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Kretzmer C, Narasimhan RL, Lal RD, Balassi V, Ravellette J, Kotekar Manjunath AK, Koshy JJ, Viano M, Torre S, Zanda VM, Kumravat M, Saldanha KMR, Chandranpillai H, Nihad I, Zhong F, Sun Y, Gustin J, Borgschulte T, Liu J, Razafsky D. De novo assembly and annotation of the CHOZN® GS -/- genome supports high-throughput genome-scale screening. Biotechnol Bioeng 2022; 119:3632-3646. [PMID: 36073082 PMCID: PMC9825924 DOI: 10.1002/bit.28226] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2022] [Revised: 07/20/2022] [Accepted: 08/28/2022] [Indexed: 01/11/2023]
Abstract
Chinese hamster ovary (CHO) cells have been used as the industry standard for the production of therapeutic monoclonal antibodies for several decades. Despite significant improvements in commercial-scale production processes and media, the CHO cell has remained largely unchanged. Due to the cost and complexity of whole-genome sequencing and gene-editing it has been difficult to obtain the tools necessary to improve the CHO cell line. With the advent of next-generation sequencing and the discovery of the CRISPR/Cas9 system it has become more cost effective to sequence and manipulate the CHO genome. Here, we provide a comprehensive de novo assembly and annotation of the CHO-K1 based CHOZN® GS-/- genome. Using this platform, we designed, built, and confirmed the functionality of a whole genome CRISPR guide RNA library that will allow the bioprocessing community to design a more robust CHO cell line leading to the production of life saving medications in a more cost-effective manner.
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Affiliation(s)
- Corey Kretzmer
- Upstream Research and Development, MilliporeSigmaSt. LouisMissouriUSA
| | - Rajagopalan Lakshmi Narasimhan
- Bioinformatics, IT R&D Applications, Merck (Sigma‐Aldrich Chemicals Pvt. Ltd., A subsidiary of Merck KGaA, Darmstadt, Germany)BangaloreIndia
| | - Rahul Deva Lal
- Bioinformatics, IT R&D Applications, Merck (Sigma‐Aldrich Chemicals Pvt. Ltd., A subsidiary of Merck KGaA, Darmstadt, Germany)BangaloreIndia
| | - Vincent Balassi
- Upstream Research and Development, MilliporeSigmaSt. LouisMissouriUSA
| | - James Ravellette
- Upstream Research and Development, MilliporeSigmaSt. LouisMissouriUSA
| | - Ajaya Kumar Kotekar Manjunath
- Bioinformatics, IT R&D Applications, Merck (Sigma‐Aldrich Chemicals Pvt. Ltd., A subsidiary of Merck KGaA, Darmstadt, Germany)BangaloreIndia
| | - Jesvin Joy Koshy
- Bioinformatics, IT R&D Applications, Merck (Sigma‐Aldrich Chemicals Pvt. Ltd., A subsidiary of Merck KGaA, Darmstadt, Germany)BangaloreIndia
| | - Marta Viano
- Istituto di Ricerche Biomediche “A. Marxer” RBM S.p.A.IvreaItaly
| | - Serena Torre
- Istituto di Ricerche Biomediche “A. Marxer” RBM S.p.A.IvreaItaly
| | - Valeria M. Zanda
- Istituto di Ricerche Biomediche “A. Marxer” RBM S.p.A.IvreaItaly
| | - Mausam Kumravat
- Bioinformatics, IT R&D Applications, Merck (Sigma‐Aldrich Chemicals Pvt. Ltd., A subsidiary of Merck KGaA, Darmstadt, Germany)BangaloreIndia
| | - Keith Metelo Raul Saldanha
- Bioinformatics, IT R&D Applications, Merck (Sigma‐Aldrich Chemicals Pvt. Ltd., A subsidiary of Merck KGaA, Darmstadt, Germany)BangaloreIndia
| | - Harikrishnan Chandranpillai
- Bioinformatics, IT R&D Applications, Merck (Sigma‐Aldrich Chemicals Pvt. Ltd., A subsidiary of Merck KGaA, Darmstadt, Germany)BangaloreIndia
| | - Ifra Nihad
- Bioinformatics, IT R&D Applications, Merck (Sigma‐Aldrich Chemicals Pvt. Ltd., A subsidiary of Merck KGaA, Darmstadt, Germany)BangaloreIndia
| | - Fei Zhong
- Life Science Bioinformatics, IT, MilliporeSigmaSt. LouisMissouriUSA
| | - Yi Sun
- Bioinformatics, IT R&D Applications, MilliporeSigmaSt. LouisMissouriUSA
| | - Jason Gustin
