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Dahodwala H, Sharfstein ST. The 'Omics Revolution in CHO Biology: Roadmap to Improved CHO Productivity. Methods Mol Biol 2025; 2853:119-137. [PMID: 39460918 DOI: 10.1007/978-1-0716-4104-0_9] [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: 10/28/2024]
Abstract
Chinese hamster ovary (CHO) cell physiology understanding has advanced very rapidly in the past few years with incredible improvements in long-read sequencing, improved resolution, and increased computational power. Multiple parental lines have been sequenced and the resultant pan-genome can be leveraged to increase our understanding of the diverse pathways CHO cells can take to get high-productivity phenotypes. The same improvements in workflows have complemented transcriptomic studies. Microfluidics and label-free innovations have further increased the sensitivity and accuracy of proteomic methods, while also making proteomics more accessible. In this 'omics era, high-throughput screening methods, sophisticated informatic tools, and models continually drive major innovations in cell line development and process engineering. This review describes the various recent achievements in 'omics techniques and their application to improve recombinant protein expression from CHO cell lines.
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Affiliation(s)
- Hussain Dahodwala
- Institute for Bioscience and Biotechnology Research, University of Maryland, Rockville, MD, USA
| | - Susan T Sharfstein
- Department of Nanoscale Science and Engineering and The RNA Institute, University at Albany, Albany, NY, USA.
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Selvaprakash K, Sideri C, Henry M, Efeoglu E, Ryan D, Meleady P. Characterization of the Ubiquitin-Modified Proteome of Recombinant Chinese Hamster Ovary Cells in Response to Endoplasmic Reticulum Stress. Biotechnol J 2024; 19:e202400413. [PMID: 39623727 PMCID: PMC11612545 DOI: 10.1002/biot.202400413] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2024] [Revised: 10/28/2024] [Accepted: 10/29/2024] [Indexed: 12/06/2024]
Abstract
Chinese hamster ovary (CHO) cells remain the most widely used host cell line for biotherapeutics production. Despite their widespread use, understanding endoplasmic reticulum (ER) stress conditions in recombinant protein production remains limited, often creating bottlenecks preventing improved production titers and product quality. Ubiquitination not only targets substrates (e.g., misfolded proteins) for proteasome degradation but also has important regulatory control functions including cell cycle regulation, translation, apoptosis, autophagy, etc. and hence is likely to be central to understanding and controlling the productivity of recombinant biotherapeutics. This study aimed to uncover differentially expressed ubiquitinated proteins following artificial induction of ER-stress in recombinant CHO cells. CHO cells were treated with the stress inducer tunicamycin and the proteasome inhibitor MG132, followed by LC-MS/MS proteomic analysis. We identified >4000 ubiquitinated peptides from CHO-DP12 cells under ER stress conditions and proteasome inhibition. Moreover, data analysis showed altered abundance levels of >900 ubiquitinated proteins under the combination of ER stress and proteasome inhibition compared to untreated controls. Gene Ontology (GO) analysis of these ubiquitinated proteins resulted in a significant enrichment of key pathways involving the proteasome, protein processing in the ER, N-glycan biosynthesis, and ubiquitin-mediated proteolysis. ER stress response proteins such as GRP78, HSP90B1, ATF6, HERPUD1, and PDIA4 were found to be highly ubiquitinated and exhibited a significant increase in abundance following induction of ER-stress conditions. This study broadens our comprehension of the roles played by protein ubiquitination in CHO cell stress responses, potentially revealing targets for tailored cell line engineering aimed at enhancing stress tolerance and production efficiency.
