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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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Lehmkuhl M, Keysberg C, Otte K, Noll T, Hoffrogge R. Separation and Purification of CHO Secretome and Extracellular Vesicles for Proteome Analysis. Methods Mol Biol 2025; 2853:155-171. [PMID: 39460920 DOI: 10.1007/978-1-0716-4104-0_11] [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
For decades, host cell proteins (HCPs) have been investigated as putative contaminants in downstream processing of biopharmaceutical products of Chinese hamster ovary (CHO) cells. However, little is still known about the composition of the entire protein and vesicle environment in CHO cultivations. Ever evolving mass spectrometry techniques allow more and more insights into cell-cell communication processes and the composition of extracellular matrix, proteases, and further actively segregated compounds such as extracellular vesicles (EVs). EVs themselves are a heterologous group consisting of exosomes, ectosomes, and apoptotic vesicles. To specifically analyze these subsets of the secretome and determine beneficial and detrimental factors for a production process, targeted separation and purification techniques are necessary.In this chapter, we present our optimized workflows for a clear differentiation between directly secreted proteins and the vesicular protein content of different fractions (especially exosomal small EVs) from CHO cell supernatant for proteomic analysis by NanoLC ESI-MS.
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Affiliation(s)
- Maren Lehmkuhl
- Cell Culture Technology, Bielefeld University, Bielefeld, Germany
- Center for Biotechnology (CeBiTec), Bielefeld University, Bielefeld, Germany
| | - Christoph Keysberg
- University of Applied Sciences Biberach, Biberach, Germany
- International Graduate School in Molecular Medicine, Ulm University, Ulm, Germany
| | - Kerstin Otte
- University of Applied Sciences Biberach, Biberach, Germany
| | - Thomas Noll
- Cell Culture Technology, Bielefeld University, Bielefeld, Germany
- Center for Biotechnology (CeBiTec), Bielefeld University, Bielefeld, Germany
| | - Raimund Hoffrogge
- Cell Culture Technology, Bielefeld University, Bielefeld, Germany.
- Center for Biotechnology (CeBiTec), Bielefeld University, Bielefeld, Germany.
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Oh YH, Becker ML, Mendola KM, Choe LH, Min L, Lee KH, Yigzaw Y, Seay A, Bill J, Li X, Roush DJ, Cramer SM, Menegatti S, Lenhoff AM. Characterization and implications of host-cell protein aggregates in biopharmaceutical processing. Biotechnol Bioeng 2023; 120:1068-1080. [PMID: 36585356 DOI: 10.1002/bit.28325] [Citation(s) in RCA: 13] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Revised: 12/10/2022] [Accepted: 12/30/2022] [Indexed: 01/01/2023]
Abstract
In the production of biopharmaceuticals such as monoclonal antibodies (mAbs) and vaccines, the residual amounts of host-cell proteins (HCPs) are among the critical quality attributes. In addition to overall HCP levels, individual HCPs may elude purification, potentially causing issues in product stability or patient safety. Such HCP persistence has been attributed mainly to biophysical interactions between individual HCPs and the product, resin media, or residual chromatin particles. Based on measurements on process streams from seven mAb processes, we have found that HCPs in aggregates, not necessarily chromatin-derived, may play a significant role in the persistence of many HCPs. Such aggregates may also hinder accurate detection of HCPs using existing proteomics methods. The findings also highlight that certain HCPs may be difficult to remove because of their functional complementarity to the product; specifically, chaperones and other proteins involved in the unfolded protein response (UPR) are disproportionately present in the aggregates. The methods and findings described here expand our understanding of the origins and potential behavior of HCPs in cell-based biopharmaceutical processes and may be instrumental in improving existing techniques for HCP detection and clearance.