- Upstream Research and Development, MilliporeSigmaSt. LouisMissouriUSA
| | | | - Jiajian Liu
- Life Science Bioinformatics, IT, MilliporeSigmaSt. LouisMissouriUSA
| | - David Razafsky
- Upstream Research and Development, MilliporeSigmaSt. LouisMissouriUSA
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2
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Raab N, Zeh N, Schlossbauer P, Mathias S, Lindner B, Stadermann A, Gamer M, Fischer S, Holzmann K, Handrick R, Otte K. A blueprint from nature: miRNome comparison of plasma cells and CHO cells to optimize therapeutic antibody production. N Biotechnol 2021; 66:79-88. [PMID: 34710621 DOI: 10.1016/j.nbt.2021.10.005] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2021] [Revised: 10/21/2021] [Accepted: 10/24/2021] [Indexed: 12/13/2022]
Abstract
Chinese Hamster Ovary (CHO) cells are the most frequently used biopharmaceutical production hosts, although industry is presently suffering from their variable recombinant product quality, insufficient long-term stability and low productivity. Here, we present an effort to address overall cell line engineering by a novel bottom-up microRNA (miRNA) screening approach. miRNAs are small non-coding RNAs known to regulate global gene expression at the post-transcriptional level and have proved to serve as promising tools for cell line engineering for over a decade. Here the miRNome of plasma cells (PCs) has been analyzed as the natural blueprint for optimized production and secretion of antibodies. Performing comparative miRNome cross-species expression analysis of four murine/human PC-derived (PCD) and two CHO cell lines showed 147 conserved miRNAs to be differentially expressed between PCDs and CHOs. Conducting a targeted miRNA screen of this PC-specific miRNA subset revealed 14 miRNAs to improve bioprocess relevant parameters in CHO cells, among them the PC-characteristic miR-183 cluster. Finally, miRNA target prediction tools and transcriptome analysis were combined to elucidate differentially regulated lysine degradation and fatty acid metabolism pathways in monoclonal antibody (mAb) expressing CHO-DG44 and CHO-K1 cells, respectively. Thus, substantial new insights into molecular and cellular mechanisms of biopharmaceutical production cell lines can be gained by targeted bottom-up miRNA screenings.
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Affiliation(s)
- Nadja Raab
- Institute of Applied Biotechnology, Biberach University of Applied Sciences, Biberach, Germany
| | - Nikolas Zeh
- Institute of Applied Biotechnology, Biberach University of Applied Sciences, Biberach, Germany
| | - Patrick Schlossbauer
- Institute of Applied Biotechnology, Biberach University of Applied Sciences, Biberach, Germany
| | - Sven Mathias
- Institute of Applied Biotechnology, Biberach University of Applied Sciences, Biberach, Germany; Early Stage Bioprocess Development, Bioprocess Development Biologicals, Boehringer Ingelheim GmbH & Co KG, Biberach, Germany
| | - Benjamin Lindner
- Cell Line Development, Bioprocess Development Biologicals, Boehringer Ingelheim GmbH & Co KG, Biberach, Germany
| | - Anna Stadermann
- Cell Line Development, Bioprocess Development Biologicals, Boehringer Ingelheim GmbH & Co KG, Biberach, Germany
| | - Martin Gamer
- Cell Line Development, Bioprocess Development Biologicals, Boehringer Ingelheim GmbH & Co KG, Biberach, Germany
| | - Simon Fischer
- Cell Line Development, Bioprocess Development Biologicals, Boehringer Ingelheim GmbH & Co KG, Biberach, Germany
| | | | - René Handrick
- Institute of Applied Biotechnology, Biberach University of Applied Sciences, Biberach, Germany
| | - Kerstin Otte
- Institute of Applied Biotechnology, Biberach University of Applied Sciences, Biberach, Germany.
