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1.
Biotechnol Bioeng ; 121(6): 1774-1788, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38433473

ABSTRACT

The biopharmaceutical industry is replacing fed-batch with perfusion processes to take advantage of reduced capital and operational costs due to the operation at high cell densities (HCD) and improved productivities. HCDs are achieved by cell retention and continuous medium exchange, which is often based on the cell-specific perfusion rate (CSPR). To obtain a cost-productive process the perfusion rate must be determined for each process individually. However, determining optimal operating conditions remain labor-intensive and time-consuming experiments, as investigations are performed in lab-scale perfusion bioreactors. Small-scale models such as microwell plates (MWPs) provide an option for screening multiple perfusion rates in parallel in a semi-perfusion mimic. This study investigated two perfusion rate strategies applied to the MWP platform operated in semi-perfusion. The CSPR-based perfusion rate strategy aimed to maintain multiple CSPR values throughout the cultivation and was compared to a cultivation with a perfusion rate of 1 RV d-1. The cellular performance was investigated with the dual aim (i) to achieve HCD, when inoculating at conventional and HCDs, and (ii) to maintain HCDs, when applying an additional manual cell bleed. With both perfusion rate strategies viable cell concentrations up to 50 × 106 cells mL-1 were achieved and comparable results for key metabolites and antibody product titers were obtained. Furthermore, the combined application of cell bleed and CSPR-based medium exchange was successfully shown with similar results for growth, metabolites, and productivities, respectively, while reducing the medium consumption by up to 50% for HCD cultivations.


Subject(s)
Bioreactors , Cricetulus , CHO Cells , Animals , Perfusion/methods , Perfusion/instrumentation , Cell Culture Techniques/methods , Cell Culture Techniques/instrumentation , High-Throughput Screening Assays/methods , Cell Count , Batch Cell Culture Techniques/methods , Batch Cell Culture Techniques/instrumentation
2.
Biotechnol Bioeng ; 119(2): 575-590, 2022 02.
Article in English | MEDLINE | ID: mdl-34821377

ABSTRACT

Model-based state estimators enable online monitoring of bioprocesses and, thereby, quantitative process understanding during running operations. During prolonged continuous bioprocesses strain physiology is affected by selection pressure. This can cause time-variable metabolic capacities that lead to a considerable model-plant mismatch reducing monitoring performance if model parameters are not adapted accordingly. Variability of metabolic capacities therefore needs to be integrated in the in silico representation of a process using model-based monitoring approaches. To enable online monitoring of multiple concentrations as well as metabolic capacities during continuous bioprocessing of spent sulfite liquor with Corynebacterium glutamicum, this study presents a particle filtering framework that takes account of parametric variability. Physiological parameters are continuously adapted by Bayesian inference, using noninvasive off-gas measurements. Additional information on current parameter importance is derived from time-resolved sensitivity analysis. Experimental results show that the presented framework enables accurate online monitoring of long-term culture dynamics, whereas state estimation without parameter adaption failed to quantify substrate metabolization and growth capacities under conditions of high selection pressure. Online estimated metabolic capacities are further deployed for multiobjective optimization to identify time-variable optimal operating points. Thereby, the presented monitoring system forms a basis for adaptive control during continuous bioprocessing of lignocellulosic by-product streams.


Subject(s)
Batch Cell Culture Techniques/methods , Corynebacterium glutamicum , Sugars/metabolism , Batch Cell Culture Techniques/instrumentation , Bayes Theorem , Corynebacterium glutamicum/genetics , Corynebacterium glutamicum/metabolism , Equipment Design , Models, Biological , Nonlinear Dynamics
3.
Biotechnol Bioeng ; 118(12): 4720-4734, 2021 12.
Article in English | MEDLINE | ID: mdl-34506646

