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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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Improved Titer in Late-Stage Mammalian Cell Culture Manufacturing by Re-Cloning. Bioengineering (Basel) 2022; 9:bioengineering9040173. [PMID: 35447733 PMCID: PMC9030702 DOI: 10.3390/bioengineering9040173] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2022] [Revised: 04/09/2022] [Accepted: 04/11/2022] [Indexed: 01/19/2023] Open
Abstract
Improving productivity to reduce the cost of biologics manufacturing and ensure that therapeutics can reach more patients remains a major challenge faced by the biopharmaceutical industry. Chinese hamster ovary (CHO) cell lines are commonly prepared for biomanufacturing by single cell cloning post-transfection and recovery, followed by lead clone screening, generation of a research cell bank (RCB), cell culture process development, and manufacturing of a master cell bank (MCB) to be used in early phase clinical manufacturing. In this study, it was found that an additional round of cloning and clone selection from an established monoclonal RCB or MCB (i.e., re-cloning) significantly improved titer for multiple late phase monoclonal antibody upstream processes. Quality attributes remained comparable between the processes using the parental clones and the re-clones. For two CHO cells expressing different antibodies, the re-clone performance was successfully scaled up at 500-L or at 2000-L bioreactor scales, demonstrating for the first time that the re-clone is suitable for late phase and commercial manufacturing processes for improvement of titer while maintaining comparable product quality to the early phase process.
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N-1 Perfusion Platform Development Using a Capacitance Probe for Biomanufacturing. Bioengineering (Basel) 2022; 9:bioengineering9040128. [PMID: 35447688 PMCID: PMC9029935 DOI: 10.3390/bioengineering9040128] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2021] [Revised: 03/12/2022] [Accepted: 03/17/2022] [Indexed: 11/17/2022] Open
Abstract
Fed-batch process intensification with a significantly shorter culture duration or higher titer for monoclonal antibody (mAb) production by Chinese hamster ovary (CHO) cells can be achieved by implementing perfusion operation at the N-1 stage for biomanufacturing. N-1 perfusion seed with much higher final viable cell density (VCD) than a conventional N-1 batch seed can be used to significantly increase the inoculation VCD for the subsequent fed-batch production (referred as N stage), which results in a shorter cell growth phase, higher peak VCD, or higher titer. In this report, we incorporated a process analytical technology (PAT) tool into our N-1 perfusion platform, using an in-line capacitance probe to automatically adjust the perfusion rate based on real-time VCD measurements. The capacitance measurements correlated linearly with the offline VCD at all cell densities tested (i.e., up to 130 × 106 cells/mL). Online control of the perfusion rate via the cell-specific perfusion rate (CSPR) decreased media usage by approximately 25% when compared with a platform volume-specific perfusion rate approach and did not lead to any detrimental effects on cell growth. This PAT tool was applied to six mAbs, and a platform CSPR of 0.04 nL/cell/day was selected, which enabled rapid growth and maintenance of high viabilities for four of six cell lines. In addition, small-scale capacitance data were used in the scaling-up of N-1 perfusion processes in the pilot plant and in the GMP manufacturing suite. Implementing a platform approach based on capacitance measurements to control perfusion rates led to efficient process development of perfusion N-1 for supporting high-density CHO cell cultures for the fed-batch process intensification.
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Sacco SA, Tuckowski AM, Trenary I, Kraft L, Betenbaugh MJ, Young JD, Smith KD. Attenuation of glutamine synthetase selection marker improves product titer and reduces glutamine overflow in Chinese hamster ovary cells. Biotechnol Bioeng 2022; 119:1712-1727. [PMID: 35312045 DOI: 10.1002/bit.28084] [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: 11/18/2021] [Revised: 02/25/2022] [Accepted: 03/07/2022] [Indexed: 11/10/2022]
Abstract
The glutamine synthetase (GS) expression system is commonly used to ensure stable transgene integration and amplification in CHO host lines. Transfected cell populations are typically grown in the presence of the GS inhibitor, methionine sulfoximine (MSX), to further select for increased transgene copy number. However, high levels of GS activity produce excess glutamine. We hypothesized that attenuating the GS promoter while keeping the strong IgG promoter on the GS-IgG expression vector would result in a more efficient cellular metabolic phenotype. Herein, we characterized CHO cell lines expressing GS from either an attenuated promoter or an SV40 promoter and selected with/without MSX. CHO cells with the attenuated GS promoter had higher IgG specific productivity and lower glutamine production compared to cells with SV40-driven GS expression. Selection with MSX increased both specific productivity and glutamine production, regardless of GS promoter strength. 13 C metabolic flux analysis (MFA) was performed to further assess metabolic differences between these cell lines. Interestingly, central carbon metabolism was unaltered by the attenuated GS promoter while the fate of glutamate and glutamine varied depending on promoter strength and selection conditions. This study highlights the ability to optimize the GS expression system to improve IgG production and reduce wasteful glutamine overflow, without significantly altering central metabolism. Additionally, a detailed supplementary analysis of two "lactate runaway" reactors provides insight into the poorly understood phenomenon of excess lactate production by some CHO cell cultures. This article is protected by copyright. All rights reserved.