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3
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High Throughput miRNA Screening Identifies miR-574-3p Hyperproductive Effect in CHO Cells. Biomolecules 2021; 11:biom11081125. [PMID: 34439791 PMCID: PMC8392531 DOI: 10.3390/biom11081125] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2021] [Revised: 07/11/2021] [Accepted: 07/23/2021] [Indexed: 12/21/2022] Open
Abstract
CHO is the cell line of choice for the manufacturing of many complex biotherapeutics. The constant upgrading of cell productivity is needed to meet the growing demand for these life-saving drugs. Manipulation of small non-coding RNAs—miRNAs—is a good alternative to a single gene knockdown approach due to their post-transcriptional regulation of entire cellular pathways without posing translational burden to the production cell. In this study, we performed a high-throughput screening of 2042-human miRNAs and identified several candidates able to increase cell-specific and overall production of Erythropoietin and Etanercept in CHO cells. Some of these human miRNAs have not been found in Chinese hamster cells and yet were still effective in them. We identified miR-574-3p as being able, when overexpressed in CHO cells, to improve overall productivity of Erythropoietin and Etanercept titers from 1.3 to up to 2-fold. In addition, we validated several targets of miR-574-3p and identified p300 as a main target of miR-574-3p in CHO cells. Furthermore, we demonstrated that stable CHO cell overexpressing miRNAs from endogenous CHO pri-miRNA sequences outperform the cells with human pri-miRNA sequences. Our findings highlight the importance of flanking genomic sequences, and their secondary structure features, on pri-miRNA processing offering a novel, cost-effective and fast strategy as a valuable tool for efficient miRNAs engineering in CHO cells.
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Klanert G, Bydlinski N, Agu P, Diendorfer AB, Hackl M, Hanscho M, Melcher M, Baumann M, Grillari J, Borth N. Transient manipulation of the expression level of selected growth rate correlating microRNAs does not increase growth rate in CHO-K1 cells. J Biotechnol 2019; 295:63-70. [PMID: 30853633 DOI: 10.1016/j.jbiotec.2019.02.011] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2018] [Revised: 01/22/2019] [Accepted: 02/19/2019] [Indexed: 02/05/2023]
Abstract
Engineering of Chinese Hamster Ovary cells by manipulating microRNA (miRNA) expression levels has been shown to induce advantageous, desired phenotypes. Most of these studies so far were concerned with increasing productivity or reducing growth rate (with the implied intention of thus freeing cellular resources to also increase productivity). Here we evaluated the ability of growth correlating miRNAs to increase the growth rate of CHO-K1 cells by transient overexpression or knock down, respectively. Candidates were selected based on the correlation between growth rate and miRNA expression levels as observed in previous studies. These candidates were then up- or downregulated initially by transfection of mimics or inhibitors and subsequently by transfection of plasmids bearing the corresponding miRNAs or sponges. None of the 40 selected candidates was able to induce a better growth phenotype under these conditions. Overlap between miRNAs identified to correlate to growth in published miRNA expression studies and those identified to actively increase growth rate in a functional screen is minimal, indicating that the here selected approach of traditional overexpression/knock down engineering of miRNAs may not be a suitable strategy for the purpose of increasing growth rate.
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Affiliation(s)
- Gerald Klanert
- Austrian Centre of Industrial Biotechnology, Graz, Austria
| | - Nina Bydlinski
- University of Natural Resources and Life Sciences, Vienna, Austria
| | - Patrice Agu
- Austrian Centre of Industrial Biotechnology, Graz, Austria
| | | | | | | | - Michael Melcher
- Austrian Centre of Industrial Biotechnology, Graz, Austria; University of Natural Resources and Life Sciences, Vienna, Austria
| | | | - Johannes Grillari
- University of Natural Resources and Life Sciences, Vienna, Austria; TAmiRNA Gmbh, Vienna, Austria
| | - Nicole Borth
- Austrian Centre of Industrial Biotechnology, Graz, Austria; University of Natural Resources and Life Sciences, Vienna, Austria.
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5
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Kamachi Y, Omasa T. Development of hyper osmotic resistant CHO host cells for enhanced antibody production. J Biosci Bioeng 2018; 125:470-478. [DOI: 10.1016/j.jbiosc.2017.11.002] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2017] [Revised: 10/29/2017] [Accepted: 11/06/2017] [Indexed: 12/28/2022]
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6
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Methods for Using Small Non-Coding RNAs to Improve Recombinant Protein Expression in Mammalian Cells. Genes (Basel) 2018; 9:genes9010025. [PMID: 29315258 PMCID: PMC5793178 DOI: 10.3390/genes9010025] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2017] [Revised: 12/19/2017] [Accepted: 01/03/2018] [Indexed: 12/27/2022] Open
Abstract
The ability to produce recombinant proteins by utilizing different “cell factories” revolutionized the biotherapeutic and pharmaceutical industry. Chinese hamster ovary (CHO) cells are the dominant industrial producer, especially for antibodies. Human embryonic kidney cells (HEK), while not being as widely used as CHO cells, are used where CHO cells are unable to meet the needs for expression, such as growth factors. Therefore, improving recombinant protein expression from mammalian cells is a priority, and continuing effort is being devoted to this topic. Non-coding RNAs are RNA segments that are not translated into a protein and often have a regulatory role. Since their discovery, major progress has been made towards understanding their functions. Non-coding RNA has been investigated extensively in relation to disease, especially cancer, and recently they have also been used as a method for engineering cells to improve their protein expression capability. In this review, we provide information about methods used to identify non-coding RNAs with the potential of improving recombinant protein expression in mammalian cell lines.