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Affiliation(s)
| | - Christiana‐Kondylo Sideri
- Life Sciences InstituteDublin City UniversityDublinIreland
- School of BiotechnologyDublin City UniversityDublinIreland
| | - Michael Henry
- Life Sciences InstituteDublin City UniversityDublinIreland
| | - Esen Efeoglu
- Life Sciences InstituteDublin City UniversityDublinIreland
| | - David Ryan
- Life Sciences InstituteDublin City UniversityDublinIreland
- School of BiotechnologyDublin City UniversityDublinIreland
| | - Paula Meleady
- Life Sciences InstituteDublin City UniversityDublinIreland
- School of BiotechnologyDublin City UniversityDublinIreland
- SSPC the SFI Research Centre for PharmaceuticalsDublin City UniversityDublinIreland
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3
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Neuss A, Tomas Borges JS, von Vegesack N, Büchs J, Magnus JB. Impact of hydromechanical stress on CHO cells' metabolism and productivity: Insights from shake flask cultivations with online monitoring of the respiration activity. N Biotechnol 2024; 84:96-104. [PMID: 39374895 DOI: 10.1016/j.nbt.2024.09.008] [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: 06/13/2024] [Revised: 09/20/2024] [Accepted: 09/28/2024] [Indexed: 10/09/2024]
Abstract
The hydromechanical stress is a relevant parameter for mammalian cell cultivations, especially regarding scale-up processes. It describes the mechanical forces exerted on cells in a bioreactor. The maximum local energy dissipation rate is a suitable parameter to characterize hydromechanical stress. In literature, different studies deal with the effects of hydromechanical stress on CHO cells in stirred tank reactors. However, they often focus on lethal effects. Furthermore, systematic examinations in smaller scales like shake flasks are missing. Thus, this study systematically considers the influence of hydromechanical stress on CHO DP12 cells in shake flask cultivations. By utilizing online monitoring of the oxygen transfer rate, the study simplifies and enhances the resolution of examinations. Results indicate that while lethal effects are absent, numerous sub-lethal effects emerge with increasing hydromechanical stress: The process time is prolonged. The time of glucose and glutamine depletion, and the lactate switch correlate positively linear with the logarithmic average energy dissipation rate while the maximum specific growth rate correlates negatively. Strikingly, the final antibody concentration only declines at the highest tested average energy dissipation rate of 3.84 W kg-1 (only tested condition with a turbulent flow regime and therefore a higher maximal local energy dissipation rate) from about 250 mg L-1 to about 180 mg L-1. This study presents a straightforward method to examine the impact of hydromechanical stress in shake flasks, easily applicable to any other suspension cell line. Additionally, it offers valuable insights for scale-up processes, for example into stirred tank reactors.
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Affiliation(s)
- Anne Neuss
- Biochemical Engineering (AVT.BioVT), RWTH Aachen University, Aachen, Germany
| | | | - Nele von Vegesack
- Biochemical Engineering (AVT.BioVT), RWTH Aachen University, Aachen, Germany
| | - Jochen Büchs
- Biochemical Engineering (AVT.BioVT), RWTH Aachen University, Aachen, Germany
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Sulaj E, Schwaigerlehner L, Sandell FL, Dohm JC, Marzban G, Kunert R. Quantitative proteomics reveals cellular responses to individual mAb expression and tunicamycin in CHO cells. Appl Microbiol Biotechnol 2024; 108:381. [PMID: 38896138 PMCID: PMC11186912 DOI: 10.1007/s00253-024-13223-1] [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: 02/16/2024] [Revised: 05/31/2024] [Accepted: 06/04/2024] [Indexed: 06/21/2024]
Abstract
Chinese hamster ovary (CHO) cells are popular in the pharmaceutical industry for their ability to produce high concentrations of antibodies and their resemblance to human cells in terms of protein glycosylation patterns. Current data indicate the relevance of CHO cells in the biopharmaceutical industry, with a high number of product commendations and a significant market share for monoclonal antibodies. To enhance the production capabilities of CHO cells, a deep understanding of their cellular and molecular composition is crucial. Genome sequencing and proteomic analysis have provided valuable insights into the impact of the bioprocessing conditions, productivity, and product quality. In our investigation, we conducted a comparative analysis of proteomic profiles in high and low monoclonal antibody-producing cell lines and studied the impact of tunicamycin (TM)-induced endoplasmic reticulum (ER) stress. We examined the expression levels of different proteins including unfolded protein response (UPR) target genes by using label-free quantification techniques for protein abundance. Our results show the upregulation of proteins associated with protein folding mechanisms in low producer vs. high producer cell line suggesting a form of ER stress related to specific protein production. Further, Hspa9 and Dnaja3 are notable candidates activated by the mitochondria UPR and play important roles in protein folding processes in mitochondria. We identified significant upregulation of Nedd8 and Lgmn proteins in similar levels which may contribute to UPR stress. Interestingly, the downregulation of Hspa5/Bip and Pdia4 in response to tunicamycin treatment suggests a low-level UPR activation. KEY POINTS: • Proteome profiling of recombinant CHO cells under mild TM treatment. • Identified protein clusters are associated with the unfolded protein response (UPR). • The compared cell lines revealed noticeable disparities in protein expression levels.