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Affiliation(s)
- Sarah A Sacco
- Department of Chemical and Biomolecular Engineering, Vanderbilt University, Nashville, TN, USA
| | - Angela M Tuckowski
- Biotherapeutics Development, Janssen Research and Development, Spring House, PA, USA.,Department of Cellular and Molecular Biology, University of Michigan, Ann Arbor, MI, USA
| | - Irina Trenary
- Department of Chemical and Biomolecular Engineering, Vanderbilt University, Nashville, TN, USA
| | - Lauren Kraft
- Biotherapeutics Development, Janssen Research and Development, Spring House, PA, USA
| | - Michael J Betenbaugh
- Department of Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, MD, USA
| | - Jamey D Young
- Department of Chemical and Biomolecular Engineering, Vanderbilt University, Nashville, TN, USA.,Department of Molecular Physiology and Biophysics, Vanderbilt University, Nashville, TN, USA
| | - Kevin D Smith
- Biotherapeutics Development, Janssen Research and Development, Spring House, PA, USA.,Asimov, 1325 Boylston St, Boston, MA, 02215
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Chung YH, Church D, Koellhoffer EC, Osota E, Shukla S, Rybicki EP, Pokorski JK, Steinmetz NF. Integrating plant molecular farming and materials research for next-generation vaccines. NATURE REVIEWS. MATERIALS 2021; 7:372-388. [PMID: 34900343 DOI: 10.1038/s41578-021-00399-395] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Subscribe] [Scholar Register] [Accepted: 10/18/2021] [Indexed: 05/28/2023]
Abstract
Biologics - medications derived from a biological source - are increasingly used as pharmaceuticals, for example, as vaccines. Biologics are usually produced in bacterial, mammalian or insect cells. Alternatively, plant molecular farming, that is, the manufacture of biologics in plant cells, transgenic plants and algae, offers a cheaper and easily adaptable strategy for the production of biologics, in particular, in low-resource settings. In this Review, we discuss current vaccination challenges, such as cold chain requirements, and highlight how plant molecular farming in combination with advanced materials can be applied to address these challenges. The production of plant viruses and virus-based nanotechnologies in plants enables low-cost and regional fabrication of thermostable vaccines. We also highlight key new vaccine delivery technologies, including microneedle patches and material platforms for intranasal and oral delivery. Finally, we provide an outlook of future possibilities for plant molecular farming of next-generation vaccines and biologics.
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Affiliation(s)
- Young Hun Chung
- Department of Bioengineering, University of California, San Diego, La Jolla, CA USA
| | - Derek Church
- Department of Nanoengineering, University of California, San Diego, La Jolla, CA USA
| | - Edward C Koellhoffer
- Department of Radiology, University of California, San Diego Health, La Jolla, CA USA
| | - Elizabeth Osota
- Department of Nanoengineering, University of California, San Diego, La Jolla, CA USA
- Biomedical Science Program, University of California, San Diego, La Jolla, CA USA
| | - Sourabh Shukla
- Department of Nanoengineering, University of California, San Diego, La Jolla, CA USA
| | - Edward P Rybicki
- Department of Molecular and Cell Biology, University of Cape Town, Cape Town, South Africa
| | - Jonathan K Pokorski
- Department of Nanoengineering, University of California, San Diego, La Jolla, CA USA
- Institute for Materials Discovery and Design, University of California, San Diego, La Jolla, CA USA
- Center for Nano-Immuno Engineering, University of California, San Diego, La Jolla, CA USA
| | - Nicole F Steinmetz
- Department of Bioengineering, University of California, San Diego, La Jolla, CA USA
- Department of Nanoengineering, University of California, San Diego, La Jolla, CA USA
- Department of Radiology, University of California, San Diego Health, La Jolla, CA USA
- Institute for Materials Discovery and Design, University of California, San Diego, La Jolla, CA USA
- Center for Nano-Immuno Engineering, University of California, San Diego, La Jolla, CA USA
- Moores Cancer Center, University of California, San Diego, La Jolla, CA USA
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Chung YH, Church D, Koellhoffer EC, Osota E, Shukla S, Rybicki EP, Pokorski JK, Steinmetz NF. Integrating plant molecular farming and materials research for next-generation vaccines. NATURE REVIEWS. MATERIALS 2021; 7:372-388. [PMID: 34900343 PMCID: PMC8647509 DOI: 10.1038/s41578-021-00399-5] [Citation(s) in RCA: 48] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 10/18/2021] [Indexed: 05/04/2023]
Abstract
Biologics - medications derived from a biological source - are increasingly used as pharmaceuticals, for example, as vaccines. Biologics are usually produced in bacterial, mammalian or insect cells. Alternatively, plant molecular farming, that is, the manufacture of biologics in plant cells, transgenic plants and algae, offers a cheaper and easily adaptable strategy for the production of biologics, in particular, in low-resource settings. In this Review, we discuss current vaccination challenges, such as cold chain requirements, and highlight how plant molecular farming in combination with advanced materials can be applied to address these challenges. The production of plant viruses and virus-based nanotechnologies in plants enables low-cost and regional fabrication of thermostable vaccines. We also highlight key new vaccine delivery technologies, including microneedle patches and material platforms for intranasal and oral delivery. Finally, we provide an outlook of future possibilities for plant molecular farming of next-generation vaccines and biologics.
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Affiliation(s)
- Young Hun Chung
- Department of Bioengineering, University of California, San Diego, La Jolla, CA USA
| | - Derek Church
- Department of Nanoengineering, University of California, San Diego, La Jolla, CA USA
| | - Edward C. Koellhoffer
- Department of Radiology, University of California, San Diego Health, La Jolla, CA USA
| | - Elizabeth Osota
- Department of Nanoengineering, University of California, San Diego, La Jolla, CA USA
- Biomedical Science Program, University of California, San Diego, La Jolla, CA USA
| | - Sourabh Shukla
- Department of Nanoengineering, University of California, San Diego, La Jolla, CA USA
| | - Edward P. Rybicki
- Department of Molecular and Cell Biology, University of Cape Town, Cape Town, South Africa
| | - Jonathan K. Pokorski
- Department of Nanoengineering, University of California, San Diego, La Jolla, CA USA
- Institute for Materials Discovery and Design, University of California, San Diego, La Jolla, CA USA
- Center for Nano-Immuno Engineering, University of California, San Diego, La Jolla, CA USA
| | - Nicole F. Steinmetz
- Department of Bioengineering, University of California, San Diego, La Jolla, CA USA
- Department of Nanoengineering, University of California, San Diego, La Jolla, CA USA
- Department of Radiology, University of California, San Diego Health, La Jolla, CA USA
- Institute for Materials Discovery and Design, University of California, San Diego, La Jolla, CA USA
- Center for Nano-Immuno Engineering, University of California, San Diego, La Jolla, CA USA
- Moores Cancer Center, University of California, San Diego, La Jolla, CA USA
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7
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Feary M, Moffat MA, Casperson GF, Allen MJ, Young RJ. CHOK1SV GS-KO SSI expression system: A combination of the Fer1L4 locus and glutamine synthetase selection. Biotechnol Prog 2021; 37:e3137. [PMID: 33609084 DOI: 10.1002/btpr.3137] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2020] [Revised: 02/03/2021] [Accepted: 02/07/2021] [Indexed: 12/11/2022]
Abstract
There are an ever-increasing number of biopharmaceutical candidates in clinical trials fueling an urgent need to streamline the cell line development process. A critical part of the process is the methodology used to generate and screen candidate cell lines compatible with GMP manufacturing processes. The relatively large amount of clone phenotypic variation observed from conventional "random integration" (RI)-based cell line construction is thought to be the result of a combination of the position variegation effect, genome plasticity and clonal variation. Site-specific integration (SSI) has been used by several groups to temper the influence of the position variegation effect and thus reduce variability in expression of biopharmaceutical candidates. Following on from our previous reports on the application of the Fer1L4 locus for SSI in CHOK1SV (10E9), we have combined this locus and a CHOK1SV glutamine synthetase knockout (GS-KO) host to create an improved expression system. The host, CHOK1SV GS-KO SSI (HD7876), was created by homology directed integration of a targetable landing pad flanked with incompatible Frt sequences in the Fer1L4 gene. The targeting vector contains a promoterless GS expression cassette and monoclonal antibody (mAb) expression cassettes, flanked by Frt sites compatible with equivalent sites flanking the landing pad in the host cell line. SSI clones expressing four antibody candidates, selected in a streamlined cell line development process, have mAb titers which rival RI (1.0-4.5 g/L) and robust expression stability (100% of clones stable through the 50 generation "manufacturing window" which supports commercial manufacturing at 12,000 L bioreactor scale).
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Affiliation(s)
- Marc Feary
- R&D Cell Engineering, Lonza Biologics, Little Chesterford, UK
| | - Mark A Moffat
- Cell Line Development, Biotherapeutics Pharmaceutical Sciences, Pfizer Inc., Chesterfield, MO, 63017, USA
| | - Gerald F Casperson
- Cell Line Development, Biotherapeutics Pharmaceutical Sciences, Pfizer Inc., Chesterfield, MO, 63017, USA
| | - Martin J Allen
- Cell Line Development, Biotherapeutics Pharmaceutical Sciences, Pfizer Inc., Chesterfield, MO, 63017, USA
| | - Robert J Young
- R&D Cell Engineering, Lonza Biologics, Little Chesterford, UK
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