1
|
Bibbò F, Asadzadeh F, Boccia A, Sorice C, Bianco O, Saccà CD, Majello B, Donofrio V, Bifano D, De Martino L, Quaglietta L, Cristofano A, Covelli EM, Cinalli G, Ferrucci V, De Antonellis P, Zollo M. Targeting Group 3 Medulloblastoma by the Anti-PRUNE-1 and Anti-LSD1/KDM1A Epigenetic Molecules. Int J Mol Sci 2024; 25:3917. [PMID: 38612726 PMCID: PMC11011515 DOI: 10.3390/ijms25073917] [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: 02/22/2024] [Revised: 03/26/2024] [Accepted: 03/28/2024] [Indexed: 04/14/2024] Open
Abstract
Medulloblastoma (MB) is a highly malignant childhood brain tumor. Group 3 MB (Gr3 MB) is considered to have the most metastatic potential, and tailored therapies for Gr3 MB are currently lacking. Gr3 MB is driven by PRUNE-1 amplification or overexpression. In this paper, we found that PRUNE-1 was transcriptionally regulated by lysine demethylase LSD1/KDM1A. This study aimed to investigate the therapeutic potential of inhibiting both PRUNE-1 and LSD1/KDM1A with the selective inhibitors AA7.1 and SP-2577, respectively. We found that the pharmacological inhibition had a substantial efficacy on targeting the metastatic axis driven by PRUNE-1 (PRUNE-1-OTX2-TGFβ-PTEN) in Gr3 MB. Using RNA seq transcriptomic feature data in Gr3 MB primary cells, we provide evidence that the combination of AA7.1 and SP-2577 positively affects neuronal commitment, confirmed by glial fibrillary acidic protein (GFAP)-positive differentiation and the inhibition of the cytotoxic components of the tumor microenvironment and the epithelial-mesenchymal transition (EMT) by the down-regulation of N-Cadherin protein expression. We also identified an impairing action on the mitochondrial metabolism and, consequently, oxidative phosphorylation, thus depriving tumors cells of an important source of energy. Furthermore, by overlapping the genomic mutational signatures through WES sequence analyses with RNA seq transcriptomic feature data, we propose in this paper that the combination of these two small molecules can be used in a second-line treatment in advanced therapeutics against Gr3 MB. Our study demonstrates that the usage of PRUNE-1 and LSD1/KDM1A inhibitors in combination represents a novel therapeutic approach for these highly aggressive metastatic MB tumors.
Collapse
Affiliation(s)
- Francesca Bibbò
- Department of Molecular Medicine and Medical Biotechnological DMMBM, University Federico II of Naples, 80131 Naples, Italy; (F.B.); (V.F.); (P.D.A.)
- CEINGE Biotecnologie Avanzate “Franco Salvatore”, 80131 Naples, Italy; (F.A.); (A.B.); (C.S.); (O.B.)
| | - Fatemeh Asadzadeh
- CEINGE Biotecnologie Avanzate “Franco Salvatore”, 80131 Naples, Italy; (F.A.); (A.B.); (C.S.); (O.B.)
- SEMM European School of Molecular Medicine, 20139 Milan, Italy
| | - Angelo Boccia
- CEINGE Biotecnologie Avanzate “Franco Salvatore”, 80131 Naples, Italy; (F.A.); (A.B.); (C.S.); (O.B.)
| | - Carmen Sorice
- CEINGE Biotecnologie Avanzate “Franco Salvatore”, 80131 Naples, Italy; (F.A.); (A.B.); (C.S.); (O.B.)
| | - Orazio Bianco
- CEINGE Biotecnologie Avanzate “Franco Salvatore”, 80131 Naples, Italy; (F.A.); (A.B.); (C.S.); (O.B.)
| | - Carmen Daniela Saccà
- Department of Biology, University Federico II of Naples, 80138 Naples, Italy; (C.D.S.); (B.M.)