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Affiliation(s)
- Eldi Sulaj
- Department of Biotechnology, Institute of Animal Cell Technology and Systems Biology (IACTSB), BOKU University, Muthgasse 18, 1190, Vienna, Austria
| | - Linda Schwaigerlehner
- Department of Biotechnology, Institute of Animal Cell Technology and Systems Biology (IACTSB), BOKU University, Muthgasse 18, 1190, Vienna, Austria
| | - Felix L Sandell
- Department of Biotechnology, Institute of Computational Biology (ICB), BOKU University, Muthgasse 18, 1190, Vienna, Austria
| | - Juliane C Dohm
- Department of Biotechnology, Institute of Computational Biology (ICB), BOKU University, Muthgasse 18, 1190, Vienna, Austria
| | - Gorji Marzban
- Department of Biotechnology, Institute of Bioprocess Science and Engineering (IBSE), BOKU University, Muthgasse 18, 1190, Vienna, Austria.
| | - Renate Kunert
- Department of Biotechnology, Institute of Animal Cell Technology and Systems Biology (IACTSB), BOKU University, Muthgasse 18, 1190, Vienna, Austria
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Fu Q, Polanco A, Lee YS, Yoon S. Critical challenges and advances in recombinant adeno-associated virus (rAAV) biomanufacturing. Biotechnol Bioeng 2023; 120:2601-2621. [PMID: 37126355 DOI: 10.1002/bit.28412] [Citation(s) in RCA: 27] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2023] [Revised: 03/27/2023] [Accepted: 04/19/2023] [Indexed: 05/02/2023]
Abstract
Gene therapy is a promising therapeutic approach for genetic and acquired diseases nowadays. Among DNA delivery vectors, recombinant adeno-associated virus (rAAV) is one of the most effective and safest vectors used in commercial drugs and clinical trials. However, the current yield of rAAV biomanufacturing lags behind the necessary dosages for clinical and commercial use, which embodies a concentrated reflection of low productivity of rAAV from host cells, difficult scalability of the rAAV-producing bioprocess, and high levels of impurities materialized during production. Those issues directly impact the price of gene therapy medicine in the market, limiting most patients' access to gene therapy. In this context, the current practices and several critical challenges associated with rAAV gene therapy bioprocesses are reviewed, followed by a discussion of recent advances in rAAV-mediated gene therapy and other therapeutic biological fields that could improve biomanufacturing if these advances are integrated effectively into the current systems. This review aims to provide the current state-of-the-art technology and perspectives to enhance the productivity of rAAV while reducing impurities during production of rAAV.
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Affiliation(s)
- Qiang Fu
- Department of Biomedical Engineering and Biotechnology, The University of Massachusetts Lowell, Lowell, Massachusetts, USA
| | - Ashli Polanco
- Department of Chemical Engineering, The University of Massachusetts Lowell, Lowell, Massachusetts, USA
| | - Yong Suk Lee
- Department of Pharmaceutical Sciences, The University of Massachusetts Lowell, Lowell, Massachusetts, USA
| | - Seongkyu Yoon
- Department of Chemical Engineering, The University of Massachusetts Lowell, Lowell, Massachusetts, USA
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Nguyen M, Zimmer A. A reflection on the improvement of Chinese Hamster ovary cell-based bioprocesses through advances in proteomic techniques. Biotechnol Adv 2023; 65:108141. [PMID: 37001570 DOI: 10.1016/j.biotechadv.2023.108141] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2022] [Revised: 03/05/2023] [Accepted: 03/24/2023] [Indexed: 03/31/2023]
Abstract
Chinese hamster ovary (CHO) cells are the preferred mammalian host for the large-scale production of recombinant proteins in the biopharmaceutical industry. Research endeavors have been directed to the optimization of CHO-based bioprocesses to increase protein quantity and quality, often in an empirical manner. To provide a rationale for those achievements, a myriad of CHO proteomic studies has arisen in recent decades. This review gives an overview of significant advances in LC-MS-based proteomics and sheds light on CHO proteomic studies, with a particular focus on CHO cells with superior bioprocessing phenotypes (growth, viability, titer, productivity and cQA), that have exploited novel proteomic or sub-omic techniques. These proteomic findings expand the current knowledge and understanding about the underlying protein clusters, protein regulatory networks and biological pathways governing such phenotypic changes. The proteomic studies, highlighted herein, will help in the targeted modulation of these cell factories to the desired needs.
