc., 770 Sumneytown Pike, WP17-201 P.O. Box 4, West Point, Pennsylvania 19486, USA.
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34
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Lim AC, Washbrook J, Titchener-Hooker NJ, Farid SS. A computer-aided approach to compare the production economics of fed-batch and perfusion culture under uncertainty. Biotechnol Bioeng 2006; 93:687-97. [PMID: 16259001 DOI: 10.1002/bit.20757] [Citation(s) in RCA: 63] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
Fed-batch and perfusion culture dominate mammalian cell culture production processes. In this paper, a decision-support tool was employed to evaluate the economic feasibility of both culture modes via a case study based upon the large-scale production of monoclonal antibodies. The trade-offs between the relative simplicity but higher start-up costs of fed-batch processes and the high productivity but higher chances of equipment failure of perfusion processes were analysed. Deterministic analysis showed that whilst there was an insignificant difference (3%) between the cost of goods per gram (COG/g) values, the perfusion option benefited from a 42% reduction in capital investment and a 12% higher projected net present value (NPV). When Monte Carlo simulations were used to account for uncertainties in titre and yield, as well as the risks of contamination and filter fouling, the frequency distributions for the output metrics revealed that neither process route offered the best of both NPV or product output. A product output criterion was formulated and the options that met the criterion were compared based on their reward/risk ratio. The perfusion option was no longer feasible as it failed to meet the product output criterion and the fed-batch option had a 100% higher reward/risk ratio. The tool indicated that in this particular case, the probabilities of contamination and fouling in the perfusion option need to be reduced from 10% to 3% for this option to have the higher reward/risk ratio. The case study highlighted the limitations of relying on deterministic analysis alone.
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Affiliation(s)
- Ai Chye Lim
- The Advanced Centre for Biochemical Engineering, Department of Biochemical Engineering, University College London, Torrington Place, London WC1E 7JE, United Kingdom
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35
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Martial-Gros A, Goergen JL, Engasser JM, Marc A. Amino acids metabolism by VO 208 hybridoma cells: some aspects of the culture process and medium composition influence. Cytotechnology 2001; 37:93-105. [PMID: 19002906 PMCID: PMC3449694 DOI: 10.1023/a:1019908310300] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
In the present study an approach has been developed in order to examine the consequence of essential and non essential amino acid supplementation on VO208 hybridoma cells behaviour. The effect of amino acid enrichment has been studied taking into account the culture process, i.e., batch or continuous culture mode and the medium composition, i.e., a home made serum-free medium or a serum containing one. A group of 4 amino acids, i.e., Ser, Pro, Gly and Arg presented atypical evolution pattern of their extracellular concentration depending on the type of the medium and on the culture mode. Some amino acids were probably involved in the limitation of the cellular proliferation. Met was one of the amino acids that appears to may have been at limiting concentration in all cases. In continuous culture mode, an enrichment of amino acids resulted in a rapid improvement of the viable cell density in both media, with or without the presence of serum. For most amino acids, supplementation during continuous culture induced an increase of the amino acid uptake rate. A comparative analysis of amino acids utilisation, depending on the culture conditions studied in the present study, has been performed in order to propose an overall picture of amino acids metabolism by VO 208 Hybridoma cell line.
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Affiliation(s)
- A Martial-Gros
- Laboratoire des Sciences du Génie Chimique - CNRS-ENSAIA, Institut National Polytechnique de Lorraine (INPL), 2, Avenue de la Forêt de Haye, F-54505, Vandoeuvre-lès-Nancy, France,
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36
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Yang JD, Angelillo Y, Chaudhry M, Goldenberg C, Goldenberg DM. Achievement of high cell density and high antibody productivity by a controlled-fed perfusion bioreactor process. Biotechnol Bioeng 2000. [DOI: 10.1002/(sici)1097-0290(20000705)69:1<74::aid-bit9>3.0.co;2-k] [Citation(s) in RCA: 34] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
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37
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Sauer PW, Burky JE, Wesson MC, Sternard HD, Qu L. A high-yielding, generic fed-batch cell culture process for production of recombinant antibodies. Biotechnol Bioeng 2000. [DOI: 10.1002/(sici)1097-0290(20000305)67:5<585::aid-bit9>3.0.co;2-h] [Citation(s) in RCA: 115] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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38
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Sen A, Behie LA. The development of a medium for the in vitro expansion of mammalian neural stem cells. CAN J CHEM ENG 1999. [DOI: 10.1002/cjce.5450770525] [Citation(s) in RCA: 17] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
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39
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Lee K, Berthiaume F, Stephanopoulos GN, Yarmush ML. Metabolic flux analysis: a powerful tool for monitoring tissue function. TISSUE ENGINEERING 1999; 5:347-68. [PMID: 10477857 DOI: 10.1089/ten.1999.5.347] [Citation(s) in RCA: 36] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
In recent years, metabolic flux analysis has been widely used in bioprocess engineering to monitor cell viability and improve strain activity. Metabolic flux analysis refers to a methodology for investigating cellular metabolism whereby intracellular fluxes are calculated using a stoichiometric model for the major intracellular reactions and applying mass balances around intracellular metabolites. A powerful feature of this methodology is its ability to consider cellular biochemistry in terms of reaction networks. By considering the stoichiometry of biochemical reactions, it is possible to estimate the degree of engagement of each pathway participating in overall cellular activity, and hence obtain a comprehensive view of a cell s metabolic state. Given the potential impact of cellular energy metabolism on the function of engineered tissues, such comprehensive analysis of metabolic activity can be an extremely useful tool for tissue engineers. Estimates of intracellular fluxes under various environmental conditions could be used to optimize function in vivo as well as culture conditions in vitro. In this review, we provide a brief theoretical background of metabolic flux analysis and summarize the most widely used experimental approaches to obtain flux data. This review is intended as an overview of the field and as a starting point for tissue engineers wishing to learn about and eventually employ this methodology.
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Affiliation(s)
- K Lee
- Center for Engineering in Medicine, Massachusetts General Hospital, Harvard Medical School, and Shriners Hospital for Children, Boston, Massachusetts 02114, USA
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40
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Kallos MS, Behie LA. Inoculation and growth conditions for high-cell-density expansion of mammalian neural stem cells in suspension bioreactors. Biotechnol Bioeng 1999; 63:473-83. [PMID: 10099628 DOI: 10.1002/(sici)1097-0290(19990520)63:4<473::aid-bit11>3.0.co;2-c] [Citation(s) in RCA: 81] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Inoculation and growth conditions for the large-scale expansion of mammalian neural stem cells (NSC) have been determined. We examined suspension culture bioreactors of murine NSC, and concluded that the oxygen level should be kept high (20%), and the osmolarity of the medium should be kept low (below 400 mOsm/kg). The pH of the medium was found to have a large effect on cell proliferation, and the best growth characteristics were obtained within an optimum pH range of 7. 1 to 7.5. The inoculation conditions were also seen to have a large effect not only on the growth characteristics, but also on the number of cells that die in the initial stages of the culture. For large expansion of cells, low inoculum levels (10(4) cells/mL) and single-cell suspensions proved superior, whereas, for fast expansion of cells, higher inoculum levels (10(5) cells/mL) and spheroid inoculum forms were preferred. The inoculum temperature of the medium did not have a large effect on growth characteristics, but the pH greatly influenced cell proliferation. Inoculum pH levels should also be kept between 7.1 and 7.5. If these protocols are followed, high multiplication ratios and viabilities can be obtained in a 5-day batch suspension culture bioreactor run. A large number of cells could then be used in animal models for testing of neural drugs and in research and development toward cures for neurodegenerative disorders such as multiple sclerosis (MS) and Huntington's and Parkinson's disease. The results presented here also point the way toward studies on in vitro expansion of human neural stem cells.
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Affiliation(s)
- M S Kallos
- Pharmaceutical Production Research Facility (PPRF), Faculty of Engineering, University of Calgary, Calgary, Alberta T2N 1N4, Canada
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41
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Xie L, Nyberg G, Gu X, Li H, Möllborn F, Wang DIC. Gamma-interferon production and quality in stoichiometric fed-batch cultures of Chinese hamster ovary (CHO) cells under serum-free conditions. Biotechnol Bioeng 1997; 56:577-82. [DOI: 10.1002/(sici)1097-0290(19971205)56:5<577::aid-bit11>3.0.co;2-9] [Citation(s) in RCA: 45] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
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