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Affiliation(s)
- Young Hoon Oh
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, Delaware, USA
| | - Matthew L Becker
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, Delaware, USA
| | - Kerri M Mendola
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, Delaware, USA
| | - Leila H Choe
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, Delaware, USA
| | - Lie Min
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, Delaware, USA
| | - Kelvin H Lee
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, Delaware, USA
| | - Yinges Yigzaw
- Purification Process Development, Genentech, Inc., South San Francisco, California, USA
| | - Alexander Seay
- Purification Process Development, Genentech, Inc., South San Francisco, California, USA
| | - Jerome Bill
- Purification Process Development, Genentech, Inc., South San Francisco, California, USA
| | - Xuanwen Li
- Analytical Research and Development, Merck & Co., Inc., Kenilworth, New Jersey, USA
| | - David J Roush
- Process Research and Development, Merck & Co., Inc., Rahway, New Jersey, USA
| | - Steven M Cramer
- Department of Chemical and Biological Engineering, Rensselaer Polytechnic Institute, Troy, New York, USA
| | - Stefano Menegatti
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, North Carolina, USA
| | - Abraham M Lenhoff
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, Delaware, 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: 4] [Impact Index Per Article: 4.0] [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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Lee JH, Kang HI, Kim S, Ahn YB, Kim H, Hong JK, Baik JY. NAD + supplementation improves mAb productivity in CHO cells via a glucose metabolic shift. Biotechnol J 2023; 18:e2200570. [PMID: 36717516 DOI: 10.1002/biot.202200570] [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: 11/08/2022] [Revised: 12/22/2022] [Accepted: 01/19/2023] [Indexed: 02/01/2023]
Abstract
Aerobic glycolysis and its by-product lactate accumulation are usually associated with adverse culture phenotypes such as poor cell viability and productivity. Due to the lack of knowledge on underlying mechanisms and accompanying biological processes, the regulation of aerobic glycolysis has been an ongoing challenge in culture process development for therapeutic protein productivity. Nicotinamide adenine dinucleotide (NAD+ ), a coenzyme and co-substrate in energy metabolism, promotes the conversion of inefficient glycolysis into an efficient oxidative phosphorylation (OXPHOS) pathway. However, the effect of NAD+ on Chinese hamster ovary (CHO) cells for biopharmaceutical production has not been reported yet. In this work, we aimed to elucidate the influence of NAD+ on cell culture performance by examining metabolic shifts and mAb productivity. The supplementation of NAD+ increased the intracellular concentration of NAD+ and promoted SIRT3 expression. Antibody titer and the specific productivity in the growth phase were improved by up to 1.82- and 1.88-fold, respectively, with marginal restrictions on cell growth. NAD+ significantly reduced the accumulation of reactive oxygen species (ROS) and the lactate yield from glucose, determined by lactate accumulation versus glucose consumption (YLAC/GLC ). In contrast, OXPHOS capacity and amino acid consumption rate increased substantially. Collectively, these results suggest that NAD+ contributes to improving therapeutic protein productivity in bioprocessing via inducing an energy metabolic shift.