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7
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Lalonde ME, Durocher Y. Therapeutic glycoprotein production in mammalian cells. J Biotechnol 2017; 251:128-140. [DOI: 10.1016/j.jbiotec.2017.04.028] [Citation(s) in RCA: 165] [Impact Index Per Article: 23.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2016] [Revised: 04/12/2017] [Accepted: 04/23/2017] [Indexed: 12/12/2022]
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8
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Fischer S, Marquart KF, Pieper LA, Fieder J, Gamer M, Gorr I, Schulz P, Bradl H. miRNA engineering of CHO cells facilitates production of difficult-to-express proteins and increases success in cell line development. Biotechnol Bioeng 2017; 114:1495-1510. [PMID: 28262952 PMCID: PMC6084326 DOI: 10.1002/bit.26280] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2016] [Revised: 01/25/2017] [Accepted: 03/01/2017] [Indexed: 01/05/2023]
Abstract
In recent years, coherent with growing biologics portfolios also the number of complex and thus difficult-to-express (DTE) therapeutic proteins has increased considerably. DTE proteins challenge bioprocess development and can include various therapeutic protein formats such as monoclonal antibodies (mAbs), multi-specific affinity scaffolds (e.g., bispecific antibodies), cytokines, or fusion proteins. Hence, the availability of robust and versatile Chinese hamster ovary (CHO) host cell factories is fundamental for high-yielding bioprocesses. MicroRNAs (miRNAs) have emerged as potent cell engineering tools to improve process performance of CHO manufacturing cell lines. However, there has not been any report demonstrating the impact of beneficial miRNAs on industrial cell line development (CLD) yet. To address this question, we established novel CHO host cells constitutively expressing a pro-productive miRNA: miR-557. Novel host cells were tested in two independent CLD campaigns using two different mAb candidates including a normal as well as a DTE antibody. Presence of miR-557 significantly enhanced each process step during CLD in a product independent manner. Stable expression of miR-557 increased the probability to identify high-producing cell clones. Furthermore, production cell lines derived from miR-557 expressing host cells exhibited significantly increased final product yields in fed-batch cultivation processes without compromising product quality. Strikingly, cells co-expressing miR-557 and a DTE antibody achieved a twofold increase in product titer compared to clones co-expressing a negative control miRNA. Thus, host cell engineering using miRNAs represents a promising tool to overcome limitations in industrial CLD especially with regard to DTE proteins. Biotechnol. Bioeng. 2017;114: 1495-1510. © 2017 Wiley Periodicals, Inc.
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Affiliation(s)
- Simon Fischer
- Early Stage Bioprocess Development, Boehringer Ingelheim GmbH & Co. KG, Birkendorfer Strasse 65, 88397, Biberach, Germany.,Cell Culture Development CMB, Boehringer Ingelheim GmbH & Co. KG, Biberach, Germany
| | - Kim F Marquart
- Early Stage Bioprocess Development, Boehringer Ingelheim GmbH & Co. KG, Birkendorfer Strasse 65, 88397, Biberach, Germany
| | - Lisa A Pieper
- Institute of Cell Biology and Immunology, University of Stuttgart, Stuttgart, Germany
| | - Juergen Fieder
- Early Stage Bioprocess Development, Boehringer Ingelheim GmbH & Co. KG, Birkendorfer Strasse 65, 88397, Biberach, Germany
| | - Martin Gamer
- Early Stage Bioprocess Development, Boehringer Ingelheim GmbH & Co. KG, Birkendorfer Strasse 65, 88397, Biberach, Germany
| | - Ingo Gorr
- Early Stage Bioprocess Development, Boehringer Ingelheim GmbH & Co. KG, Birkendorfer Strasse 65, 88397, Biberach, Germany
| | - Patrick Schulz
- Cell Culture Development CMB, Boehringer Ingelheim GmbH & Co. KG, Biberach, Germany
| | - Harald Bradl
- Cell Culture Development CMB, Boehringer Ingelheim GmbH & Co. KG, Biberach, Germany
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9
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miRNA profiling of high, low and non-producing CHO cells during biphasic fed-batch cultivation reveals process relevant targets for host cell engineering. J Biotechnol 2016; 225:31-43. [PMID: 27002234 DOI: 10.1016/j.jbiotec.2016.03.028] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2015] [Revised: 03/11/2016] [Accepted: 03/17/2016] [Indexed: 01/01/2023]
Abstract
Fed-batch cultivation of recombinant Chinese hamster ovary (CHO) cell lines is one of the most widely used production modes for commercial manufacturing of recombinant protein therapeutics. Furthermore, fed-batch cultivations are often conducted as biphasic processes where the culture temperature is decreased to maximize volumetric product yields. However, it remains to be elucidated which intracellular regulatory elements actually control the observed pro-productive phenotypes. Recently, several studies have revealed microRNAs (miRNAs) to be important molecular switches of cell phenotypes. In this study, we analyzed miRNA profiles of two different recombinant CHO cell lines (high and low producer), and compared them to a non-producing CHO DG44 host cell line during fed-batch cultivation at 37°C versus a temperature shift to 30°C. Taking advantage of next-generation sequencing combined with cluster, correlation and differential expression analyses, we could identify 89 different miRNAs, which were differentially expressed in the different cell lines and cultivation phases. Functional validation experiments using 19 validated target miRNAs confirmed that these miRNAs indeed induced changes in process relevant phenotypes. Furthermore, computational miRNA target prediction combined with functional clustering identified putative target genes and cellular pathways, which might be regulated by these miRNAs. This study systematically identified novel target miRNAs during different phases and conditions of a biphasic fed-batch production process and functionally evaluated their potential for host cell engineering.