ABSTRACT

By integrating continuous cell cultures with continuous purification methods, process yields and product quality attributes have been improved over the last 10 years for recombinant protein production. However, for the production of viral vectors such as Modified Vaccinia virus Ankara (MVA), no such studies have been reported although there is an increasing need to meet the requirements for a rising number of clinical trials against infectious or neoplastic diseases. Here, we present for the first time a scalable suspension cell (AGE1.CR.pIX cells) culture-based perfusion process in bioreactors integrating continuous virus harvesting through an acoustic settler with semi-continuous chromatographic purification. This allowed obtaining purified MVA particles with a space-time yield more than 600% higher for the integrated perfusion process (1.05 × 1011 TCID50 /Lbioreactor /day) compared to the integrated batch process. Without further optimization, purification by membrane-based steric exclusion chromatography resulted in an overall product recovery of 50.5%. To decrease the level of host cell DNA before chromatography, a novel inline continuous DNA digestion step was integrated into the process train. A detailed cost analysis comparing integrated production in batch versus production in perfusion mode showed that the cost per dose for MVA was reduced by nearly one-third using this intensified small-scale process.


Subject(s)
Bioreactors/virology , DNA, Viral/metabolism , Vaccinia virus , Virus Cultivation , Animals , Batch Cell Culture Techniques/instrumentation , Batch Cell Culture Techniques/methods , Cell Count , Cell Line , Chromatography, Gel , Costs and Cost Analysis , Ducks , Equipment Design , Vaccinia virus/isolation & purification , Vaccinia virus/metabolism , Virus Cultivation/instrumentation , Virus Cultivation/methods
4.
Biotechnol Lett ; 43(5): 959-966, 2021 May.
Article in English | MEDLINE | ID: mdl-33554302

ABSTRACT

OBJECTIVE: The novel engineered bioprocess, which was designed and modeled to provide the clinically relevant cell numbers for different therapies in our previous work (Kaleybar et al. Food Bioprod Process 122:254-268, https://doi.org/10.1016/j.fbp.2020.04.012 , 2020), was evaluated by using U937 as hematopoietic model cells. RESULTS: The culture system showed a 30-fold expansion of U937 cells in one-step during a 10-day culture period. The cell growth profile, the substrate and oxygen consumptions, and byproduct formations were all in agreement with the model predications during 7 days. The cell proliferation decrease after 7 days was attributed to optional oxygen limiting condition in the last days of culture. The bioreactor culture system revealed also a slight enhancement of lactate dehydrogenase (LDH) production as compared to the 2D conventional culture system, indicating the low impact of shear stress on cellular damage in the dynamic system. CONCLUSIONS: The results demonstrated that the conceptual bioprocess for suspended stem cell production has a great potential in practice although additional experiments are required to improve the system.


Subject(s)
Batch Cell Culture Techniques/methods , Hematopoietic Stem Cells/cytology , Batch Cell Culture Techniques/instrumentation , Bioreactors , Cell Proliferation , Cell Survival , Culture Media/chemistry , Culture Media/metabolism , Hematopoietic Stem Cells/metabolism , Humans , Models, Biological , Oxygen/analysis , U937 Cells
5.
Biotechnol Bioeng ; 118(5): 2092-2104, 2021 05.
Article in English | MEDLINE | ID: mdl-33620084