| | - Barbara Majello
- Department of Biology, University Federico II of Naples, 80138 Naples, Italy; (C.D.S.); (B.M.)
| | - Vittoria Donofrio
- Department of Pathology, Santobono-Pausilipon Children’s Hospital, AORN, 80129 Naples, Italy; (V.D.); (D.B.)
| | - Delfina Bifano
- Department of Pathology, Santobono-Pausilipon Children’s Hospital, AORN, 80129 Naples, Italy; (V.D.); (D.B.)
| | - Lucia De Martino
- Pediatric Neuro-Oncology, Santobono-Pausilipon Children’s Hospital, AORN, 80129 Naples, Italy; (L.D.M.); (L.Q.)
| | - Lucia Quaglietta
- Pediatric Neuro-Oncology, Santobono-Pausilipon Children’s Hospital, AORN, 80129 Naples, Italy; (L.D.M.); (L.Q.)
| | - Adriana Cristofano
- Pediatric Neuroradiology, Santobono-Pausilipon Children’s Hospital, AORN, 80129 Naples, Italy; (A.C.); (E.M.C.)
| | - Eugenio Maria Covelli
- Pediatric Neuroradiology, Santobono-Pausilipon Children’s Hospital, AORN, 80129 Naples, Italy; (A.C.); (E.M.C.)
| | - Giuseppe Cinalli
- Pediatric Neurosurgery, Santobono-Pausilipon Children’s Hospital, AORN, 80129 Naples, Italy;
| | - Veronica Ferrucci
- Department of Molecular Medicine and Medical Biotechnological DMMBM, University Federico II of Naples, 80131 Naples, Italy; (F.B.); (V.F.); (P.D.A.)
- CEINGE Biotecnologie Avanzate “Franco Salvatore”, 80131 Naples, Italy; (F.A.); (A.B.); (C.S.); (O.B.)
| | - Pasqualino De Antonellis
- Department of Molecular Medicine and Medical Biotechnological DMMBM, University Federico II of Naples, 80131 Naples, Italy; (F.B.); (V.F.); (P.D.A.)
- CEINGE Biotecnologie Avanzate “Franco Salvatore”, 80131 Naples, Italy; (F.A.); (A.B.); (C.S.); (O.B.)
| | - Massimo Zollo
- Department of Molecular Medicine and Medical Biotechnological DMMBM, University Federico II of Naples, 80131 Naples, Italy; (F.B.); (V.F.); (P.D.A.)
- CEINGE Biotecnologie Avanzate “Franco Salvatore”, 80131 Naples, Italy; (F.A.); (A.B.); (C.S.); (O.B.)
- DAI Medicina di Laboratorio e Trasfusionale, ‘AOU Federico II Policlinico’, 80131 Naples, Italy
| |
Collapse
|
2
|
Foley A, Lao N, Clarke C, Barron N. A complete workflow for single cell mtDNAseq in CHO cells, from cell culture to bioinformatic analysis. Front Bioeng Biotechnol 2024; 12:1304951. [PMID: 38440325 PMCID: PMC10910102 DOI: 10.3389/fbioe.2024.1304951] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2023] [Accepted: 01/09/2024] [Indexed: 03/06/2024] Open
Abstract
Chinese hamster ovary (CHO) cells have a long history in the biopharmaceutical industry and currently produce the vast majority of recombinant therapeutic proteins. A key step in controlling the process and product consistency is the development of a producer cell line derived from a single cell clone. However, it is recognized that genetic and phenotypic heterogeneity between individual cells in a clonal CHO population tends to arise over time. Previous bulk analysis of CHO cell populations revealed considerable variation within the mtDNA sequence (heteroplasmy), which could have implications for the performance of the cell line. By analyzing the heteroplasmy of single cells within the same population, this heterogeneity can be characterized with greater resolution. Such analysis may identify heterogeneity in the mitochondrial genome, which impacts the overall phenotypic performance of a producer cell population, and potentially reveal routes for genetic engineering. A critical first step is the development of robust experimental and computational methods to enable single cell mtDNA sequencing (termed scmtDNAseq). Here, we present a protocol from cell culture to bioinformatic analysis and provide preliminary evidence of significant mtDNA heteroplasmy across a small panel of single CHO cells.