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10
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A signature of 12 microRNAs is robustly associated with growth rate in a variety of CHO cell lines. J Biotechnol 2016; 235:150-61. [PMID: 26993211 DOI: 10.1016/j.jbiotec.2016.03.022] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2015] [Revised: 03/11/2016] [Accepted: 03/14/2016] [Indexed: 12/25/2022]
Abstract
As Chinese Hamster Ovary (CHO) cells are the cell line of choice for the production of human-like recombinant proteins, there is interest in genetic optimization of host cell lines to overcome certain limitations in their growth rate and protein secretion. At the same time, a detailed understanding of these processes could be used to advantage by identification of marker transcripts that characterize states of performance. In this context, microRNAs (miRNAs) that exhibit a robust correlation to the growth rate of CHO cells were determined by analyzing miRNA expression profiles in a comprehensive collection of 46 samples including CHO-K1, CHO-S and CHO-DUKXB11, which were adapted to various culture conditions, and analyzed in different growth stages using microarrays. By applying Spearman or Pearson correlation coefficient criteria of>|0.6|, miRNAs with high correlation to the overall growth, or growth rates observed in exponential, serum-free, and serum-free exponential phase were identified. An overlap of twelve miRNAs common for all sample sets was revealed, with nine positively and three negatively correlating miRNAs. The here identified panel of miRNAs can help to understand growth regulation in CHO cells and contains putative engineering targets as well as biomarkers for cell lines with advantageous growth characteristics.
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11
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The art of CHO cell engineering: A comprehensive retrospect and future perspectives. Biotechnol Adv 2015; 33:1878-96. [DOI: 10.1016/j.biotechadv.2015.10.015] [Citation(s) in RCA: 174] [Impact Index Per Article: 19.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2015] [Revised: 10/21/2015] [Accepted: 10/30/2015] [Indexed: 12/14/2022]
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12
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Noncoding RNAs, post-transcriptional RNA operons and Chinese hamster ovary cells. ACTA ACUST UNITED AC 2015. [DOI: 10.4155/pbp.14.65] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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13
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Fischer S, Buck T, Wagner A, Ehrhart C, Giancaterino J, Mang S, Schad M, Mathias S, Aschrafi A, Handrick R, Otte K. A functional high-content miRNA screen identifies miR-30 family to boost recombinant protein production in CHO cells. Biotechnol J 2014; 9:1279-92. [PMID: 25061012 DOI: 10.1002/biot.201400306] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2014] [Revised: 06/12/2014] [Accepted: 07/23/2014] [Indexed: 12/27/2022]
Abstract
The steady improvement of mammalian cell factories for the production of biopharmaceuticals is a key challenge for the biotechnology community. Recently, small regulatory microRNAs (miRNAs) were identified as novel targets for optimizing Chinese hamster ovary (CHO) production cells as they do not add any translational burden to the cell while being capable of regulating entire physiological pathways. The aim of the present study was to elucidate miRNA function in a recombinant CHO-SEAP cell line by means of a genome-wide high-content miRNA screen. This screen revealed that out of the 1, 139 miRNAs examined, 21% of the miRNAs enhanced cell-specific SEAP productivity mainly resulting in elevated volumetric yields, while cell proliferation was accelerated by 5% of the miRNAs. Conversely, cell death was diminished by 13% (apoptosis) or 4% (necrosis) of all transfected miRNAs. Besides these large number of identified target miRNAs, the outcome of our studies suggest that the entire miR-30 family substantially improves bioprocess performance of CHO cells. Stable miR-30 over expressing cells outperformed parental cells by increasing SEAP productivity or maximum cell density of approximately twofold. Our results highlight the application of miRNAs as powerful tools for CHO cell engineering, identified the miR-30 family as a critical component of cell proliferation, and support the notion that miRNAs are powerful determinants of cell viability.