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Serrano MAC, Furman R, Chen G, Tao L. Mass spectrometry in gene therapy: Challenges and opportunities for AAV analysis. Drug Discov Today 2023; 28:103442. [PMID: 36396118 DOI: 10.1016/j.drudis.2022.103442] [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: 06/13/2022] [Revised: 09/23/2022] [Accepted: 11/09/2022] [Indexed: 11/16/2022]
Abstract
The characterization of adeno-associated virus (AAV)-based gene therapy products represents significant challenges owing to their extremely large molecular sizes, structural complexity and heterogeneity, and limited sample amounts. Mass spectrometry (MS) is one of the key analytical tools that can overcome these challenges and serve as an important technique for the analysis of multiple attributes. In this review, the current methodologies and emerging trends in MS analysis of AAV gene therapy products are presented, highlighting their advantages and unique capabilities in addressing key issues encountered in intact AAV vector analysis, capsid viral protein characterization and impurity analysis.
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Affiliation(s)
- Mahalia A C Serrano
- Analytical Development and Attribute Sciences, Biologics Development, Global Product Development and Supply, Bristol Myers Squibb, New Brunswick, NJ, USA
| | - Ran Furman
- Analytical Development and Attribute Sciences, Biologics Development, Global Product Development and Supply, Bristol Myers Squibb, New Brunswick, NJ, USA
| | - Guodong Chen
- Analytical Development and Attribute Sciences, Biologics Development, Global Product Development and Supply, Bristol Myers Squibb, New Brunswick, NJ, USA.
| | - Li Tao
- Analytical Development and Attribute Sciences, Biologics Development, Global Product Development and Supply, Bristol Myers Squibb, New Brunswick, NJ, USA
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8
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Workman J. The 2022 Winners of the Lifetime Achievement and Emerging Leader in Chromatography Awards. LCGC NORTH AMERICA 2022. [DOI: 10.56530/lcgc.na.on5972e6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
Barry L. Karger and James P. Grinias are the winners of the 15th annual LCGC Lifetime Achievement and Emerging Leader in Chromatography Awards, respectively. Here, we review their achievements.
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Proteomic Landscape of Adeno-Associated Virus (AAV)-Producing HEK293 Cells. Int J Mol Sci 2021; 22:ijms222111499. [PMID: 34768929 PMCID: PMC8584267 DOI: 10.3390/ijms222111499] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2021] [Revised: 10/18/2021] [Accepted: 10/20/2021] [Indexed: 12/12/2022] Open
Abstract
Adeno-associated viral (AAV) vectors are widely used for gene therapy, providing treatment for diseases caused by absent or defective genes. Despite the success of gene therapy, AAV manufacturing is still challenging, with production yields being limited. With increased patient demand, improvements in host cell productivity through various engineering strategies will be necessary. Here, we study the host cell proteome of AAV5-producing HEK293 cells using reversed phase nano-liquid chromatography and tandem mass spectrometry (RPLC-MS/MS). Relative label-free quantitation (LFQ) was performed, allowing a comparison of transfected vs. untransfected cells. Gene ontology enrichment and pathway analysis revealed differential expression of proteins involved in fundamental cellular processes such as metabolism, proliferation, and cell death. Furthermore, changes in expression of proteins involved in endocytosis and lysosomal degradation were observed. Our data provides highly valuable insights into cellular mechanisms involved during recombinant AAV production by HEK293 cells, thus potentially enabling further improvements of gene therapy product manufacturing.
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Reardon KF. Practical monitoring technologies for cells and substrates in biomanufacturing. Curr Opin Biotechnol 2021; 71:225-230. [PMID: 34482018 DOI: 10.1016/j.copbio.2021.08.006] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2021] [Revised: 08/01/2021] [Accepted: 08/06/2021] [Indexed: 01/01/2023]
Abstract
Precise control over bioreactor operation is desired for optimal productivity and product quality, and there is an increased drive to automation in biomanufacturing. All of these goals require sensors, not only of the basic parameters of temperature, pH, and dissolved oxygen, but of the biomass and substrate concentrations, which directly determine the outcome of the bioprocess. While there are many innovative sensing concepts for biomass and substrate concentrations, this review focuses on sensors that are in-line with the bioreactor, providing data continuously without the removal of sample from the system. The discussion emphasizes the requirements of industry for these sensors, including performance, ease of use, and cost. As the bioeconomy grows, advances in sensing technologies will be needed to achieve the automation of the future for a wider array of bioreactors.
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Affiliation(s)
- Kenneth F Reardon
- Department of Chemical and Biological Engineering, Colorado State University, Fort Collins, CO, USA; OptiEnz Sensors LLC, Fort Collins, CO, USA.