Collapse
Affiliation(s)
- Alan Foley
- Cell Engineering Group, National Institute for Bioprocessing Research and Training, Dublin, Ireland
- School of Chemical and Bioprocess Engineering, University College Dublin, Dublin, Ireland
| | - Nga Lao
- Cell Engineering Group, National Institute for Bioprocessing Research and Training, Dublin, Ireland
| | - Colin Clarke
- School of Chemical and Bioprocess Engineering, University College Dublin, Dublin, Ireland
- Bioinformatics Group, National Institute for Bioprocessing Research and Training, Dublin, Ireland
| | - Niall Barron
- Cell Engineering Group, National Institute for Bioprocessing Research and Training, Dublin, Ireland
- School of Chemical and Bioprocess Engineering, University College Dublin, Dublin, Ireland
| |
Collapse
|
3
|
Masson HO, Karottki KJLC, Tat J, Hefzi H, Lewis NE. From observational to actionable: rethinking omics in biologics production. Trends Biotechnol 2023; 41:1127-1138. [PMID: 37062598 PMCID: PMC10524802 DOI: 10.1016/j.tibtech.2023.03.009] [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: 01/11/2023] [Revised: 03/08/2023] [Accepted: 03/13/2023] [Indexed: 04/18/2023]
Abstract
As the era of omics continues to expand with increasing ubiquity and success in both academia and industry, omics-based experiments are becoming commonplace in industrial biotechnology, including efforts to develop novel solutions in bioprocess optimization and cell line development. Omic technologies provide particularly valuable 'observational' insights for discovery science, especially in academic research and industrial R&D; however, biomanufacturing requires a different paradigm to unlock 'actionable' insights from omics. Here, we argue the value of omic experiments in biotechnology can be maximized with deliberate selection of omic approaches and forethought about analysis techniques. We describe important considerations when designing and implementing omic-based experiments and discuss how systems biology analysis strategies can enhance efforts to obtain actionable insights in mammalian-based biologics production.
Collapse
Affiliation(s)
- Helen O Masson
- Department of Bioengineering, University of California, San Diego, La Jolla, CA, USA
| | | | - Jasmine Tat
- Department of Bioengineering, University of California, San Diego, La Jolla, CA, USA; Amgen Inc., Thousand Oaks, CA, USA
| | | | - Nathan E Lewis
- Department of Bioengineering, University of California, San Diego, La Jolla, CA, USA; Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA.
| |
Collapse
|
4
|
Chen F, Kang R, Liu J, Tang D. The ACSL4 Network Regulates Cell Death and Autophagy in Diseases. BIOLOGY 2023; 12:864. [PMID: 37372148 DOI: 10.3390/biology12060864] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/07/2023] [Revised: 06/05/2023] [Accepted: 06/11/2023] [Indexed: 06/29/2023]
Abstract
Lipid metabolism, cell death, and autophagy are interconnected processes in cells. Dysregulation of lipid metabolism can lead to cell death, such as via ferroptosis and apoptosis, while lipids also play a crucial role in the regulation of autophagosome formation. An increased autophagic response not only promotes cell survival but also causes cell death depending on the context, especially when selectively degrading antioxidant proteins or organelles that promote ferroptosis. ACSL4 is an enzyme that catalyzes the formation of long-chain acyl-CoA molecules, which are important intermediates in the biosynthesis of various types of lipids. ACSL4 is found in many tissues and is particularly abundant in the brain, liver, and adipose tissue. Dysregulation of ACSL4 is linked to a variety of diseases, including cancer, neurodegenerative disorders, cardiovascular disease, acute kidney injury, and metabolic disorders (such as obesity and non-alcoholic fatty liver disease). In this review, we introduce the structure, function, and regulation of ACSL4; discuss its role in apoptosis, ferroptosis, and autophagy; summarize its pathological function; and explore the potential implications of targeting ACSL4 in the treatment of various diseases.