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Affiliation(s)
- Simon Fischer
- Institute of Applied Biotechnology, University of Applied Sciences Biberach, Biberach, Germany; Faculty of Medicine, University of Ulm, Ulm, Germany.
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14
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Bioprocess engineering: micromanaging Chinese hamster ovary cell phenotypes. ACTA ACUST UNITED AC 2014. [DOI: 10.4155/pbp.14.28] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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15
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Maccani A, Hackl M, Leitner C, Steinfellner W, Graf AB, Tatto NE, Karbiener M, Scheideler M, Grillari J, Mattanovich D, Kunert R, Borth N, Grabherr R, Ernst W. Identification of microRNAs specific for high producer CHO cell lines using steady-state cultivation. Appl Microbiol Biotechnol 2014; 98:7535-48. [PMID: 25052466 PMCID: PMC4139590 DOI: 10.1007/s00253-014-5911-4] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2014] [Revised: 06/23/2014] [Accepted: 06/24/2014] [Indexed: 01/06/2023]
Abstract
MicroRNAs are short non-coding RNAs that play an important role in the regulation of gene expression. Hence, microRNAs are considered as potential targets for engineering of Chinese hamster ovary (CHO) cells to improve recombinant protein production. Here, we analyzed and compared the microRNA expression patterns of high, low, and non-producing recombinant CHO cell lines expressing two structurally different model proteins in order to identify microRNAs that are involved in heterologous protein synthesis and secretion and thus might be promising targets for cell engineering to increase productivity. To generate reproducible and comparable data, the cells were cultivated in a bioreactor under steady-state conditions. Global microRNA expression analysis showed that mature microRNAs were predominantly upregulated in the producing cell lines compared to the non-producer. Several microRNAs were significantly differentially expressed between high and low producers, but none of them commonly for both model proteins. The identification of target messenger RNAs (mRNAs) is essential to understand the biological function of microRNAs. Therefore, we negatively correlated microRNA and global mRNA expression data and combined them with computationally predicted and experimentally validated targets. However, statistical analysis of the identified microRNA-mRNA interactions indicated a considerable false positive rate. Our results and the comparison to published data suggest that the reaction of CHO cells to the heterologous protein expression is strongly product- and/or clone-specific. In addition, this study highlights the urgent need for reliable CHO-specific microRNA target prediction tools and experimentally validated target databases in order to facilitate functional analysis of high-throughput microRNA expression data in CHO cells.
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Affiliation(s)
- Andreas Maccani
- Austrian Centre of Industrial Biotechnology (ACIB GmbH), Muthgasse 11, 1190, Vienna, Austria,
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16
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Loh WP, Loo B, Zhou L, Zhang P, Lee DY, Yang Y, Lam KP. Overexpression of microRNAs enhances recombinant protein production in Chinese hamster ovary cells. Biotechnol J 2014; 9:1140-51. [DOI: 10.1002/biot.201400050] [Citation(s) in RCA: 37] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2014] [Revised: 04/15/2014] [Accepted: 05/09/2014] [Indexed: 12/27/2022]
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17
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Sanchez N, Kelly P, Gallagher C, Lao NT, Clarke C, Clynes M, Barron N. CHO cell culture longevity and recombinant protein yield are enhanced by depletion of miR-7 activity via sponge decoy vectors. Biotechnol J 2013; 9:396-404. [DOI: 10.1002/biot.201300325] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2013] [Revised: 09/13/2013] [Accepted: 10/24/2013] [Indexed: 12/14/2022]
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18
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Strotbek M, Florin L, Koenitzer J, Tolstrup A, Kaufmann H, Hausser A, Olayioye MA. Stable microRNA expression enhances therapeutic antibody productivity of Chinese hamster ovary cells. Metab Eng 2013; 20:157-66. [DOI: 10.1016/j.ymben.2013.10.005] [Citation(s) in RCA: 57] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2013] [Revised: 09/24/2013] [Accepted: 10/11/2013] [Indexed: 11/25/2022]
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19
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Jadhav V, Hackl M, Druz A, Shridhar S, Chung CY, Heffner KM, Kreil DP, Betenbaugh M, Shiloach J, Barron N, Grillari J, Borth N. CHO microRNA engineering is growing up: recent successes and future challenges. Biotechnol Adv 2013; 31:1501-13. [PMID: 23916872 PMCID: PMC3854872 DOI: 10.1016/j.biotechadv.2013.07.007] [Citation(s) in RCA: 67] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2013] [Revised: 07/18/2013] [Accepted: 07/20/2013] [Indexed: 12/16/2022]
Abstract
microRNAs with their ability to regulate complex pathways that control cellular behavior and phenotype have been proposed as potential targets for cell engineering in the context of optimization of biopharmaceutical production cell lines, specifically of Chinese Hamster Ovary cells. However, until recently, research was limited by a lack of genomic sequence information on this industrially important cell line. With the publication of the genomic sequence and other relevant data sets for CHO cells since 2011, the doors have been opened for an improved understanding of CHO cell physiology and for the development of the necessary tools for novel engineering strategies. In the present review we discuss both knowledge on the regulatory mechanisms of microRNAs obtained from other biological models and proof of concepts already performed on CHO cells, thus providing an outlook of potential applications of microRNA engineering in production cell lines.
