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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; 40:e3467. [PMID: 38660973 DOI: 10.1002/btpr.3467] [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: 01/05/2024] [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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Kimiz-Gebologlu I, Oncel SS. Exosomes: Large-scale production, isolation, drug loading efficiency, and biodistribution and uptake. J Control Release 2022; 347:533-543. [PMID: 35597405 DOI: 10.1016/j.jconrel.2022.05.027] [Citation(s) in RCA: 205] [Impact Index Per Article: 68.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Revised: 05/13/2022] [Accepted: 05/14/2022] [Indexed: 12/24/2022]
Abstract
Exosomes are nanovesicles with different contents that play a role in various biological and pathological processes. It offers significant advantages over other delivery systems such as liposomes and polymeric nanoparticles. Although exosomes are expected to be effective therapeutic agents, their optimal use remains a challenge. The development of methods for large-scale production, isolation, and drug loading is necessary to improve their efficiency and therapeutic potential. In this review, after mentioning general properties and biological functions of the exosomes, details of their potential for use in the drug delivery system are presented. For this purpose, methodologies for the large-scale production of exosomes, exosome isolation, exosomal cargo loading, and exosome uptake by the recipient cell are reviewed. The current challenges and potential directions of this new area of drug delivery that has become popular recently are also investigated.
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Affiliation(s)
| | - Suphi S Oncel
- Department of Bioengineering, Faculty of Engineering, Ege University, Izmir, Turkey..
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3
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Huang C, Wang Y, Xu X, Mills J, Jin W, Ghose S, Li ZJ. Hydrophobic property of cation-exchange resins affects monoclonal antibody aggregation. J Chromatogr A 2020; 1631:461573. [DOI: 10.1016/j.chroma.2020.461573] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2020] [Revised: 09/06/2020] [Accepted: 09/19/2020] [Indexed: 12/29/2022]
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4
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Gutiérrez-Granados S, Cervera L, Kamen AA, Gòdia F. Advancements in mammalian cell transient gene expression (TGE) technology for accelerated production of biologics. Crit Rev Biotechnol 2018; 38:918-940. [DOI: 10.1080/07388551.2017.1419459] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Affiliation(s)
- Sonia Gutiérrez-Granados
- Departament d’Enginyeria Química, Biològica i Ambiental, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Laura Cervera
- Department of Bioengineering, McGill University, Montréal, Canada
| | - Amine A. Kamen
- Department of Bioengineering, McGill University, Montréal, Canada
| | - Francesc Gòdia
- Departament d’Enginyeria Química, Biològica i Ambiental, Universitat Autònoma de Barcelona, Barcelona, Spain
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5
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Grilo AL, Mateus M, Aires-Barros MR, Azevedo AM. Monoclonal Antibodies Production Platforms: An Opportunity Study of a Non-Protein-A Chromatographic Platform Based on Process Economics. Biotechnol J 2017; 12. [PMID: 28901658 DOI: 10.1002/biot.201700260] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2017] [Revised: 09/01/2017] [Indexed: 01/29/2023]
Abstract
Monoclonal antibodies currently dominate the biopharmaceutical market with growing sales having reached 80 billion USD in 2016. As most top-selling mAbs are approaching the end of their patent life, biopharmaceutical companies compete fiercely in the biosimilars market. These two factors present a strong motivation for alternative process strategies and process optimization. In this work a novel purification strategy for monoclonal antibodies comprising phenylboronic acid multimodal chromatography for capture followed by polishing by ion-exchange monolithic chromatography and packed bed hydrophobic interaction chromatography is presented and compared to the traditional protein-A-based process. Although the capital investment is similar for both processes, the operation cost is 20% lower for the novel strategy. This study shows that the new process is worthwhile investing in and could present a viable alternative to the platform process used by most industrial players.