Collapse
Affiliation(s)
- Fangquan Chen
- DAMP Laboratory, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou 510120, China
- Guangzhou Municipal and Guangdong Provincial Key Laboratory of Protein Modification and Degradation, State Key Laboratory of Respiratory Disease, Guangzhou Medical University, Guangzhou 511436, China
| | - Rui Kang
- Department of Surgery, UT Southwestern Medical Center, Dallas, TX 75390, USA
| | - Jiao Liu
- DAMP Laboratory, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou 510120, China
- Guangzhou Municipal and Guangdong Provincial Key Laboratory of Protein Modification and Degradation, State Key Laboratory of Respiratory Disease, Guangzhou Medical University, Guangzhou 511436, China
| | - Daolin Tang
- Department of Surgery, UT Southwestern Medical Center, Dallas, TX 75390, USA
| |
Collapse
|
5
|
Borsi G, Motheramgari K, Dhiman H, Baumann M, Sinkala E, Sauerland M, Riba J, Borth N. Single-cell RNA sequencing reveals homogeneous transcriptome patterns and low variance in a suspension CHO-K1 and an adherent HEK293FT cell line in culture conditions. J Biotechnol 2023; 364:13-22. [PMID: 36708997 DOI: 10.1016/j.jbiotec.2023.01.006] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2022] [Revised: 01/15/2023] [Accepted: 01/21/2023] [Indexed: 01/27/2023]
Abstract
Recombinant mammalian host cell lines, in particular CHO and HEK293 cells, are used for the industrial production of therapeutic proteins. Despite their well-known genomic instability, the control mechanisms that enable cells to respond to changes in the environmental conditions are not yet fully understood, nor do we have a good understanding of the factors that lead to phenotypic shifts in long-term cultures. A contributing factor could be inherent diversity in transcriptomes within a population. In this study, we used a full-length coverage single-cell RNA sequencing (scRNA-seq) approach to investigate and compare cell-to-cell variability and the impact of standardized and homogenous culture conditions on the diversity of individual cell transcriptomes, comparing suspension CHO-K1 and adherent HEK293FT cells. Our data showed a critical batch effect from the sequencing of four 96-well plates of CHO-K1 single cells stored for different periods of time, which was and may be therefore identified as a technical variable to consider in experimental planning. Besides, in an artificial and controlled culture environment such as used in routine cell culture technology, the gene expression pattern of a given population does not reveal any marker gene capable to disclose relevant cell population substructures, both for CHO-K1 cells and for HEK293FT cells. The variation observed is primarily driven by the cell cycle.
Collapse
Affiliation(s)
- Giulia Borsi
- BOKU University of Natural Resources and Life Sciences, Institute of Animal Cell Technology and Systems Biology, Muthgasse 18, 1190, Vienna, Austria
| | - Krishna Motheramgari
- Austrian Centre of Industrial Biotechnology (acib GmbH), Muthgasse 11, 1190, Vienna, Austria
| | - Heena Dhiman
- Austrian Centre of Industrial Biotechnology (acib GmbH), Muthgasse 11, 1190, Vienna, Austria
| | - Martina Baumann
- Austrian Centre of Industrial Biotechnology (acib GmbH), Muthgasse 11, 1190, Vienna, Austria
| | | | | | | | - Nicole Borth
- BOKU University of Natural Resources and Life Sciences, Institute of Animal Cell Technology and Systems Biology, Muthgasse 18, 1190, Vienna, Austria.
