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Li ZM, Lin Y, Luo CH, Sun QL, Mi CL, Wang XY, Wang TY. Optimization of extended Kozak elements enhances recombinant proteins expression in CHO cells. J Biotechnol 2024; 392:96-102. [PMID: 38960098 DOI: 10.1016/j.jbiotec.2024.06.020] [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] [Received: 11/23/2023] [Revised: 06/08/2024] [Accepted: 06/27/2024] [Indexed: 07/05/2024]
Abstract
In eukaryotes, the localization of small ribosomal subunits to mRNA transcripts requires the translation of Kozak elements at the starting site. The sequence of Kozak elements affects the translation efficiency of protein synthesis. However, whether the upstream nucleotide of Kozak sequence affects the expression of recombinant proteins in Chinese hamster ovary (CHO) cells remains unclear. In order to find the optimal sequence to enhance recombinant proteins expression in CHO cells, -10 to +4 sequences around ATG in 100 CHO genes were compared, and the extended Kozak elements with different translation intensities were constructed. Using the classic Kozak element as control, the effects of optimized extended Kozak elements on the secreted alkaline phosphatase (SEAP) and human serum albumin (HSA) gene were studied. The results showed that the optimized extended Kozak sequence can enhance the stable expression level of recombinant proteins in CHO cells. Furthermore, it was found that the increased expression level of the recombinant protein was not related with higher transcription level. In summary, optimizing extended Kozak elements can enhance the expression of recombinant proteins in CHO cells, which contributes to the construction of an efficient expression system for CHO cells.
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Affiliation(s)
- Zheng-Mei Li
- International Joint Research Laboratory for Recombinant Pharmaceutical Protein Expression System of Henan, Xinxiang Medical University, Xinxiang 453003, China; College of Science and Technology, Nanchang University, Jiujiang 332020, China
| | - Yan Lin
- International Joint Research Laboratory for Recombinant Pharmaceutical Protein Expression System of Henan, Xinxiang Medical University, Xinxiang 453003, China; School of Nursing, Xinxiang Medical University, Xinxiang 453003, China
| | - Cong-Hui Luo
- International Joint Research Laboratory for Recombinant Pharmaceutical Protein Expression System of Henan, Xinxiang Medical University, Xinxiang 453003, China; School of Life Science and Technology,Xinxiang Medical University, Xinxiang 453003, China
| | - Qiu-Li Sun
- International Joint Research Laboratory for Recombinant Pharmaceutical Protein Expression System of Henan, Xinxiang Medical University, Xinxiang 453003, China; School of Life Science and Technology,Xinxiang Medical University, Xinxiang 453003, China
| | - Chun-Liu Mi
- International Joint Research Laboratory for Recombinant Pharmaceutical Protein Expression System of Henan, Xinxiang Medical University, Xinxiang 453003, China
| | - Xiao-Yin Wang
- International Joint Research Laboratory for Recombinant Pharmaceutical Protein Expression System of Henan, Xinxiang Medical University, Xinxiang 453003, China; Department of Biochemistry and Molecular Biology, School of Basic Medicine, Xinxiang Medical University, Xinxiang 453003, China.
| | - Tian-Yun Wang
- International Joint Research Laboratory for Recombinant Pharmaceutical Protein Expression System of Henan, Xinxiang Medical University, Xinxiang 453003, China; Department of Biochemistry and Molecular Biology, School of Basic Medicine, