Metabolic flux analysis of HEK-293 cells in perfusion cultures for the production of adenoviral vectors
Introduction
Adenoviruses constitute important gene delivery vehicles in the field of gene therapy and are currently involved in one-third of the protocols, mainly for the treatment of cancer. To meet the increasing demand of clinical trials, the development of high-yield processes is necessary. One of the major challenge of adenoviral vector production lies in the fact that high cell-specific productivities are only maintained for infection at low cell densities (typically under 1×106 cells/ml) (Nadeau and Kamen, 2003). Efforts to increase volumetric productivities have aimed at designing new feeding strategy to allow productive infection at higher cell concentrations. Substantial improvements were achieved with sequential batch (Frazzati-Gallina et al., 2001; Garnier et al., 1994; Iyer et al., 1999; Merten et al., 1999), and fed-batch strategies (Lee et al., 2003; Nadeau et al., 1996; Wong et al., 1999). This suggests that the decreased specific productivity at high cell concentrations is due to nutrient depletion or waste inhibition, though the exact nature of these limitations remains unknown. The cell density effect was also reported in perfusion cultures (Henry et al., 2004). For a set perfusion rate, infecting at higher cell concentrations led to a dramatic decrease in productivity. Henry et al. (2004) also showed that for a given cell density at infection, increasing the perfusion rate yields greater productivity.
All these results suggest that the physiological state of the cells at the time of infection is a determinant factor for culture productivity. Consequently, the design and operation of an efficient process must aim at maintaining or driving the cells towards a favourable physiological state before proceeding with the infection. The difficulty arises in establishing a quantitative description of this physiological status by a set of several process variables providing relevant information. In the context of viral vector production, various on-line and off-line methods have been investigated to assess the status of an infection. Increased oxygen uptake rate during virus production have been reported (Garnier et al., 1994; Kussow et al., 1995). A fluorescence probe allowed Gilbert et al. (2000) to determine the harvest time during an infection by an adenovirus containing the gene for Green Fluorescence Protein (GFP). Also, increased glucose uptake and lactate production rates were noted following infection (Garnier et al., 1994; Iyer et al., 1999; Nadeau et al., 2002; Xie et al., 2002). All the aforementioned methods can give valuable information regarding the kinetics of infection but none of them can provide a priori indication on the productivity of the culture. To take a step further, one needs to include information at the intracellular level that may unravel how metabolic flux distribution influences production.
In this work, under the hypothesis that the cell metabolic activity may be governing the productivity, metabolic flux analysis was applied to characterize the metabolism of 293 cells grown and infected in six perfusion cultures to evaluate the effects of varying the perfusion rate and the cell density at infection. The intracellular fluxes prior and after infection were estimated using a 40-flux metabolic network and 25 material balance equations. Observed differences in maximum viral vector concentrations are analysed in relation with the metabolic flux profiles of each culture. Results demonstrate that the productivity of cells is intimately linked with their physiological state, which is largely dictated by the operating conditions. With the goal of maximizing productivity while retaining process simplicity and lowering medium costs, the analysis led to the design of a feeding strategy allowing successful infection at cell density up to 5×106 cells/ml.
Section snippets
Cell line and recombinant viral vector
The cell line used was the 293SF-3F6, derived from human kidney fibroblasts transformed with Ad5 DNA and expressing the E1A and E1B proteins constitutively (Graham et al., 1977). The 293SF-3F6 cells were obtained by adapting 293S cells in serum-free medium (Cote et al., 1998). Cells were maintained in 100 ml spinner flasks (Bellco, Vineland, NJ) and subcultured twice a week in NSFM13, a serum-free proprietary medium. After 3 months of subculturing, the cells are discarded and a new aliquot is
Results and discussion
Metabolic flux analysis was employed to compare six perfusion cultures and assess any underlying changes in cell metabolism that may be linked with observed differences in cell-specific product yields. The main culture conditions for the six experiments are summarized in Table 2. The set of experiments used for the analysis include two high-yield (experiments #1 and #2) and two low-yield productions (experiments #3 and #4). The former were performed at high medium renewal rates and infected at
Conclusion
Using metabolic flux analysis to obtain the distribution of intracellular rates provided a rational approach to define culture and reactor conditions that result in enhanced productivities. We have established that successful infections are obtained when cells are infected in a metabolic state characterized by an elevated ATP production rate. Our results also demonstrate that cultures operated at high cell densities can be kept in a desirable state by adjusting the feed rate so as to maintain
Acknowledgments
The authors thank Alice Bernier, Marc Aucoin and Louis Bisson for their contribution to this work. Financial support from the National Science and Engineering the Research Council of Canada (NSERC) and the Fonds Québécois d’Aide à la Recherche (FCAR) is gratefully acknowledged.
References (37)
- et al.
Higher production of rabies virus in serum-free medium cell cultures on microcarriers
J. Biotechnol.
(2001) - et al.
