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Machine learning and metabolic modelling assisted implementation of a novel process analytical technology in cell and gene therapy manufacturing. Sci Rep 2023; 13:834. [PMID: 36646795 PMCID: PMC9842697 DOI: 10.1038/s41598-023-27998-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2022] [Accepted: 01/11/2023] [Indexed: 01/18/2023] Open
Abstract
Process analytical technology (PAT) has demonstrated huge potential to enable the development of improved biopharmaceutical manufacturing processes by ensuring the reliable provision of quality products. However, the complexities associated with the manufacture of advanced therapy medicinal products have resulted in a slow adoption of PAT tools into industrial bioprocessing operations, particularly in the manufacture of cell and gene therapy products. Here we describe the applicability of a novel refractometry-based PAT system (Ranger system), which was used to monitor the metabolic activity of HEK293T cell cultures during lentiviral vector (LVV) production processes in real time. The PAT system was able to rapidly identify a relationship between bioreactor pH and culture metabolic activity and this was used to devise a pH operating strategy that resulted in a 1.8-fold increase in metabolic activity compared to an unoptimised bioprocess in a minimal number of bioreactor experiments; this was achieved using both pre-programmed and autonomous pH control strategies. The increased metabolic activity of the cultures, achieved via the implementation of the PAT technology, was not associated with increased LVV production. We employed a metabolic modelling strategy to elucidate the relationship between these bioprocess level events and HEK293T cell metabolism. The modelling showed that culturing of HEK293T cells in a low pH (pH 6.40) environment directly impacted the intracellular maintenance of pH and the intracellular availability of oxygen. We provide evidence that the elevated metabolic activity was a response to cope with the stress associated with low pH to maintain the favourable intracellular conditions, rather than being indicative of a superior active state of the HEK293T cell culture resulting in enhanced LVV production. Forecasting strategies were used to construct data models which identified that the novel PAT system not only had a direct relationship with process pH but also with oxygen availability; the interaction and interdependencies between these two parameters had a direct effect on the responses observed at the bioprocess level. We present data which indicate that process control and intervention using this novel refractometry-based PAT system has the potential to facilitate the fine tuning and rapid optimisation of the production environment and enable adaptive process control for enhanced process performance and robustness.
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2
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Sharma M, Bhushan S, Sharma D, Kaul S, Dhar MK. A Brief Review of Plant Cell Transfection, Gene Transcript Expression, and Genotypic Integration for Enhancing Compound Production. Methods Mol Biol 2023; 2575:153-179. [PMID: 36301475 DOI: 10.1007/978-1-0716-2716-7_8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
Plants possess a plethora of important secondary metabolites, which are unique sources of natural pigments, pharmaceutical compounds, food additives, natural pesticides, and other industrial components. The commercial significance of such metabolites/compounds has directed the research toward their production and exploration of methods for enhancement of production. Biotechnological tools are critical in selecting, integrating, multiplying, improving, and analyzing medicinal plants for secondary metabolite production. Out of many techniques that are being explored to enhance secondary metabolite production, "plant cell transfection" is the latest tool to achieve maximum output from the plant source. It is based upon the introduction of foreign DNA into the plant cell relying on physical treatment such as electroporation, cell squeezing, sonoporation, optical transfection nanoparticles, magnetofection, and chemical treatment or biological treatment that depends upon carrier. One of the promising tools that have been exploited is CRISPR-Cas9. Overall, the abovementioned tools focus on the stable transfection of desired gene transcripts. Since the integration and continuous expression of transfected gene of particular trait represents stable transfection of host cell genome, resulting from transfer of required trait to daughter cells ultimately leading to enhanced production of secondary metabolites of interest. This chapter will review a set of biotechnological tools that are candidates for achieving the enhanced bioactive compound production indicated here to be used for drug discovery.
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Affiliation(s)
- Munish Sharma
- Department of Plant Sciences, Central University of Himachal Pradesh, Shahpur, Kangra, Himachal Pradesh, India.
| | - Sakshi Bhushan
- Department of Botany, Central University of Jammu, Jammu, Jammu and Kashmir, India
| | - Deepak Sharma
- Genome Research Laboratory, School of Biotechnology, University of Jammu, Jammu, Jammu and Kashmir, India
| | - Sanjana Kaul
- Genome Research Laboratory, School of Biotechnology, University of Jammu, Jammu, Jammu and Kashmir, India
| | - Manoj K Dhar
- Genome Research Laboratory, School of Biotechnology, University of Jammu, Jammu, Jammu and Kashmir, India
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3
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Weyer R, Hellmann MJ, Hamer-Timmermann SN, Singh R, Moerschbacher BM. Customized chitooligosaccharide production-controlling their length via engineering of rhizobial chitin synthases and the choice of expression system. Front Bioeng Biotechnol 2022; 10:1073447. [PMID: 36588959 PMCID: PMC9795070 DOI: 10.3389/fbioe.2022.1073447] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2022] [Accepted: 11/28/2022] [Indexed: 12/15/2022] Open
Abstract
Chitooligosaccharides (COS) have attracted attention from industry and academia in various fields due to their diverse bioactivities. However, their conventional chemical production is environmentally unfriendly and in addition, defined and pure molecules are both scarce and expensive. A promising alternative is the in vivo synthesis of desired COS in microbial platforms with specific chitin synthases enabling a more sustainable production. Hence, we examined the whole cell factory approach with two well-established microorganisms-Escherichia coli and Corynebacterium glutamicum-to produce defined COS with the chitin synthase NodC from Rhizobium sp. GRH2. Moreover, based on an in silico model of the synthase, two amino acids potentially relevant for COS length were identified and mutated to direct the production. Experimental validation showed the influence of the expression system, the mutations, and their combination on COS length, steering the production from originally pentamers towards tetramers or hexamers, the latter virtually pure. Possible explanations are given by molecular dynamics simulations. These findings pave the way for a better understanding of chitin synthases, thus allowing a more targeted production of defined COS. This will, in turn, at first allow better research of COS' bioactivities, and subsequently enable sustainable large-scale production of oligomers.
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Maschke RW, John GT, Eibl D. Monitoring of Oxygen, pH, CO
2
, and Biomass in Smart Single‐Use Shake Flasks. CHEM-ING-TECH 2022. [DOI: 10.1002/cite.202200094] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Affiliation(s)
- Rüdiger W. Maschke
- ZHAW Zurich University of Applied Sciences School of Life Sciences and Facility Management Campus Grüental 8820 Wädenswil Switzerland
| | - Gernot T. John
- PreSens Precision Sensing GmbH Am BioPark 11 95053 Regensburg Germany
| | - Dieter Eibl
- ZHAW Zurich University of Applied Sciences School of Life Sciences and Facility Management Campus Grüental 8820 Wädenswil Switzerland
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Rahmatnejad V, Tolosa M, Ge X, Rao G. A novel approach to noninvasive monitoring of dissolved carbon dioxide in small-scale cell culture processes. Front Bioeng Biotechnol 2022; 10:968294. [PMID: 36147535 PMCID: PMC9485895 DOI: 10.3389/fbioe.2022.968294] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2022] [Accepted: 08/12/2022] [Indexed: 11/30/2022] Open
Abstract
Disposable small-scale vessels are commonly used in cell culture studies in academia as well as early stages of bioprocess development. These types of research are crucial for our understanding about cells and bioprocesses as they provide important information regarding different parameters affecting cells. Dissolved carbon dioxide (DCO2) is one main parameter affecting cell metabolism. It is also an indicator of cell culture well-being. Despite CO2 being a critical process parameter, there is a lack of appropriate monitoring system for CO2 in small-scale vessels. Here, we present a membrane-based noninvasive method for measuring DCO2 in cell culture medium. The idea was achieved by modifying a T-flask and replacing a small area of it with CO2 permeable silicone membrane. In the proposed method, the concentration of CO2 dissolved in the cell culture medium is determined by measuring the initial diffusion rate of CO2 through a silicone membrane attached to the bottom wall of the T-flask. The measurement method was validated previously, and the efficacy of the noninvasive method was evaluated by growing E.coli, Pichia pastoris, and CHO cells in the proposed prototype. The results obtained from this method were verified with other quantitative data obtained from the process such as optical density (OD), cell density, dissolved oxygen (DO) and pH. The results show that the proposed membrane-based method is an effective way for completely noninvasive monitoring of DCO2 in small-scale cell culture processes. Additional diffusing species such as oxygen could also be measured using the same approach.
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Affiliation(s)
| | | | | | - Govind Rao
- Center for Advanced Sensor Technology, Department of Chemical, Biochemical and Environmental Engineering, University of Maryland, Baltimore County, Baltimore, MD, United States
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6
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Takahashi M, Aoyagi H. Control of carbon dioxide concentration in headspace of multiple flasks using both non-electric bellows pump and shaking incubator. J Biosci Bioeng 2022; 134:240-247. [PMID: 35840513 DOI: 10.1016/j.jbiosc.2022.06.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2022] [Revised: 05/30/2022] [Accepted: 06/12/2022] [Indexed: 10/17/2022]
Abstract
Current methods of controlling gas in the headspace involve constant speed aeration and proportional-integral-differential (PID) controlled aeration using improved monitoring devices or gas cylinders. However, these approaches are restricted and inconvenient to use. In this study, we propose a method to control the CO2 concentration in the headspace while maintaining the convenience of shake-flask culture. A combination of a non-electric bellows pump for shake-flask (NeBP-sf) and a CO2 incubator was used to control the flask gas phase by shaking without additional external power. The CO2 half-life, as an indicator of the ventilation ability of the system, was measured using a circulation direct monitoring and sampling system, and the NeBP-sf was optimised. The ventilation capacity varied depending on the shaking speed, and under optimal conditions, was 10 min compared with 45 min when only a breathable culture plug was used. In conventional microbial shaking culture, the CO2 concentration in the flask gas phase remained higher than the 5% set-value with a maximum of 9%, resulting in a large concentration difference with the set point. Therefore, the ventilation capacity of the conventional shake-flask culture was insufficient for aerobic culture. Cultivation of Escherichia coli and Lactiplantibacillus plantarum using the system showed no significant difference between the set point and real point values. Thus, the system combined an NeBP-sf and a gas incubator built-in shaking table to achieve the reproducibility of gas control while maintaining a high level of convenience.
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Affiliation(s)
- Masato Takahashi
- Faculty of Life and Environmental Sciences, University of Tsukuba, Tsukuba, Ibaraki 305-8572, Japan
| | - Hideki Aoyagi
- Faculty of Life and Environmental Sciences, University of Tsukuba, Tsukuba, Ibaraki 305-8572, Japan; Microbiology Research Center for Sustainability (MiCS), University of Tsukuba, Tsukuba, Ibaraki 305-8572, Japan.
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Zhou X, Zhu L, Li W, Liu Q. An integrated microfluidic chip for alginate microsphere generation and 3D cell culture. ANALYTICAL METHODS : ADVANCING METHODS AND APPLICATIONS 2022; 14:1181-1186. [PMID: 35179175 DOI: 10.1039/d1ay01820e] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
Three-dimensional (3D) hydrogel microspheres have attracted increasing attention as cell culture carriers. The system of hydrogel microspheres provides great advantages for cell growth owing to its high surface-to-volume ratio and biocompatible environment. However, an integrated system that includes microsphere generation, microsphere capture and in situ culture together has not been realized yet. Here we present a multifunctional microfluidic device to accomplish the overall process including cell-laden microsphere generation, online demulsification and dynamic-culture. The microfluidic device can produce massive monodispersed alginate microspheres and allows us to immobilize the alginate microspheres and record bacterial growth. Moreover, the microspheres provide a suitable environment through the mechanical properties of soft tissues, leading to high cell viability, proliferation, activity and biocompatibility. We believe that this versatile and biocompatible platform will provide a more reliable analysis tool for tissue engineering and cell therapy.
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Affiliation(s)
- Xiaoxiang Zhou
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, No. 2, Sipailou, Nanjing 210096, People's Republic of China.
| | - Libo Zhu
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, No. 2, Sipailou, Nanjing 210096, People's Republic of China.
| | - Weihao Li
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, No. 2, Sipailou, Nanjing 210096, People's Republic of China.
| | - Quanjun Liu
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, No. 2, Sipailou, Nanjing 210096, People's Republic of China.
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Iitani K, Tyson J, Rao S, Ramamurthy SS, Ge X, Rao G. What do masks mask? A study on transdermal CO 2 monitoring. Med Eng Phys 2021; 98:50-56. [PMID: 34848038 PMCID: PMC8550888 DOI: 10.1016/j.medengphy.2021.10.013] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2021] [Revised: 10/15/2021] [Accepted: 10/24/2021] [Indexed: 01/11/2023]
Abstract
Medical professionals have complained of extreme discomfort and fatigue from continuous wearing of N95 respirators (N95) overlaid with surgical masks (SM) and face shields (FS) during COVID-19 pandemic. However, there are no reports on the effect of face coverings on transdermal CO2 (TrCO2) levels (a measure of blood CO2) during moderate activity. In this study, real-time monitoring of TrCO2, heart rate and skin surface temperature was conducted for six subjects aged 20-59 years with and without wearing personal protective equipment (PPE). We initially studied the effect of wearing PPE (N95+SM+FS) at rest. Then, the effect of moderate stepping/walking activity (120 steps per minute for 60 min) while wearing PPE was evaluated. In addition, we investigated the effect of exercising intensity with different masks. We observed a significant difference (p < 0.0001) in TrCO2 levels between without and with PPE during moderate exercise, but not while resting. TrCO2 levels were correlated to exercise intensity independently with masking condition and breathability of masks. For the first time, we present data showing that a properly fitting N95 worn along with SM and FS consistently leads to elevated TrCO2 under moderate exertion, which could contribute to fatigue over long-term use.
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Affiliation(s)
- Kenta Iitani
- Center for Advanced Sensor Technology, Department of Chemical, Biochemical and Environmental Engineering, University of Maryland, Baltimore County, 1000 Hilltop Circle, Baltimore, MD 21250, USA; Department of Life Science and Medical Bioscience, Graduate School of Advanced Science and Engineering, Waseda University (TWIns), 2-2 Wakamatsu-cho, Shinjuku-ku, Tokyo 162-8480, Japan; Japan Society for the Promotion of Science, 5-3-1 Kojimachi, Chiyoda-ku, Tokyo 102-0083, Japan
| | - Joel Tyson
- Center for Advanced Sensor Technology, Department of Chemical, Biochemical and Environmental Engineering, University of Maryland, Baltimore County, 1000 Hilltop Circle, Baltimore, MD 21250, USA
| | - Samyukta Rao
- Center for Advanced Sensor Technology, Department of Chemical, Biochemical and Environmental Engineering, University of Maryland, Baltimore County, 1000 Hilltop Circle, Baltimore, MD 21250, USA
| | - Sai Sathish Ramamurthy
- Center for Advanced Sensor Technology, Department of Chemical, Biochemical and Environmental Engineering, University of Maryland, Baltimore County, 1000 Hilltop Circle, Baltimore, MD 21250, USA; STAR Laboratory, Department of Chemistry, Sri Sathya Sai Institute of Higher Learning, Prasanthi Nilayam, Puttaparthi, Anantapur, Andhra Pradesh 515134, India
| | - Xudong Ge
- Center for Advanced Sensor Technology, Department of Chemical, Biochemical and Environmental Engineering, University of Maryland, Baltimore County, 1000 Hilltop Circle, Baltimore, MD 21250, USA
| | - Govind Rao
- Center for Advanced Sensor Technology, Department of Chemical, Biochemical and Environmental Engineering, University of Maryland, Baltimore County, 1000 Hilltop Circle, Baltimore, MD 21250, USA.
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9
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Takahashi M, Aoyagi H. Development of a bellows pumping device for enhancing ventilation to shake-flask systems. Biochem Eng J 2021. [DOI: 10.1016/j.bej.2021.108098] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
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10
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Ahleboot Z, Khorshidtalab M, Motahari P, Mahboudi R, Arjmand R, Mokarizadeh A, Maleknia S. Designing a Strategy for pH Control to Improve CHO Cell Productivity in Bioreactor. Avicenna J Med Biotechnol 2021; 13:123-130. [PMID: 34484641 PMCID: PMC8377406 DOI: 10.18502/ajmb.v13i3.6365] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2020] [Accepted: 12/26/2020] [Indexed: 11/24/2022] Open
Abstract
BACKGROUND Drastic pH drop is a common consequence of scaling up a mammalian cell culture process, where it may affect the final performance of cell culture. Although CO2 sparging and base addition are used as common approaches for pH control, these strategies are not necessarily successful in large scale bioreactors due to their effect on osmolality and cell viability. Accordingly, a series of experiments were conducted using an IgG1 producing Chinese Hamster Ovary (CHO-S) cell culture in 30 L bioreactor to assess the efficiency of an alternative strategy in controlling culture pH. METHODS Factors inducing partial pressure of CO2 and lactate accumulation (as the main factors altering culture pH) were assessed by Plackett-Burman design to identify the significant ones. As culture pH directly influences process productivity, protein titer was measured as the response variable. Subsequently, Central Composite Design (CCD) was employed to obtain a model for product titer prediction as a function of individual and interaction effects of significant variables. RESULTS The results indicated that the major factor affecting pH is non-efficient CO2 removal. CO2 accumulation was found to be affected by an interaction between agitation speed and overlay air flow rate. Accordingly, after increasing the agitation speed and headspace aeration, the culture pH was successfully maintained in the range of 6.95-7.1, resulting in 51% increase in final product titer. Similar results were obtained during 250 L scale bioreactor culture, indicating the scalability of the approach. CONCLUSION The obtained results showed that pH fluctuations could be effectively controlled by optimizing CO2 stripping.
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Affiliation(s)
- Zohreh Ahleboot
- Biopharmaceutical Research Center, Aryogen Pharmed Inc., Alborz University of Medical Sciences, Karaj, Iran
| | - Mahdi Khorshidtalab
- Biopharmaceutical Research Center, Aryogen Pharmed Inc., Alborz University of Medical Sciences, Karaj, Iran
| | - Paria Motahari
- Biopharmaceutical Research Center, Aryogen Pharmed Inc., Alborz University of Medical Sciences, Karaj, Iran
| | - Rasoul Mahboudi
- Biopharmaceutical Research Center, Aryogen Pharmed Inc., Alborz University of Medical Sciences, Karaj, Iran
| | - Razieh Arjmand
- Biopharmaceutical Research Center, Aryogen Pharmed Inc., Alborz University of Medical Sciences, Karaj, Iran
| | - Aram Mokarizadeh
- Biopharmaceutical Research Center, Aryogen Pharmed Inc., Alborz University of Medical Sciences, Karaj, Iran
| | - Shayan Maleknia
- Biopharmaceutical Research Center, Aryogen Pharmed Inc., Alborz University of Medical Sciences, Karaj, Iran
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Takahashi M, Aoyagi H. Analysis of porous breathable stopper and development of PID control for gas phase during shake-flask culture with microorganisms. Appl Microbiol Biotechnol 2020; 104:8925-8936. [PMID: 32870338 DOI: 10.1007/s00253-020-10847-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2020] [Revised: 08/06/2020] [Accepted: 08/17/2020] [Indexed: 02/07/2023]
Abstract
We evaluated the ventilation ability of two types (plug-type and cap-type) of culture-stoppers having standard air permeability. The culture-stoppers were evaluated using the circulation direct monitoring and sampling system with CO2 concentration in the gas phase of a shake-flask culture as an index. The half-lives of CO2 in the headspace of the shake flask with the plug-type and cap-type stoppers were about 51.5 min and about 30.3 min, respectively. Based on these half-lives, we formulated a model equation to simulate the behaviour of CO2 with different culture-stoppers. After validating the model equation by shake-flask culture with Saccharomyces cerevisiae, we investigated the effect of different ventilation abilities of the culture-stoppers on the growth of Pelomonas saccharophila and Escherichia coli: the sensitivity of the culture-stopper to the ventilation ability was dependent on the microorganism species. In the case of P. saccharophila, when the plug-type culture-stopper was combined with controlled CO2 concentration (6%) in the flask, the maximum yield increased by twofold compared to that of the control. This study shows the importance of ventilation in headspace and conventional culture-stoppers during the shake-flask culture of microorganisms. The problems that may occur between the conventional shake-flask culture approach using a breathable culture-stopper and the next-generation shake-flask culture without a conventional culture-stopper were clarified from the evaluation of gas-permeable culture-stoppers. The importance of controlled gaseous phase in the headspace during shake-flask culture of the microorganisms was also elucidated. KEY POINTS: • Ventilation capacity of culture-stoppers was evaluated using the CO2 half-life concentration. • Behaviour of microorganisms varies with the type of culture-stopper. • Developed a PID system for control of CO2 in flask gas phase to enhance the shake-flask culture.
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Affiliation(s)
- Masato Takahashi
- Faculty of Life and Environmental Sciences, University of Tsukuba, Tsukuba, Ibaraki, 305-8572, Japan
| | - Hideki Aoyagi
- Faculty of Life and Environmental Sciences, University of Tsukuba, Tsukuba, Ibaraki, 305-8572, Japan.
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12
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Chopda VR, Holzberg T, Ge X, Folio B, Wong L, Tolosa M, Kostov Y, Tolosa L, Rao G. Real-time dissolved carbon dioxide monitoring II: Surface aeration intensification for efficient CO 2 removal in shake flasks and mini-bioreactors leads to superior growth and recombinant protein yields. Biotechnol Bioeng 2020; 117:992-998. [PMID: 31840800 PMCID: PMC7078866 DOI: 10.1002/bit.27252] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2019] [Revised: 12/10/2019] [Accepted: 12/13/2019] [Indexed: 01/07/2023]
Abstract
Mass transfer is known to play a critical role in bioprocess performance and henceforth monitoring dissolved O2 (DO) and dissolved CO2 (dCO2 ) is of paramount importance. At bioreactor level these parameters can be monitored online and can be controlled by sparging air/oxygen or stirrer speed. However, traditional small-scale systems such as shake flasks lack real time monitoring and also employ only surface aeration with additional diffusion limitations imposed by the culture plug. Here we present implementation of intensifying surface aeration by sparging air in the headspace of the reaction vessel and real-time monitoring of DO and dCO2 in the bioprocesses to evaluate the impact of intensified surface aeration. We observed that sparging air in the headspace allowed us to keep dCO2 at low level, which significantly improved not only biomass growth but also protein yield. We expect that implementing such controlled smart shake flasks can minimize the process development gap which currently exists in shake flask level and bioreactor level results.
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Affiliation(s)
- Viki R. Chopda
- Department of Chemical, Biochemical and Environmental EngineeringCenter for Advanced Sensor Technology, University of MarylandBaltimoreMaryland
| | - Timothy Holzberg
- Department of Chemical, Biochemical and Environmental EngineeringCenter for Advanced Sensor Technology, University of MarylandBaltimoreMaryland
| | - Xudong Ge
- Department of Chemical, Biochemical and Environmental EngineeringCenter for Advanced Sensor Technology, University of MarylandBaltimoreMaryland
| | - Brandon Folio
- Department of Chemical, Biochemical and Environmental EngineeringCenter for Advanced Sensor Technology, University of MarylandBaltimoreMaryland
| | - Lynn Wong
- Department of Chemical, Biochemical and Environmental EngineeringCenter for Advanced Sensor Technology, University of MarylandBaltimoreMaryland
| | - Michael Tolosa
- Department of Chemical, Biochemical and Environmental EngineeringCenter for Advanced Sensor Technology, University of MarylandBaltimoreMaryland
| | - Yordan Kostov
- Department of Chemical, Biochemical and Environmental EngineeringCenter for Advanced Sensor Technology, University of MarylandBaltimoreMaryland
| | - Leah Tolosa
- Department of Chemical, Biochemical and Environmental EngineeringCenter for Advanced Sensor Technology, University of MarylandBaltimoreMaryland
| | - Govind Rao
- Department of Chemical, Biochemical and Environmental EngineeringCenter for Advanced Sensor Technology, University of MarylandBaltimoreMaryland
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