| |
Collapse
|
6
|
Huhn S, Chang M, Kumar A, Liu R, Jiang B, Betenbaugh M, Lin H, Nyberg G, Du Z. Chromosomal instability drives convergent and divergent evolution toward advantageous inherited traits in mammalian CHO bioproduction lineages. iScience 2022; 25:104074. [PMID: 35355517 PMCID: PMC8958363 DOI: 10.1016/j.isci.2022.104074] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2021] [Revised: 01/17/2022] [Accepted: 03/11/2022] [Indexed: 12/15/2022] Open
Abstract
Genetic instability of Chinese hamster ovary (CHO) cells is implicated in production inconsistency through poorly defined mechanisms. Using a multi-omics approach, we analyzed the variations of CHO lineages derived from CHO-K1 cells. We identify an equilibrium between random genetic variation of the CHO genome and heritable traits driven by culture conditions, selection criteria, and genetic linkage. These inherited changes are associated with the selection pressures related to serum removal, suspension culture transition, protein expression, and secretion. We observed that a haploid reduction of a Chromosome 2 region after serum-free, suspension adaptation, was consistently inherited, suggesting common adaptation mechanisms. Genetic variations also included ∼200 insertions/deletions, ∼1000 single-nucleotide polymorphisms, and ∼300-2000 copy number variations, which were exacerbated after gene editing. In addition, heterochromatic chromosomes were preferentially lost as cells continuously evolved. Together, these observations demonstrate a highly plastic signature for adapted CHO cells and paves the way towards future host cell engineering.
Collapse
Affiliation(s)
- Steve Huhn
- Process Cell Sciences, Biologics Process R&D, Merck & Co., Inc., Kenilworth, NJ 07033, USA
| | - Meiping Chang
- Process Cell Sciences, Biologics Process R&D, Merck & Co., Inc., Kenilworth, NJ 07033, USA
| | - Amit Kumar
- Process Cell Sciences, Biologics Process R&D, Merck & Co., Inc., Kenilworth, NJ 07033, USA
| | - Ren Liu
- Process Cell Sciences, Biologics Process R&D, Merck & Co., Inc., Kenilworth, NJ 07033, USA
| | - Bo Jiang
- Process Cell Sciences, Biologics Process R&D, Merck & Co., Inc., Kenilworth, NJ 07033, USA
| | - Michael Betenbaugh
- Department of Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, MD 21218, USA
| | - Henry Lin
- Process Cell Sciences, Biologics Process R&D, Merck & Co., Inc., Kenilworth, NJ 07033, USA
| | - Gregg Nyberg
- Process Cell Sciences, Biologics Process R&D, Merck & Co., Inc., Kenilworth, NJ 07033, USA
| | - Zhimei Du
- Process Cell Sciences, Biologics Process R&D, Merck & Co., Inc., Kenilworth, NJ 07033, USA
- Corresponding author
| |
Collapse
|
7
|
Marx N, Eisenhut P, Weinguny M, Klanert G, Borth N. How to train your cell - Towards controlling phenotypes by harnessing the epigenome of Chinese hamster ovary production cell lines. Biotechnol Adv 2022; 56:107924. [PMID: 35149147 DOI: 10.1016/j.biotechadv.2022.107924] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2021] [Revised: 02/03/2022] [Accepted: 02/04/2022] [Indexed: 11/24/2022]
Abstract
Recent advances in omics technologies and the broad availability of big datasets have revolutionized our understanding of Chinese hamster ovary cells in their role as the most prevalent host for production of complex biopharmaceuticals. In consequence, our perception of this "workhorse of the biopharmaceutical industry" has successively shifted from that of a nicely working, but unknown recombinant protein producing black box to a biological system governed by multiple complex regulatory layers that might possibly be harnessed and manipulated at will. Despite the tremendous progress that has been made to characterize CHO cells on various omics levels, our understanding is still far from complete. The well-known inherent genetic plasticity of any immortalized and rapidly dividing cell line also characterizes CHO cells and can lead to problematic instability of recombinant protein production. While the high mutational frequency has been a focus of CHO cell research for decades, the impact of epigenetics and its role in differential gene expression has only recently been addressed. In this review we provide an overview about the current understanding of epigenetic regulation in CHO cells and discuss its significance for shaping the cell's phenotype. We also look into current state-of-the-art technology that can be applied to harness and manipulate the epigenetic network so as to nudge CHO cells towards a specific phenotype. Here, we revise current strategies on site-directed integration and random as well as targeted epigenome modifications. Finally, we address open questions that need to be investigated to exploit the full repertoire of fine-tuned control of multiplexed gene expression using epigenetic and systems biology tools.