ABSTRACT

Syngas fermentation is a potential player for future emission reduction. The first demonstration and commercial plants have been successfully established. However, due to its novelty, development of syngas fermentation processes is still in its infancy, and the need to systematically unravel and understand further phenomena, such as substrate toxicity as well as gas transfer and uptake rates, still persists. This study describes a new online monitoring device based on the respiration activity monitoring system for cultivation of syngas fermenting microorganisms with gaseous substrates. The new device is designed to online monitor the carbon dioxide transfer rate (CO2 TR) and the gross gas transfer rate during cultivation. Online measured data are used for the calculation of the carbon monoxide transfer rate (COTR) and hydrogen transfer rate (H2 TR). In cultivation on pure CO and CO + H2 , CO was continuously limiting, whereas hydrogen, when present, was sufficiently available. The maximum COTR measured was approximately 5 mmol/L/h for pure CO cultivation, and approximately 6 mmol/L/h for cultivation with additional H2 in the gas supply. Additionally, calculation of the ratio of evolved carbon dioxide to consumed monoxide, similar to the respiratory quotient for aerobic fermentation, allows the prediction of whether acetate or ethanol is predominantly produced. Clostridium ljungdahlii, a model acetogen for syngas fermentation, was cultivated using only CO, and CO in combination with H2 . Online monitoring of the mentioned parameters revealed a metabolic shift in fermentation with sole CO, depending on COTR. The device presented herein allows fast process development, because crucial parameters for scale-up can be measured online in small-scale gas fermentation.


Subject(s)
Batch Cell Culture Techniques/instrumentation , Batch Cell Culture Techniques/methods , Carbon Monoxide , Fermentation/physiology , Hydrogen , Carbon Monoxide/analysis , Carbon Monoxide/metabolism , Clostridium/metabolism , Hydrogen/analysis , Hydrogen/metabolism
6.
Biotechnol Bioeng ; 118(5): 1973-1986, 2021 05.
Article in English | MEDLINE | ID: mdl-33559888

ABSTRACT

A continuous Chinese hamster ovary (CHO) cell culture process comprised of a highly proliferative N-1 perfusion bioreactor utilizing a hydrocyclone as a cell retention device linked to a production continuous-flow stirred tank reactor (CSTR) is presented. The overflow stream from the hydrocyclone, which is only partially depleted of cells, provides a continuous source of high viability cells from the N-1 perfusion bioreactor to the 5-20 times larger CSTR. Under steady-state conditions, this linked-bioreactor system achieved a peak volumetric productivity of 0.96 g/L/day, twofold higher than the optimized fed-batch process. The linked bioreactor system using a hydrocyclone was also shown to be 1.8-3.1 times more productive than a dual, cascading CSTR system without cell retention.


Subject(s)
Batch Cell Culture Techniques/instrumentation , Batch Cell Culture Techniques/methods , Bioreactors , Animals , CHO Cells , Cricetinae , Cricetulus , Equipment Design , Recombinant Proteins/analysis , Recombinant Proteins/metabolism
7.
Can J Microbiol ; 67(1): 75-84, 2021 Jan.
Article in English | MEDLINE | ID: mdl-32846104

ABSTRACT

The preparation of Agrobacterium tumefaciens cultures with strains encoding proteins intended for therapeutic or industrial purposes is an important activity prior to treatment of plants for transient expression of valuable protein products. The rising demand for biologic products such as these underscores the expansion of molecular pharming and warrants the need to produce transformed plants at an industrial scale. This requires large quantities of A. tumefaciens culture, which is challenging using traditional growth methods (e.g., shake flask). To overcome this limitation, we investigate the use of bioreactors as an alternative to shake flasks to meet production demands. Here, we observe differences in bacterial growth among the tested parameters and define conditions for consistent bacterial culturing between shake flask and bioreactor. Quantitative proteomic profiling of cultures from each growth condition defines unique growth-specific responses in bacterial protein abundance and highlights the functional roles of these proteins, which may influence bacterial processes important for effective agroinfiltration and transformation. Overall, our study establishes and optimizes comparable growth conditions for shake flask versus bioreactors and provides novel insights into fundamental biological processes of A. tumefaciens influenced by such growth conditions.


Subject(s)
Agrobacterium tumefaciens/growth & development , Agrobacterium tumefaciens/metabolism , Bioreactors/microbiology , Molecular Farming/methods , Bacterial Proteins/biosynthesis , Batch Cell Culture Techniques/instrumentation , Batch Cell Culture Techniques/methods , Proteomics
8.
Anal Chem ; 92(20): 13871-13879, 2020 10 20.
Article in English | MEDLINE | ID: mdl-32962340

ABSTRACT

Pathogenic bacterial biofilms can be life-threatening, greatly decrease patient's quality of life, and are a substantial burden on the healthcare system. Current methods for evaluation of antibacterial treatments in clinics and in vitro systems used in drug development and screening either do not facilitate biofilm formation or are cumbersome to operate, need large reagent volumes, and are costly, limiting their usability. To address these issues, this work presents the development of a robust in vitro cell culture platform compatible with confocal microscopy. The platform shaped as a compact disc facilitates long-term bacterial culture without external pumps and tubing and can be operated for several days without additional liquid handling. As an example, Pseudomonas aeruginosa biofilm is grown from single cells, and it is shown that (1) the platform delivers reproducible and reliable results; (2) growth is dependent on flow rate and growth medium composition; and (3) efficacy of antibiotic treatment depends on the formed biofilm. This platform enables biofilm growth, quantification, and treatment as in a conventional flow setup while decreasing the application barrier of lab-on-chip systems. It provides an easy-to-use, affordable option for end users working with cell culturing in relation to, e.g., diagnostics and drug screening.


Subject(s)
Anti-Bacterial Agents/pharmacology , Batch Cell Culture Techniques/methods , Biofilms/drug effects , Lab-On-A-Chip Devices , Microscopy, Confocal/methods , Pseudomonas aeruginosa , Batch Cell Culture Techniques/instrumentation , Biofilms/growth & development , Biomass , Pseudomonas aeruginosa/physiology
9.
Biotechnol Bioeng ; 117(10): 3040-3052, 2020 10.
Article in English | MEDLINE | ID: mdl-32568408

ABSTRACT

The use of bioreactors coupled to membrane-based perfusion systems enables very high cell and product concentrations in vaccine and viral vector manufacturing. Many virus particles, however, are not stable and either lose their infectivity or physically degrade resulting in significant product losses if not harvested continuously. Even hollow fiber membranes with a nominal pore size of 0.2 µm can retain much smaller virions within a bioreactor. Here, we report on a systematic study to characterize structural and physicochemical membrane properties with respect to filter fouling and harvesting of yellow fever virus (YFV; ~50 nm). In tangential flow filtration perfusion experiments, we observed that YFV retention was only marginally determined by nominal but by effective pore sizes depending on filter fouling. Evaluation of scanning electron microscope images indicated that filter fouling can be reduced significantly by choosing membranes with (i) a flat inner surface (low boundary layer thickness), (ii) a smooth material structure (reduced deposition), (iii) a high porosity (high transmembrane flux), (iv) a distinct pore size distribution (well-defined pore selectivity), and (v) an increased fiber wall thickness (larger effective surface area). Lowest filter fouling was observed with polysulfone (PS) membranes. While the use of a small-pore PS membrane (0.08 µm) allowed to fully retain YFV within the bioreactor, continuous product harvesting was achieved with the large-pore PS membrane (0.34 µm). Due to the low protein rejection of the latter, this membrane type could also be of interest for other applications, that is, recombinant protein production in perfusion cultures.


Subject(s)
Batch Cell Culture Techniques/instrumentation , Bioreactors/virology , Filtration/instrumentation , Particle Size , Perfusion/methods , Viruses/growth & development , Cell Line , Membranes, Artificial , Viruses/isolation & purification
10.
Biotechnol Bioeng ; 117(7): 1915-1928, 2020 07.
Article in English | MEDLINE | ID: mdl-32181883

ABSTRACT

In this study, a hydrocyclone (HC) especially designed for mammalian cell separation was applied for the separation of Chinese hamster ovary cells. The effect of key features on the separation efficiency, such as type of pumphead in the peristaltic feed pump, use of an auxiliary pump to control the perfusate flow rate, and tubing size in the recirculation loop were evaluated in batch separation tests. Based on these preliminary batch tests, the HC was then integrated to 50-L disposable bioreactor bags. Three perfusion runs were performed, including one where perfusion was started from a low-viability late fed-batch culture, and viability was restored. The successive runs allowed optimization of the HC-bag configuration, and cultivations with 20-25 days duration at cell concentrations up to 50 × 106 cells/ml were performed. Separation efficiencies up to 96% were achieved at pressure drops up to 2.5 bar, with no issues of product retention. To our knowledge, this is the first report in literature of high cell densities obtained with a HC integrated to a disposable perfusion bioreactor.


Subject(s)
Batch Cell Culture Techniques/instrumentation , Bioreactors , Animals , Antibodies, Monoclonal/metabolism , CHO Cells , Cell Count , Cell Separation , Cell Survival , Cricetulus , Equipment Design , Hydrodynamics , Perfusion/instrumentation
11.
Biotechnol Bioeng ; 117(6): 1661-1672, 2020 06.
Article in English | MEDLINE | ID: mdl-32068248

ABSTRACT

The available pneumococcal conjugate vaccines provide protection against only those serotypes that are included in the vaccine, which leads to a selective pressure and serotype replacement in the population. An alternative low-cost, safe and serotype-independent vaccine was developed based on a nonencapsulated pneumococcus strain. This study evaluates process intensification to improve biomass production and shows for the first time the use of perfusion-batch with cell recycling for bacterial vaccine production. Batch, fed-batch, and perfusion-batch were performed at 10 L scale using a complex animal component-free culture medium. Cells were harvested at the highest optical density, concentrated and washed using microfiltration or centrifugation to compare cell separation methods. Higher biomass was achieved using perfusion-batch, which removes lactate while retaining cells. The biomass produced in perfusion-batch would represent at least a fourfold greater number of doses per cultivation than in the previously described batch process. Each strategy yielded similar vaccines in terms of quality as evaluated by western blot and animal immunization assays, indicating that so far, perfusion-batch is the best strategy for the intensification of pneumococcal whole-cell vaccine production, as it can be integrated to the cell separation process keeping the same vaccine quality.


Subject(s)
Batch Cell Culture Techniques/instrumentation , Pneumococcal Vaccines/immunology , Streptococcus pneumoniae/immunology , Animals , Batch Cell Culture Techniques/methods , Biomass , Bioreactors , Equipment Design , Female , Humans , Immunization , Mice, Inbred C57BL , Pneumococcal Infections/immunology , Pneumococcal Infections/prevention & control , Pneumococcal Vaccines/therapeutic use , Pneumonia, Pneumococcal/immunology , Pneumonia, Pneumococcal/prevention & control , Streptococcus pneumoniae/cytology
12.
Biotechnol Lett ; 42(4): 551-555, 2020 Apr.
Article in English | MEDLINE | ID: mdl-31993847

ABSTRACT

OBJECTIVES: The metabolic pathway related to uridine production was modified in Bacillus subtilis in order to increase the production of uridine. RESULTS: Decreasing the relative transcriptional level of pur operon in Bacillus subtilis TD300 to 80%, and the production of the derived strain TD312 was increased to 11.81 g uridine/l and the yield was increased to 270 mg uridine/g glucose. The expression of pucR gene in situ by PccpA resulting in a 194.01-fold increase in the relative transcriptional level of pucR gene and 349.71-fold increase in the relative transcriptional level of ure operon, respectively. Furthermore, the production of TD314 reached 13.06 g uridine/l, while the yield reached 250 mg uridine/g glucose. CONCLUSION: This is the first report that more than 13 g uridine/l with a yield of 250 mg uridine/g glucose is produced in shake flask fermentation of genetically engineered Bacillus subtilis.


Subject(s)
Bacillus subtilis/growth & development , Down-Regulation , Metabolic Networks and Pathways , Uridine/biosynthesis , Bacillus subtilis/genetics , Bacillus subtilis/metabolism , Bacterial Proteins/genetics , Batch Cell Culture Techniques/instrumentation , Fermentation , Gene Deletion , Gene Expression Regulation, Bacterial , Glucose/metabolism , Mutagenesis, Site-Directed , Operon
13.
Biotechnol Lett ; 42(4): 633-640, 2020 Apr.
Article in English | MEDLINE | ID: mdl-31965395

ABSTRACT

OBJECTIVES: Acetyl-CoA is a precursor for phloroglucinol (PG), and pyruvate is one of the sources of intracellular acetyl-CoA. Therefore, enhancing intracellular pyruvate levels may help to improve the anabolic pathway of PG. RESULTS: In this study, the effects of phosphoenolpyruvate carboxykinase (PckA, encoded by pckA) or triosephosphate isomerase (TpiA, encoded by tpiA) overexpression on the production of PG were studied. Overexpression of pckA or tpiA could enhance the pyruvate anabolic pathway in shake-flask culture compared to the control strain, and the concentration of PG also increased by 44% and 92%, respectively. In addition, the acetate levels were all down regulated by the overexpression of the two genes to some extent and lower acetate level resulted in lower ATP pool and higher survival rate. CONCLUSIONS: These results indicate that overexpression of pckA or tpiA can enhance the pyruvate "pool" and PG production in Escherichia coli, which provides a new reference for further increasing the production of PG.


Subject(s)
Escherichia coli/growth & development , Phloroglucinol/metabolism , Phosphoenolpyruvate Carboxykinase (ATP)/metabolism , Pyruvic Acid/metabolism , Triose-Phosphate Isomerase/metabolism , Batch Cell Culture Techniques/instrumentation , Escherichia coli/genetics , Escherichia coli Proteins/genetics , Escherichia coli Proteins/metabolism , Fermentation , Phosphoenolpyruvate Carboxykinase (ATP)/genetics , Plasmids/genetics , Transformation, Bacterial , Triose-Phosphate Isomerase/genetics
14.
Biotechnol J ; 15(4): e1900239, 2020 Apr.
Article in English | MEDLINE | ID: mdl-31904165

ABSTRACT

The aim of this work is to establish a large volume batch production system to produce sufficient volumes of ghost cells to facilitate hemolysis testing of mechanical circulatory support devices. A volume of more than 405 mL with a hematocrit of at least 28% is required to perform in vitro hemolysis testing of mechanical circulatory support devices according to international standards. The established ghost cell production method performed at the institute is limited to 3.1 mL of concentrated cells, that is, cells with 100% hematocrit, due to predominantly manual process steps. Through semi-automation of the existing method by using the large volume batch production system, productivity is increased 60-fold to 188 mL while almost doubling process efficiency to 23.5%. Time-consuming manual work such as pipetting is now supported by sensor-based process engineering. With the help of the large volume batch production system, the objective of producing large quantities of ghost cells is successfully achieved. Thus, this work lays the foundation for spatially resolved hemolysis evaluation of mechanical circulatory support devices in combination with the small-scale fluorescent hemolysis detection method.


Subject(s)
Batch Cell Culture Techniques/methods , Hemolysis , In Vitro Techniques/instrumentation , In Vitro Techniques/methods , Batch Cell Culture Techniques/instrumentation , Biotechnology/instrumentation , Biotechnology/methods , Erythrocytes , Fluorescent Dyes , Hematocrit/methods
15.
Biotechnol Lett ; 42(4): 605-612, 2020 Apr.
Article in English | MEDLINE | ID: mdl-31955308

ABSTRACT

OBJECTIVES: To isolate a novel cis-epoxysuccinate hydrolase (CESH)-producing fungus for production of L( +)-tartaric acid, before this, all strains were selected from bacteria. RESULTS: A CESH-producing fungus was first isolated from soil and identified as Aspergillus niger WH-2 based on its morphological properties and ITS sequence. The maximum activity of hyphaball and fermentation supernatants was 1278 ± 64 U/g and 5.6 ± 0.3 U/mL, respectively, in a 5 L fermenter based on the conditions optimized on the flask. Almost 70% of CESH was present in hyphaball, which maintained 40% residual activity at pH 4.0 and showed a good acid stability (pH 3.0-10.0), high conversion rate (> 98%), and enantioselectivity (EE > 99.6%). However, the reported CESHs from bacteria can't be catalyzed under acidic conditions. CONCLUSIONS: The Aspergillus niger WH-2 was the first reported CESH-producing fungus, which could biosynthesize L ( +)-tartaric acid under acidic conditions and provide an alternative catalyst and process.


Subject(s)
Aspergillus niger/growth & development , Aspergillus niger/isolation & purification , Tartrates/metabolism , Acids/chemistry , Aspergillus niger/classification , Batch Cell Culture Techniques/instrumentation , Fermentation , Fungal Proteins/metabolism , Hydrogen-Ion Concentration , Hydrolases/metabolism , Phylogeny , Soil Microbiology
16.
Anal Bioanal Chem ; 412(14): 3359-3371, 2020 May.
Article in English | MEDLINE | ID: mdl-31897554

ABSTRACT

The critical process parameters cell density and viability during mammalian cell cultivation are assessed by UV/VIS spectroscopy in combination with multivariate data analytical methods. This direct optical detection technique uses a commercial optical probe to acquire spectra in a label-free way without signal enhancement. For the cultivation, an inverse cultivation protocol is applied, which simulates the exponential growth phase by exponentially replacing cells and metabolites of a growing Chinese hamster ovary cell batch with fresh medium. For the simulation of the death phase, a batch of growing cells is progressively replaced by a batch with completely starved cells. Thus, the most important parts of an industrial batch cultivation are easily imitated. The cell viability was determined by the well-established method partial least squares regression (PLS). To further improve process knowledge, the viability has been determined from the spectra based on a multivariate curve resolution (MCR) model. With this approach, the progress of the cultivations can be continuously monitored solely based on an UV/VIS sensor. Thus, the monitoring of critical process parameters is possible inline within a mammalian cell cultivation process, especially the viable cell density. In addition, the beginning of cell death can be detected by this method which allows us to determine the cell viability with acceptable error. The combination of inline UV/VIS spectroscopy with multivariate curve resolution generates additional process knowledge complementary to PLS and is considered a suitable process analytical tool for monitoring industrial cultivation processes.


Subject(s)
Cell Count , Cell Survival , Spectrophotometry, Ultraviolet/instrumentation , Animals , Batch Cell Culture Techniques/instrumentation , CHO Cells , Cricetulus , Equipment Design , Least-Squares Analysis
17.
Anal Bioanal Chem ; 412(9): 2165-2175, 2020 Apr.
Article in English | MEDLINE | ID: mdl-31286180

ABSTRACT

Sensor faults can impede the functionality of monitoring and control systems for bioprocesses. Hence, suitable systems need to be developed to validate the sensor readings prior to their use in monitoring and control systems. This study presents a novel approach for online validation of sensor readings. The basic idea is to compare the original sensor reading with predictions for this sensor reading based on the remaining sensor network's information. Deviations between original and predicted sensor readings are used to indicate sensor faults. Since especially batch processes show varying lengths and different phases (e.g., lag and exponential phase), prediction models that are dependent on process time are necessary. The binary particle swarm optimization algorithm is used to select the best prediction models for each time step. A regularization approach is utilized to avoid overfitting. Models with high complexity and prediction errors are penalized, resulting in optimal predictions for the sensor reading at each time step (5% mean relative prediction error). The sensor reliability is calculated by the Kullback-Leibler divergence between the distribution of model-based predictions and the distribution of a moving window of original sensor readings (moving window size = 10 readings). The developed system allows for the online detection of sensor faults. This is especially important when sensor data are used as input to soft sensors for critical quality attributes or the process control system. The proof-of-concept is exemplarily shown for a turbidity sensor that is used to monitor a Pichia pastoris-batch process.


Subject(s)
Batch Cell Culture Techniques/instrumentation , Bioreactors , Biosensing Techniques/instrumentation , Saccharomycetales/metabolism , Artificial Intelligence , Equipment Design , Models, Biological , Saccharomycetales/cytology
18.
Methods Mol Biol ; 2095: 43-67, 2020.
Article in English | MEDLINE | ID: mdl-31858462

ABSTRACT

The ambr 15 has become the industry's standard automated microbioreactor system for mammalian cell culture. It has applications throughout the industry, most commonly for cell line screening and media/feed development. On each ambr 15 workstation, conditions in up to 48 × 15 mL bioreactors can be individually controlled while a liquid handler enables automated addition and removal of liquids during the process. Integrated cell counting, metabolite analysis and pH offset correction are also possible thereby reducing the operator interactions that are required. Extensive user and software manuals are supplied by the manufacturer, but in this chapter we describe additional ways of working that we have implemented in routine cell line screening using the ambr 15.


Subject(s)
Batch Cell Culture Techniques/instrumentation , Batch Cell Culture Techniques/methods , Bioreactors , Animals , CHO Cells , Cell Count , Cricetulus , Software
19.
Methods Mol Biol ; 2095: 69-81, 2020.
Article in English | MEDLINE | ID: mdl-31858463

ABSTRACT

Micro-bioreactors appear frequently in today's biotechnology industry as screening and process development tools for cell culture applications. The micro-bioreactor's small volume allows for a high throughput, and when compared to other small-scale systems, such as microtiter plates, its measurement and control capabilities offer a much better insight into the bioprocess. Applikon's micro-Matrix is one of the micro-bioreactors that are commercially available today. The micro-Matrix system consists of shaken disposable 24 deep square well plates in which each well is controlled individually for pH, dissolved oxygen (DO), and temperature. Additionally, a feeding module supports automated additions of liquid to each well. This chapter describes how the micro-Matrix can be used for fed-batch cultivations of Chinese Hamster Ovary (CHO) cells.


Subject(s)
Batch Cell Culture Techniques/instrumentation , Bioreactors , Biotechnology/instrumentation , Animals , Batch Cell Culture Techniques/methods , Biotechnology/methods , CHO Cells , Cell Count , Cricetulus , Hydrogen-Ion Concentration , Oxygen , Temperature
20.
Methods Mol Biol ; 2095: 83-103, 2020.
Article in English | MEDLINE | ID: mdl-31858464

ABSTRACT

The platforms for bioprocess development have been developed in parallel to the needs of the manufacturing industry of biopharmaceuticals, aiming to ensure the quality and safety of their products. In this sense, Quality by Design (QbD) and Process Analytical Technology (PAT) have become the pillars for quality control and quality assurance.A new combination of Shake Flask Reader (SFR) and Respiration Activity Monitoring System for online determination of OTR and CTR (RAMOS) allows online monitoring of main culture parameters needed for bioprocess development (pH, pO2, OTR, CTR, and QR) as presented below. Eventually, a case study of the application of the combination of SFR-RAMOS system is presented. The case study discloses the optimization of HEK293 cells cultures through the manipulation of their metabolic behavior.


Subject(s)
Batch Cell Culture Techniques/instrumentation , Batch Cell Culture Techniques/methods , Culture Media/metabolism , Bioreactors , Cell Count , Cell Respiration , Cell Survival/physiology , Culture Media/chemistry , Glucose/metabolism , HEK293 Cells , Humans , Hydrogen-Ion Concentration , Lactic Acid/metabolism , Oxygen
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