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11
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Di Marco F, Berger T, Esser-Skala W, Rapp E, Regl C, Huber CG. Simultaneous Monitoring of Monoclonal Antibody Variants by Strong Cation-Exchange Chromatography Hyphenated to Mass Spectrometry to Assess Quality Attributes of Rituximab-Based Biotherapeutics. Int J Mol Sci 2021; 22:9072. [PMID: 34445776 PMCID: PMC8396523 DOI: 10.3390/ijms22169072] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2021] [Revised: 08/15/2021] [Accepted: 08/17/2021] [Indexed: 11/16/2022] Open
Abstract
Different manufacturing processes and storage conditions of biotherapeutics can lead to a significant variability in drug products arising from chemical and enzymatic post-translational modifications (PTMs), resulting in the co-existence of a plethora of proteoforms with different physicochemical properties. To unravel the heterogeneity of these proteoforms, novel approaches employing strong cation-exchange (SCX) high-performance liquid chromatography (HPLC) hyphenated to mass spectrometry (MS) using a pH gradient of volatile salts have been developed in recent years. Here, we apply an established SCX-HPLC-MS method to characterize and compare two rituximab-based biotherapeutics, the originator MabThera® and its Indian copy product Reditux™. The study assessed molecular differences between the two drug products in terms of C-terminal lysine variants, glycosylation patterns, and other basic and acidic variants. Overall, MabThera® and Reditux™ displayed differences at the molecular level. MabThera® showed a higher degree of galactosylated and sialylated glycoforms, while Reditux™ showed increased levels of oligomannose and afucosylated glycoforms. Moreover, the two drug products showed differences in terms of basic variants such as C-terminal lysine and N-terminal truncation, present in Reditux™ but not in MabThera®. This study demonstrates the capability of this fast SCX-HPLC-MS approach to compare different drug products and simultaneously assess some of their quality attributes.
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Affiliation(s)
- Fiammetta Di Marco
- Department of Biosciences, Bioanalytical Research Labs, University of Salzburg, Hellbrunner Straße 34, 5020 Salzburg, Austria; (F.D.M.); (T.B.); (W.E.-S.); (C.R.)
- Christian Doppler Laboratory for Innovative Tools for Biosimilar Characterization, University of Salzburg, Hellbrunner Straße 34, 5020 Salzburg, Austria
| | - Thomas Berger
- Department of Biosciences, Bioanalytical Research Labs, University of Salzburg, Hellbrunner Straße 34, 5020 Salzburg, Austria; (F.D.M.); (T.B.); (W.E.-S.); (C.R.)
- Christian Doppler Laboratory for Innovative Tools for Biosimilar Characterization, University of Salzburg, Hellbrunner Straße 34, 5020 Salzburg, Austria
| | - Wolfgang Esser-Skala
- Department of Biosciences, Bioanalytical Research Labs, University of Salzburg, Hellbrunner Straße 34, 5020 Salzburg, Austria; (F.D.M.); (T.B.); (W.E.-S.); (C.R.)
- Christian Doppler Laboratory for Innovative Tools for Biosimilar Characterization, University of Salzburg, Hellbrunner Straße 34, 5020 Salzburg, Austria
- Department of Biosciences, Computational Systems Biology Group, University of Salzburg, Hellbrunner Straße 34, 5020 Salzburg, Austria
| | - Erdmann Rapp
- glyXera GmbH, Brenneckestraße 20—ZENIT, 39120 Magdeburg, Germany;
- Max Planck Institute for Dynamics of Complex Technical Systems, Sandtorstraße 1, 39106 Magdeburg, Germany
| | - Christof Regl
- Department of Biosciences, Bioanalytical Research Labs, University of Salzburg, Hellbrunner Straße 34, 5020 Salzburg, Austria; (F.D.M.); (T.B.); (W.E.-S.); (C.R.)
- Christian Doppler Laboratory for Innovative Tools for Biosimilar Characterization, University of Salzburg, Hellbrunner Straße 34, 5020 Salzburg, Austria
| | - Christian G. Huber
- Department of Biosciences, Bioanalytical Research Labs, University of Salzburg, Hellbrunner Straße 34, 5020 Salzburg, Austria; (F.D.M.); (T.B.); (W.E.-S.); (C.R.)
- Christian Doppler Laboratory for Innovative Tools for Biosimilar Characterization, University of Salzburg, Hellbrunner Straße 34, 5020 Salzburg, Austria
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