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Affiliation(s)
- António L Grilo
- iBB - Institute for Bioengineering and Biosciences, Department of Bioengineering, Instituto Superior Técnico, Universidade de Lisboa, Av. Rovisco Pais, No. 1, Lisbon 1049-001, Portugal
| | - Marília Mateus
- iBB - Institute for Bioengineering and Biosciences, Department of Bioengineering, Instituto Superior Técnico, Universidade de Lisboa, Av. Rovisco Pais, No. 1, Lisbon 1049-001, Portugal
| | - Maria R Aires-Barros
- iBB - Institute for Bioengineering and Biosciences, Department of Bioengineering, Instituto Superior Técnico, Universidade de Lisboa, Av. Rovisco Pais, No. 1, Lisbon 1049-001, Portugal
| | - Ana M Azevedo
- iBB - Institute for Bioengineering and Biosciences, Department of Bioengineering, Instituto Superior Técnico, Universidade de Lisboa, Av. Rovisco Pais, No. 1, Lisbon 1049-001, Portugal
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6
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Online flow cytometry for monitoring apoptosis in mammalian cell cultures as an application for process analytical technology. Cytotechnology 2014; 68:399-408. [PMID: 25352493 DOI: 10.1007/s10616-014-9791-3] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2014] [Accepted: 09/24/2014] [Indexed: 12/20/2022] Open
Abstract
Apoptosis is the main driver of cell death in bioreactor suspension cell cultures during the production of biopharmaceuticals from animal cell lines. It is known that apoptosis also has an effect on the quality and quantity of the expressed recombinant protein. This has raised the importance of studying apoptosis for implementing culture optimization strategies. The work here describes a novel approach to obtain near real time data on proportion of viable, early apoptotic, late apoptotic and necrotic cell populations in a suspension CHO culture using automated sample preparation in conjunction with flow cytometry. The resultant online flow cytometry data can track the progression of apoptotic events in culture, aligning with analogous manual methodologies and giving similar results. The obtained near-real time apoptosis data are a significant improvement in monitoring capabilities and can lead to improved control strategies and research data on complex biological systems in bioreactor cultures in both academic and industrial settings focused on process analytical technology applications.
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Ghaleb R, Naciri M, Al-Majmaie R, Maki A, Al-Rubeai M. Enhancement of monoclonal antibody production in CHO cells by exposure to He-Ne laser radiation. Cytotechnology 2014; 66:761-7. [PMID: 23943087 PMCID: PMC4158014 DOI: 10.1007/s10616-013-9625-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2013] [Accepted: 07/22/2013] [Indexed: 10/26/2022] Open
Abstract
This study tested the effectiveness of laser biostimulation in small-scale cultures in vitro. We investigated the response of recombinant CHO cells, which are used for the production of monoclonal antibody, to low level laser radiation. The cells were irradiated using a 632.8 nm He-Ne laser in a continuous wave mode at different energy doses. We incubated the irradiated cells in small batch cultures and assessed their proliferation and productivity at various time intervals. Compared to untreated cells, the irradiated cells showed a significant increase in antibody production. Moreover, the results showed that laser irradiation did not affect viability and slightly enhanced proliferation rate.
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Affiliation(s)
- Rana Ghaleb
- />School of Chemical and Bioprocess Engineering, Conway Institute for Biomolecular and Biomedical Research, University College Dublin, Belfield, Dublin, Ireland
- />Institute of Laser for Postgraduate Studies, University of Baghdad, Baghdad, Iraq
| | - Mariam Naciri
- />School of Chemical and Bioprocess Engineering, Conway Institute for Biomolecular and Biomedical Research, University College Dublin, Belfield, Dublin, Ireland
| | - Rasoul Al-Majmaie
- />School of Chemical and Bioprocess Engineering, Conway Institute for Biomolecular and Biomedical Research, University College Dublin, Belfield, Dublin, Ireland
| | - Amel Maki
- />Institute of Laser for Postgraduate Studies, University of Baghdad, Baghdad, Iraq
| | - Mohamed Al-Rubeai
- />School of Chemical and Bioprocess Engineering, Conway Institute for Biomolecular and Biomedical Research, University College Dublin, Belfield, Dublin, Ireland
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Meier K, Carstensen F, Scheeren C, Regestein L, Wessling M, Büchs J. In situ product recovery of single-chain antibodies in a membrane bioreactor. Biotechnol Bioeng 2014; 111:1566-76. [DOI: 10.1002/bit.25220] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Kristina Meier
- RWTH Aachen; AVT-Biochemical Engineering; Worringer Weg 1 52074 Aachen Germany
| | | | - Christoph Scheeren
- RWTH Aachen; AVT-Biochemical Engineering; Worringer Weg 1 52074 Aachen Germany
| | - Lars Regestein
- RWTH Aachen; AVT-Biochemical Engineering; Worringer Weg 1 52074 Aachen Germany
| | - Matthias Wessling
- RWTH Aachen; AVT-Chemical Product & Process Engineering; Aachen Germany
| | - Jochen Büchs
- RWTH Aachen; AVT-Biochemical Engineering; Worringer Weg 1 52074 Aachen Germany
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