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Affiliation(s)
- Ji Hwan Lee
- Department of Biological Sciences and Bioengineering, Inha University, Incheon, South Korea
| | - Hye-Im Kang
- Department of Biological Sciences and Bioengineering, Inha University, Incheon, South Korea
| | - Suheon Kim
- Department of Biological Sciences and Bioengineering, Inha University, Incheon, South Korea
| | - Yeong Bin Ahn
- Division of Biological Science and Technology, Yonsei University, Wonju, Gangwon-do, Republic of Korea
| | - Hagyeong Kim
- Department of Biological Sciences and Bioengineering, Inha University, Incheon, South Korea
| | - Jong Kwang Hong
- Division of Biological Science and Technology, Yonsei University, Wonju, Gangwon-do, Republic of Korea
| | - Jong Youn Baik
- Department of Biological Sciences and Bioengineering, Inha University, Incheon, South Korea
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Pathway engineering facilitates efficient protein expression in Pichia pastoris. Appl Microbiol Biotechnol 2022; 106:5893-5912. [PMID: 36040488 DOI: 10.1007/s00253-022-12139-y] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Revised: 08/16/2022] [Accepted: 08/18/2022] [Indexed: 11/02/2022]
Abstract
Pichia pastoris has been recognized as an important platform for the production of various heterologous proteins in recent years. The strong promoter AOX1, induced by methanol, with the help of the α-pre-pro signal sequence, can lead to a high expression level of extracellular protein. However, this combination was not always efficient, as protein secretion in P. pastoris involves numerous procedures mediated by several cellular proteins, including folding assisted by endoplasmic reticulum (ER) molecular chaperones, degradation through ubiquitination, and an efficient vesicular transport system. Efficient protein expression requires the cooperation of various intracellular pathways. This article summarizes the process of protein secretion, modification, and transportation in P. pastoris. In addition, the roles played by the key proteins in these processes and the corresponding co-expression effects are also listed. It is expected to lay the foundation for the industrial protein production of P. pastoris. KEY POINTS: • Mechanisms of chaperones in protein folding and their co-expression effects are summarized. • Protein glycosylation modifications are comprehensively reviewed. • Current dilemmas in the overall protein secretion pathway of Pichia pastoris and corresponding solutions are demonstrated.
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Spatial Proteomics Reveals Differences in the Cellular Architecture of Antibody-Producing CHO and Plasma Cell-Derived Cells. Mol Cell Proteomics 2022; 21:100278. [PMID: 35934186 PMCID: PMC9562429 DOI: 10.1016/j.mcpro.2022.100278] [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: 10/27/2021] [Revised: 07/28/2022] [Accepted: 07/30/2022] [Indexed: 01/18/2023] Open
Abstract
Most of the recombinant biotherapeutics employed today to combat severe illnesses, for example, various types of cancer or autoimmune diseases, are produced by Chinese hamster ovary (CHO) cells. To meet the growing demand of these pharmaceuticals, CHO cells are under constant development in order to enhance their stability and productivity. The last decades saw a shift from empirical cell line optimization toward rational cell engineering using a growing number of large omics datasets to alter cell physiology on various levels. Especially proteomics workflows reached new levels in proteome coverage and data quality because of advances in high-resolution mass spectrometry instrumentation. One type of workflow concentrates on spatial proteomics by usage of subcellular fractionation of organelles with subsequent shotgun mass spectrometry proteomics and machine learning algorithms to determine the subcellular localization of large portions of the cellular proteome at a certain time point. Here, we present the first subcellular spatial proteome of a CHO-K1 cell line producing high titers of recombinant antibody in comparison to the spatial proteome of an antibody-producing plasma cell-derived myeloma cell line. Both cell lines show colocalization of immunoglobulin G chains with chaperones and proteins associated in protein glycosylation within the endoplasmic reticulum compartment. However, we report differences in the localization of proteins associated to vesicle-mediated transport, transcription, and translation, which may affect antibody production in both cell lines. Furthermore, pairing subcellular localization data with protein expression data revealed elevated protein masses for organelles in the secretory pathway in plasma cell-derived MPC-11 (Merwin plasma cell tumor-11) cells. Our study highlights the potential of subcellular spatial proteomics combined with protein expression as potent workflow to identify characteristics of highly efficient recombinant protein-expressing cell lines. Data are available via ProteomeXchange with identifier PXD029115.
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The potential of emerging sub-omics technologies for CHO cell engineering. Biotechnol Adv 2022; 59:107978. [DOI: 10.1016/j.biotechadv.2022.107978] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2022] [Revised: 04/25/2022] [Accepted: 05/07/2022] [Indexed: 11/23/2022]
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A comprehensive comparison of mixing and mass transfer in shake flasks and their relationship with MAb productivity of CHO cells. Bioprocess Biosyst Eng 2022; 45:1033-1045. [DOI: 10.1007/s00449-022-02722-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2021] [Accepted: 03/14/2022] [Indexed: 11/26/2022]
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