Collapse
Affiliation(s)
- Nicolas Marx
- University of Natural Resources and Life Sciences, Vienna, Austria
| | - Peter Eisenhut
- Austrian Centre for Industrial Biotechnology GmbH, Vienna, Austria
| | - Marcus Weinguny
- University of Natural Resources and Life Sciences, Vienna, Austria; Austrian Centre for Industrial Biotechnology GmbH, Vienna, Austria
| | - Gerald Klanert
- Austrian Centre for Industrial Biotechnology GmbH, Vienna, Austria
| | - Nicole Borth
- University of Natural Resources and Life Sciences, Vienna, Austria; Austrian Centre for Industrial Biotechnology GmbH, Vienna, Austria.
| |
Collapse
|
8
|
Chakrabarti L, Chaerkady R, Wang J, Weng SHS, Wang C, Qian C, Cazares L, Hess S, Amaya P, Zhu J, Hatton D. Mitochondrial membrane potential-enriched CHO host: a novel and powerful tool for improving biomanufacturing capability. MAbs 2022; 14:2020081. [PMID: 35030984 PMCID: PMC8765075 DOI: 10.1080/19420862.2021.2020081] [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] [Indexed: 11/17/2022] Open
Abstract
With the aim of increasing protein productivity of Chinese hamster ovary (CHO) cells, we sought to generate new CHO hosts with favorable biomanufacturing phenotypes and improved functionality. Here, we present an innovative approach of enriching the CHO host cells with a high mitochondrial membrane potential (MMP). Stable transfectant pools and clonal cell lines expressing difficult-to-express bispecific molecules generated from the MMP-enriched host outperformed the parental host by displaying (1) improved fed-batch productivity; (2) enhanced long-term cell viability of pools; (3) more favorable lactate metabolism; and (4) improved cell cloning efficiency during monoclonal cell line generation. Proteomic analysis together with Western blot validation were used to investigate the underlying mechanisms by which high MMP influenced production performance. The MMP-enriched host exhibited multifaceted protection against mitochondrial dysfunction and endoplasmic reticulum stress. Our findings indicate that the MMP-enriched host achieved an overall “fitter” phenotype that contributes to the significant improvement in biomanufacturing capability.
Collapse
Affiliation(s)
- Lina Chakrabarti
- Cell Culture & Fermentation Sciences, BioPharmaceuticals Development, R&D, AstraZeneca, Gaithersburg, MD, USA
| | | | - Junmin Wang
- Dynamic Omics, Discovery Sciences, R&D, AstraZeneca, Gaithersburg, MD, USA
| | | | - Chunlei Wang
- Analytical Sciences, BioPharmaceuticals Development, R&D, AstraZeneca, Gaithersburg, MD, USA
| | - Chen Qian
- Analytical Sciences, BioPharmaceuticals Development, R&D, AstraZeneca, Gaithersburg, MD, USA
| | - Lisa Cazares
- Dynamic Omics, Discovery Sciences, R&D, AstraZeneca, Gaithersburg, MD, USA
| | - Sonja Hess
- Dynamic Omics, Discovery Sciences, R&D, AstraZeneca, Gaithersburg, MD, USA
| | - Peter Amaya
- Cell Culture & Fermentation Sciences, BioPharmaceuticals Development, R&D, AstraZeneca, Gaithersburg, MD, USA
| | - Jie Zhu
- Cell Culture & Fermentation Sciences, BioPharmaceuticals Development, R&D, AstraZeneca, Gaithersburg, MD, USA
| | - Diane Hatton
- Cell Culture & Fermentation Sciences, BioPharmaceuticals Development, R&D, AstraZeneca, Cambridge, UK
| |
Collapse
|
9
|
Off-Gas-Based Soft Sensor for Real-Time Monitoring of Biomass and Metabolism in Chinese Hamster Ovary Cell Continuous Processes in Single-Use Bioreactors. Processes (Basel) 2021. [DOI: 10.3390/pr9112073] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
Abstract
In mammalian cell culture, especially in pharmaceutical manufacturing and research, biomass and metabolic monitoring are mandatory for various cell culture process steps to develop and, finally, control bioprocesses. As a common measure for biomass, the viable cell density (VCD) or the viable cell volume (VCV) is widely used. This study highlights, for the first time, the advantages of using VCV instead of VCD as a biomass depiction in combination with an oxygen-uptake- rate (OUR)-based soft sensor for real-time biomass estimation and process control in single-use bioreactor (SUBs) continuous processes with Chinese hamster ovary (CHO) cell lines. We investigated a series of 14 technically similar continuous SUB processes, where the same process conditions but different expressing CHO cell lines were used, with respect to biomass growth and oxygen demand to calibrate our model. In addition, we analyzed the key metabolism of the CHO cells in SUB perfusion processes by exometabolomic approaches, highlighting the importance of cell-specific substrate and metabolite consumption and production rate qS analysis to identify distinct metabolic phases. Cell-specific rates for classical mammalian cell culture key substrates and metabolites in CHO perfusion processes showed a good correlation to qOUR, yet, unexpectedly, not for qGluc. Here, we present the soft-sensoring methodology we developed for qPyr to allow for the real-time approximation of cellular metabolism and usage for subsequent, in-depth process monitoring, characterization and optimization.
Collapse
|
10
|
Weinguny M, Klanert G, Eisenhut P, Lee I, Timp W, Borth N. Subcloning induces changes in the DNA-methylation pattern of outgrowing Chinese hamster ovary cell colonies. Biotechnol J 2021; 16:e2000350. [PMID: 33484505 DOI: 10.1002/biot.202000350] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2020] [Revised: 01/17/2021] [Accepted: 01/21/2021] [Indexed: 12/12/2022]
Abstract
Chinese hamster ovary (CHO) cells are the most extensively used mammalian production system for biologics intended for use in humans. A critical step in the establishment of production cell lines is single cell cloning, with the objective of achieving high productivity and product quality. Despite general use, knowledge of the effects of this process is limited. Importantly, single cell cloned cells display a wide array of observed phenotypes, which so far was attributed to the instability and variability of the CHO genome. In this study we present data indicating that the emergence of diverse phenotypes during single cell cloning is associated with changes in DNA methylation patterns and transcriptomes that occur during the subcloning process. The DNA methylation pattern of each analyzed subclone, randomly picked from all outgrowing clones of the experiment, had unique changes preferentially found in regulatory regions of the genome such as enhancers, and de-enriched in actively transcribed sequences (not including the respective promoters), indicating that these changes resulted in adaptations of the relative gene expression pattern. The transcriptome of each subclone also had a significant number of individual changes. These results indicate that epigenetic regulation is a hidden, but important player in cell line development with a major role in the establishment of high performing clones with improved characteristics for bioprocessing.
Collapse
Affiliation(s)
- Marcus Weinguny
- ACIB Gmbh, Austrian Centre of Industrial Biotechnology, Vienna, Austria.,Department of Biotechnology, University of Natural Resources and Life Sciences, Vienna, Vienna, Austria
| | - Gerald Klanert
- ACIB Gmbh, Austrian Centre of Industrial Biotechnology, Vienna, Austria
| | - Peter Eisenhut
- ACIB Gmbh, Austrian Centre of Industrial Biotechnology, Vienna, Austria.,Department of Biotechnology, University of Natural Resources and Life Sciences, Vienna, Vienna, Austria
| | - Isac Lee
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, USA
| | - Winston Timp
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, USA
| | - Nicole Borth
- ACIB Gmbh, Austrian Centre of Industrial Biotechnology, Vienna, Austria.,Department of Biotechnology, University of Natural Resources and Life Sciences, Vienna, Vienna, Austria
| |
Collapse
|
11
|
Verhagen N, Teleki A, Heinrich C, Schilling M, Unsöld A, Takors R. S-adenosylmethionine and methylthioadenosine boost cellular productivities of antibody forming Chinese hamster ovary cells. Biotechnol Bioeng 2020; 117:3239-3247. [PMID: 32644191 DOI: 10.1002/bit.27484] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2020] [Revised: 06/22/2020] [Accepted: 07/07/2020] [Indexed: 01/28/2023]
Abstract
The improvement of cell specific productivities for the formation of therapeutic proteins is an important step towards intensified production processes. Among others, the induction of the desired production phenotype via proper media additives is a feasible solution provided that said compounds adequately trigger metabolic and regulatory programs inside the cells. In this study, S-(5'-adenosyl)- l-methionine (SAM) and 5'-deoxy-5'-(methylthio)adenosine (MTA) were found to stimulate cell specific productivities up to approx. 50% while keeping viable cell densities transiently high and partially arresting the cell cycle in an anti-IL-8-producing CHO-DP12 cell line. Noteworthy, MTA turned out to be the chemical degradation product of the methyl group donor SAM and is consumed by the cells.
Collapse
Affiliation(s)
- Natascha Verhagen
- Institute of Biochemical Engineering, University of Stuttgart, Allmandring, Stuttgart, Germany
| | - Attila Teleki
- Institute of Biochemical Engineering, University of Stuttgart, Allmandring, Stuttgart, Germany
| | | | | | - Andreas Unsöld
- Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany
| | - Ralf Takors
- Institute of Biochemical Engineering, University of Stuttgart, Allmandring, Stuttgart, Germany
| |
Collapse
|
12
|
Abstract
Following the success of and the high demand for recombinant protein-based therapeutics during the last 25 years, the pharmaceutical industry has invested significantly in the development of novel treatments based on biologics. Mammalian cells are the major production systems for these complex biopharmaceuticals, with Chinese hamster ovary (CHO) cell lines as the most important players. Over the years, various engineering strategies and modeling approaches have been used to improve microbial production platforms, such as bacteria and yeasts, as well as to create pre-optimized chassis host strains. However, the complexity of mammalian cells curtailed the optimization of these host cells by metabolic engineering. Most of the improvements of titer and productivity were achieved by media optimization and large-scale screening of producer clones. The advances made in recent years now open the door to again consider the potential application of systems biology approaches and metabolic engineering also to CHO. The availability of a reference genome sequence, genome-scale metabolic models and the growing number of various “omics” datasets can help overcome the complexity of CHO cells and support design strategies to boost their production performance. Modular design approaches applied to engineer industrially relevant cell lines have evolved to reduce the time and effort needed for the generation of new producer cells and to allow the achievement of desired product titers and quality. Nevertheless, important steps to enable the design of a chassis platform similar to those in use in the microbial world are still missing. In this review, we highlight the importance of mammalian cellular platforms for the production of biopharmaceuticals and compare them to microbial platforms, with an emphasis on describing novel approaches and discussing still open questions that need to be resolved to reach the objective of designing enhanced modular chassis CHO cell lines.
Collapse
|