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Reyes SJ, Lemire L, Molina RS, Roy M, L'Ecuyer-Coelho H, Martynova Y, Cass B, Voyer R, Durocher Y, Henry O, Pham PL. Multivariate data analysis of process parameters affecting the growth and productivity of stable Chinese hamster ovary cell pools expressing SARS-CoV-2 spike protein as vaccine antigen in early process development. Biotechnol Prog 2024:e3467. [PMID: 38660973 DOI: 10.1002/btpr.3467] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2024] [Revised: 03/25/2024] [Accepted: 03/28/2024] [Indexed: 04/26/2024]
Abstract
The recent COVID-19 pandemic revealed an urgent need to develop robust cell culture platforms which can react rapidly to respond to this kind of global health issue. Chinese hamster ovary (CHO) stable pools can be a vital alternative to quickly provide gram amounts of recombinant proteins required for early-phase clinical assays. In this study, we analyze early process development data of recombinant trimeric spike protein Cumate-inducible manufacturing platform utilizing CHO stable pool as a preferred production host across three different stirred-tank bioreactor scales (0.75, 1, and 10 L). The impact of cell passage number as an indicator of cell age, methionine sulfoximine (MSX) concentration as a selection pressure, and cell seeding density was investigated using stable pools expressing three variants of concern. Multivariate data analysis with principal component analysis and batch-wise unfolding technique was applied to evaluate the effect of critical process parameters on production variability and a random forest (RF) model was developed to forecast protein production. In order to further improve process understanding, the RF model was analyzed with Shapley value dependency plots so as to determine what ranges of variables were most associated with increased protein production. Increasing longevity, controlling lactate build-up, and altering pH deadband are considered promising approaches to improve overall culture outcomes. The results also demonstrated that these pools are in general stable expressing similar level of spike proteins up to cell passage 11 (~31 cell generations). This enables to expand enough cells required to seed large volume of 200-2000 L bioreactor.
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Affiliation(s)
- Sebastian-Juan Reyes
- Department of Chemical Engineering, Polytechnique Montreal, Montreal, Canada
- Human Health Therapeutics Research Centre, National Research Council Canada, Canada
| | - Lucas Lemire
- Department of Chemical Engineering, Polytechnique Montreal, Montreal, Canada
- Human Health Therapeutics Research Centre, National Research Council Canada, Canada
| | | | - Marjolaine Roy
- Human Health Therapeutics Research Centre, National Research Council Canada, Canada
| | | | - Yuliya Martynova
- Human Health Therapeutics Research Centre, National Research Council Canada, Canada
| | - Brian Cass
- Human Health Therapeutics Research Centre, National Research Council Canada, Canada
| | - Robert Voyer
- Human Health Therapeutics Research Centre, National Research Council Canada, Canada
| | - Yves Durocher
- Human Health Therapeutics Research Centre, National Research Council Canada, Canada
| | - Olivier Henry
- Department of Chemical Engineering, Polytechnique Montreal, Montreal, Canada
| | - Phuong Lan Pham
- Human Health Therapeutics Research Centre, National Research Council Canada, Canada
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Olin M, Wolnick N, Crittenden H, Quach A, Russell B, Hendrick S, Armstrong J, Webster T, Hadley B, Dickson M, Hodgkins J, Busa K, Connolly R, Downey B. An automated high inoculation density fed-batch bioreactor, enabled through N-1 perfusion, accommodates clonal diversity and doubles titers. Biotechnol Prog 2024; 40:e3410. [PMID: 38013663 DOI: 10.1002/btpr.3410] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Revised: 10/04/2023] [Accepted: 11/01/2023] [Indexed: 11/29/2023]
Abstract
An important consideration for biopharmaceutical processes is the cost of goods (CoGs) of biotherapeutics manufacturing. CoGs can be reduced by dramatically increasing the productivity of the bioreactor process. In this study, we demonstrate that an intensified process which couples a perfused N-1 seed reactor and a fully automated high inoculation density (HID) N stage reactor substantially increases the bioreactor productivity as compared to a low inoculation density (LID) control fed-batch process. A panel of six CHOK1SV GS-KO® CHO cell lines expressing three different monoclonal antibodies was evaluated in this intensified process, achieving an average 85% titer increase and 132% space-time yield (STY) increase was demonstrated when comparing the 12-day HID process to a 15-day LID control process. These productivity increases were enabled by automated nutrient feeding in both the N-1 and N stage bioreactors using in-line process analytical technologies (PAT) and feedback control. The N-1 bioreactor utilized in-line capacitance to automatically feed the bioreactor based on a capacitance-specific perfusion rate (CapSPR). The N-stage bioreactor utilized in-line Raman spectroscopy to estimate real-time concentrations of glucose, phenylalanine, and methionine, which are held to target set points using automatic feed additions. These automated feeding methodologies were shown to be generalizable across six cell lines with diverse feed requirements. We show this new process can accommodate clonal diversity and reproducibly achieve substantial titer uplifts compared to traditional cell culture processes, thereby establishing a baseline technology platform upon which further increases bioreactor productivity and CoGs reduction can be achieved.
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Affiliation(s)
- Mikayla Olin
- Research and Development, Lonza Biologics, Bend, Oregon, USA
| | - Nicolas Wolnick
- Research and Development, Lonza Biologics, Bend, Oregon, USA
| | | | - Anthony Quach
- Research and Development, Lonza Biologics, Bend, Oregon, USA
| | - Brian Russell
- Research and Development, Lonza Biologics, Bend, Oregon, USA
| | | | - Julia Armstrong
- Research and Development, Lonza Biologics, Bend, Oregon, USA
| | - Thaddaeus Webster
- Research and Development, Lonza Biologics, Portsmouth, New Hampshire, USA
| | - Brian Hadley
- Research and Development, Lonza Biologics, Portsmouth, New Hampshire, USA
| | - Marissa Dickson
- Research and Development, Lonza Biologics, Portsmouth, New Hampshire, USA
| | - Jessica Hodgkins
- Research and Development, Lonza Biologics, Portsmouth, New Hampshire, USA
| | - Kevin Busa
- Research and Development, Lonza Biologics, Portsmouth, New Hampshire, USA
| | - Roger Connolly
- Research and Development, Lonza Biologics, Portsmouth, New Hampshire, USA
| | - Brandon Downey
- Research and Development, Lonza Biologics, Bend, Oregon, USA
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Mao L, Schneider JW, Robinson AS. Rosmarinic acid enhances CHO cell productivity and proliferation through activation of the unfolded protein response and the mTOR pathway. Biotechnol J 2024; 19:e2300397. [PMID: 37897814 DOI: 10.1002/biot.202300397] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Revised: 10/10/2023] [Accepted: 10/25/2023] [Indexed: 10/30/2023]
Abstract
Rosmarinic acid (RA) has gained attraction in bioprocessing as a media supplement to improve cellular proliferation and protein production. Here, we observe up to a two-fold increase in antibody production with RA-supplementation, and a concentration-dependent effect of RA on cell proliferation for fed-batch Chinese hamster ovary (CHO) cell cultures. Contrary to previously reported antioxidant activity, RA increased the reactive oxygen species (ROS) levels, stimulated endoplasmic reticulum (ER) stress, activated the unfolded protein response (UPR), and elicited DNA damage. Despite such stressful events, RA appeared to maintained cell health via mammalian target of rapamycin (mTOR) pathway activation; both mTOR complex 1 (mTORC1) and mTOR complex 2 (mTORC2) were stimulated in RA-supplemented cultures. By reversing such mTOR pathway activity through either chemical inhibitor addition or siRNA knockdown of genes regulating the mTORC1 and mTORC2 complexes, antibody production, UPR signaling, and stress-induced DNA damage were reduced. Further, the proliferative effect of RA appeared to be regulated selectively by mTORC2 activation and have reproduced this observation by using the mTORC2 stimulator SC-79. Analogously, knockdown of mTORC2 strongly reduced X-box binding protein 1 (XBP1) splicing, which would be expected to reduce antibody folding and secretion, sugging that reduced mTORC2 would correlate with reduced antibody levels. The crosstalk between mTOR activation and UPR upregulation may thus be related directly to the enhanced productivity. Our results show the importance of the mTOR and UPR pathways in increasing antibody productivity, and suggest that RA supplementation may obviate the need for labor-intensive genetic engineering by directly activating pathways favorable to cell culture performance.
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Affiliation(s)
- Leran Mao
- Department of Chemical Engineering, Carnegie Mellon University, Pittsburgh, Pennsylvania, USA
| | - James W Schneider
- Department of Chemical Engineering, Carnegie Mellon University, Pittsburgh, Pennsylvania, USA
| | - Anne S Robinson
- Department of Chemical Engineering, Carnegie Mellon University, Pittsburgh, Pennsylvania, USA
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Zhou Y, Han H, Zhang L, Huang H, Sun R, Zhou H, Zhou W. Acetate accumulation and regulation by process parameters control in Chinese hamster ovary cell culture. Biotechnol Prog 2023; 39:e3303. [PMID: 36168987 DOI: 10.1002/btpr.3303] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2022] [Revised: 09/11/2022] [Accepted: 09/19/2022] [Indexed: 11/10/2022]
Abstract
Chinese hamster ovary (CHO) cells represent a group of predominantly used mammalian hosts for producing recombinant therapeutic proteins. Known for their rapid proliferation rates, CHO cells undergo aerobic glycolysis that is characterized by fast glucose consumption, that ultimately gives rise to a group of small-molecule organic acids. However, only the function of lactate has been extensively studied in CHO cell culture. In this study, we observed the accumulation of acetate from the late exponential phase to harvest day, potentially contributing to the pH decline in late culture stage regardless of lactate consumption. In addition, we evaluated the acidification of the fresh media and the cell culture suspension, and the data revealed that acetate presented a lower acidification capacity compared to lactate and exhibited limited inhibitory effect on cells with less than 20 mM supplemented in the media. This study also explored the ways to control acetate accumulation in CHO cell culture by manipulating the process parameters such as temperature, glucose, and pH control. The positive correlation between the specific glucose consumption rate and acetate generation rate provides evidence of the endogenous acetate generation from overflow metabolism. Reducing these parameters (temperature, glucose consumption) and HCl-controlled low pH ultimately suppress acetate build-up. In addition, the specific acetate generation rate and relevant glucose consumption rate are found to be a metabolic trait associated with specific cell lines. Taken together, the results presented in these experiments provide a means to advance industrial CHO cell culture process control and development.
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Affiliation(s)
- Yikang Zhou
- Cell Culture Process Development, WuXi Biologics Inc., Shanghai, China
| | - Hang Han
- Cell Culture Process Development, WuXi Biologics Inc., Shanghai, China
| | - Lijuan Zhang
- Cell Culture Process Development, WuXi Biologics Inc., Shanghai, China
| | - He Huang
- Cell Culture Process Development, WuXi Biologics Inc., Shanghai, China
| | - Ruiqiang Sun
- Cell Culture Process Development, WuXi Biologics Inc., Shanghai, China
| | - Hang Zhou
- Cell Culture Process Development, WuXi Biologics Inc., Shanghai, China
| | - Weichang Zhou
- Biologics Development, WuXi Biologics Inc., Shanghai, China
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Rish AJ, Drennen JK, Anderson CA. Metabolic trends of Chinese hamster ovary cells in biopharmaceutical production under batch and fed-batch conditions. Biotechnol Prog 2021; 38:e3220. [PMID: 34676699 DOI: 10.1002/btpr.3220] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2021] [Revised: 10/05/2021] [Accepted: 10/19/2021] [Indexed: 11/07/2022]
Abstract
Extensive knowledge of Chinese hamster ovary (CHO) cell metabolism is required to improve process productivity and culture performance in biopharmaceutical manufacturing. However, CHO cells show a dynamic metabolism during culturing in batch and fed-batch bioreactors. CHO cell metabolism is generally described as taking place in three stages: exponential growth phase, stationary phase, and death phase. This review aims to summarize the trends of central metabolism for CHO cells during each stage. Additional insights into how culture conditions are related to phase transitions and force metabolic rewiring are provided. Understanding of CHO cell metabolism lends itself to improving culture qualities by, for example, identifying sources of toxic byproducts and pathways for cellular engineering. In summary, this review describes the changes in CHO cell central metabolism over the course of the culture.
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Affiliation(s)
- Adam J Rish
- Duquesne University Graduate School for Pharmaceutical Sciences, Pittsburgh, Pennsylvania, USA
| | - James K Drennen
- Duquesne University Graduate School for Pharmaceutical Sciences, Pittsburgh, Pennsylvania, USA
- Duquesne Center for Pharmaceutical Technology, Duquesne University, Pittsburgh, Pennsylvania, USA
| | - Carl A Anderson
- Duquesne University Graduate School for Pharmaceutical Sciences, Pittsburgh, Pennsylvania, USA
- Duquesne Center for Pharmaceutical Technology, Duquesne University, Pittsburgh, Pennsylvania, USA
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