Monitoring of mammalian cell growth and virus production process using on-line oxygen uptake rate measurement
Enzyme Microb. Technol.
(1995) - et al.
Metabolic flux change in hybridoma cells under high osmotic pressure
J. Biosci. Bioeng.
(1999) - et al.
Production of adenovirus vector for gene therapy
Biotechnol. Adv.
(2003) - et al.
Human 293 cell metabolism in low glutamine-supplied culture: interpretation of metabolic changes through metabolic flux analysis
Metab. Eng.
(2000) - et al.
Modelling hybridoma cell growth and metabolism—a comparison of selected models and data
J. Biotechnol.
(1996) - et al.
Estimation of specific glucose uptake rates in cultures of hybridoma cells
J. Biotechnol.
(1994) - et al.
Metabolic screening of mammalian cell cultures using well-plates
Biotechnol. Prog.
(2003) - et al.
Determination of the respiration quotient in mammalian cell culture in bicarbonate buffered media
Biotechnol. Bioeng.
(1995) - et al.
Metabolic flux analysis of hybridoma cells in different culture media using mass balances
Biotechnol. Bioeng.
(1996)
Error analysis of metabolic-rate measurements in mamalian-cell culture by carbon and nitrogen balances
Cytotechnology
Serum-free froduction of recombinant proteins and adenoviral vectors by 293SF-3F6 cells
Biotechnol. Bioeng.
Multiple steady states with distinct cellular metabolism in continuous culture of mammalian cells
Biotechnol. Bioeng.
Metabolic flux analysis of hybridoma continuous culture steady state multiplicity
Biotechnol. Bioeng.
Scale-up of the adenovirus expression system for the production of recombinant protein in human 293S cells
Cytotechnology
On-line measurement of green fluorescent protein (GFP) fluorescence for the monitoring of recombinant adenovirus production
Biotechnol. Lett.
Characteristics of a human cell line transformed by DNA from human adenovirus type 5
J. Gen. Virol.
Insights into adenoviral vector production kinetics in acoustic filter-based perfusion cultures
Biotechnol. Bioeng.
Cited by (47)
Extracellular vesicle depletion and UGCG overexpression mitigate the cell density effect in HEK293 cell culture transfection
2024, Molecular Therapy Methods and Clinical DevelopmentThe cell density effect in animal cell-based bioprocessing: Questions, insights and perspectives
2022, Biotechnology AdvancesCitation Excerpt :Although first described in perfusion at high cell densities, the reduction in cell-specific productivity as cell density increased has been widely reported and studied in transient expression systems, as it presented the main drawback for scaling up this type of bioprocesses. This effect has been extensively observed in the production of adenoviral vectors by infection using several cell platforms such as HeLaS3, PER.C6, HEK293, CAP and AGE1.CR (Genzel et al., 2014; Henry et al., 2005; Maranga et al., 2005; Yuk et al., 2004). Reviewing the bioprocesses and optimization methods for adenoviral production, Nadeau and Kamen observed that most of the efforts to increase cell-specific productivity at HCD encountered the limitation of the CDE.
Process modeling of recombinant adeno-associated virus production in HEK293 cells
2022, Current Opinion in Chemical EngineeringCitation Excerpt :Intracellular fluxes from this study allow us to understand the different metabolic phases that occur with various culture conditions, and the included model can also be used to run simulations for genetic engineering strategies to develop cell clones with more efficient metabolism. Culture and bioreactor conditions can also be defined, as in Henry et al. (2005), which performed transfections at various cell densities and feed rates and used MFA to analyze the flux rates of high-producing conditions [31]. The highest yield of 1.9 × 104 adenovirus viral proteins/cell was achieved when the experiments were performed at a HEK293 cell culture density of 2.5 × 106 cells/mL and a perfusion rate of 2 vol/d. MFA analysis revealed that these conditions led to higher glycolytic fluxes, tricarboxylic acid (TCA) fluxes, and adenosine triphosphate (ATP) production during transfection.
Adaptive flux variability analysis of HEK cell cultures
2020, Computers and Chemical EngineeringImpact of Adenovirus infection in host cell metabolism evaluated by <sup>1</sup>H-NMR spectroscopy
2016, Journal of BiotechnologyCitation Excerpt :The secretion of formate has been also reported in RD human cells during infection with echovirus 11 (Akhtar et al., 2007), and in HepG2.2.15 cells infected by hepatitis B virus, accompanied by an upregulation of the pentose phosphate pathway to provide ribose for nucleotide synthesis (Li et al., 2015). Approaches to surpass the so‐called cell density effect on infection consist in infecting the cells after medium exchange (Nadeau and Kamen, 2003; Ferreira et al., 2005b), fed-batch (Ferreira et al., 2005a; Kamen and Henry, 2004b) or under perfusion (Henry et al., 2005). However, these strategies add the extra complexity and costs associated with production, particularly the requirement of a cell separation step during perfusion.