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Affiliation(s)
- Vaibhav Jadhav
- Department of Biotechnology, University of Natural Resources and Life Sciences, Vienna, Austria
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Datta P, Linhardt RJ, Sharfstein ST. An 'omics approach towards CHO cell engineering. Biotechnol Bioeng 2013; 110:1255-71. [DOI: 10.1002/bit.24841] [Citation(s) in RCA: 101] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2012] [Revised: 12/19/2012] [Accepted: 01/02/2013] [Indexed: 12/15/2022]
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Lanza AM, Cheng JK, Alper HS. Emerging synthetic biology tools for engineering mammalian cell systems and expediting cell line development. Curr Opin Chem Eng 2012. [DOI: 10.1016/j.coche.2012.09.005] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
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Hackl M, Borth N, Grillari J. miRNAs--pathway engineering of CHO cell factories that avoids translational burdening. Trends Biotechnol 2012; 30:405-6. [PMID: 22673691 DOI: 10.1016/j.tibtech.2012.05.002] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2012] [Revised: 05/03/2012] [Accepted: 05/03/2012] [Indexed: 11/25/2022]
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23
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Jadhav V, Hackl M, Bort JAH, Wieser M, Harreither E, Kunert R, Borth N, Grillari J. A screening method to assess biological effects of microRNA overexpression in Chinese hamster ovary cells. Biotechnol Bioeng 2012; 109:1376-85. [PMID: 22407745 DOI: 10.1002/bit.24490] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2011] [Revised: 02/13/2012] [Accepted: 03/02/2012] [Indexed: 01/12/2023]
Abstract
MicroRNAs (miRNAs) are a novel class of short non-coding RNAs, which negatively regulate target gene expression at post-transcriptional level. They mediate an important layer of control in the global regulation of gene networks, controlling a broad range of physiological as well as patho-physiological pathways including development, cancer, metabolism, proliferation, and stress resistance. So far, more than 365 miRNA genes have been identified in CHO cells. The functional analysis of the physiological effect of such large numbers of miRNAs, however, requires an efficient functional screening method. In the current study, we therefore established and evaluated a protocol to perform miRNA overexpression and to screen their effect on bio-industrially relevant phenotypes, such as growth, viability and productivity, using a recombinant, Epo-Fc producing CHO cell line. For protocol optimization, four CHO miRNAs (cgr-miR-17, cgr-miR-221, cgr-miR-21, and cgr-miR-210) were cloned into small hairpin vectors including a GFP cassette and transfected. After transfection cells were analyzed for growth and productivity over a 4-day period. Even from this small set of four miRNAs, the overexpression of miR-17, one of the members of the oncogenic miR-17-92 cluster, gave proof of principle that this method enables the identification of miRNA engineering candidates as its overexpression increased the speed of cell proliferation without negatively impacting specific productivity. The here presented method is applicable for medium-throughput screening for microRNA, miR-sponge, siRNA, or mRNA overexpression along with detailed functional characterization using the same experimental set up. As the same procedure can be applied to different production cell lines, the protocol can also be used to test for individual, cell line specific responses to microRNAs. Thus our system represents a general platform to functionally screen candidates for rational cell factory design.
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Affiliation(s)
- Vaibhav Jadhav
- Department of Biotechnology, University of Natural Resources and Life Sciences, Muthgasse 18, 1190 Vienna, Austria
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Meleady P, Gallagher M, Clarke C, Henry M, Sanchez N, Barron N, Clynes M. Impact of miR-7 over-expression on the proteome of Chinese hamster ovary cells. J Biotechnol 2012; 160:251-62. [PMID: 22445466 DOI: 10.1016/j.jbiotec.2012.03.002] [Citation(s) in RCA: 40] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2011] [Revised: 03/05/2012] [Accepted: 03/07/2012] [Indexed: 12/31/2022]
Abstract
MicroRNAs play critical roles in the regulation of biological processes such as growth, apoptosis, productivity and secretion thus representing a potential route toward enhancing desirable characteristics of mammalian cells for biopharmaceutical production. We have previously found that miR-7 over-expression significantly inhibits the growth of CHO-SEAP cells without impacting cellular viability, with an associated increase in normalised productivity. Understanding the biological basis of this effect might open the way to new strategies for bioprocess-relevant growth regulation. In this study we have carried out a quantitative label-free LC-MS profiling study of proteins exhibiting altered levels following over-expression of miR-7 to gain insights into potential mechanisms involved in the observed phenotype. From the analysis we found 93 proteins showing decreased levels and 74 proteins with increased levels following over-expression of miR-7. Pathway analysis suggests that proteins involved in protein translation (e.g. ribosomal proteins), RNA and DNA processing (including histones) are enriched in the list of proteins showing decreased expression. Proteins involved in protein folding and secretion were found to be up-regulated following miR-7 over-expression. In silico bioinformatic analysis using miRWalk, which combined the output from 6 selected miRNA target prediction algorithms, was used to evaluate if any of the down-regulated proteins were potential direct targets of miR-7. Two genes, stathmin and catalase, which both have known roles in the regulation of cellular growth, were found to overlap a number of the predictive target database searches in both mouse and rat, and are likely to be possible direct targets of miR-7 in CHO cells. This is the first report investigating the impact of a miRNA on the proteome of CHO cells.
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Affiliation(s)
- Paula Meleady
- National Institute for Cellular Biotechnology, Dublin City University, Glasnevin, Dublin 9, Ireland.
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Hammond S, Swanberg JC, Polson SW, Lee KH. Profiling conserved microRNA expression in recombinant CHO cell lines using Illumina sequencing. Biotechnol Bioeng 2012; 109:1371-5. [PMID: 22189905 DOI: 10.1002/bit.24415] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2011] [Revised: 12/09/2011] [Accepted: 12/13/2011] [Indexed: 12/26/2022]
Abstract
MicroRNAs (miRNAs) are small, non-coding RNAs that regulate multiple aspects of cell physiology. The differential expression of conserved miRNAs in two Chinese hamster ovary (CHO) cell lines producing recombinant proteins was examined relative to the CHO-K1 cell line. A total of 190 conserved CHO miRNAs were identified through homology with known human and rodent miRNAs. More than 80% of these miRNAs showed differential expression in recombinant CHO cell lines. The small RNA sequencing data were analyzed in context of the CHO-K1 genome to examine miRNA organization and develop sequence-specific miRNA resources for CHO cells. The identification and characterization of CHO miRNAs will facilitate the use of miRNA tools in cell line engineering efforts to improve product yield and quality.
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Affiliation(s)
- Stephanie Hammond
- Department of Chemical Engineering, University of Delaware, Newark, Delaware, USA
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Bratkovič T, Glavan G, Strukelj B, Zivin M, Rogelj B. Exploiting microRNAs for cell engineering and therapy. Biotechnol Adv 2012; 30:753-65. [PMID: 22286072 DOI: 10.1016/j.biotechadv.2012.01.006] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2011] [Revised: 01/05/2012] [Accepted: 01/11/2012] [Indexed: 12/19/2022]
Abstract
MicroRNAs (miRNAs) form a large class of non-coding RNAs that function in repression of gene expression in eukaryotes. By recognizing short stretches of nucleotides within the untranslated regions of mRNAs, miRNAs recruit partner proteins to individual transcripts, leading to mRNA cleavage or hindering of translation. Bioinformatic predictions and a wealth of data from wet laboratory studies indicate that miRNAs control expression of a large proportion of protein-coding genes, implying involvement of miRNAs in regulation of most biologic processes. In this review we discuss the biology of miRNAs and present examples of how manipulation of miRNA expression or activity can be exploited to attain the desired phenotypic traits in cell engineering as well as achieve therapeutic outcomes in treatment of a diverse set of diseases.
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Affiliation(s)
- Tomaž Bratkovič
- University of Ljubljana, Faculty of Pharmacy, Department of Pharmaceutical Biology, Aškerčeva 7, Ljubljana, Slovenia.
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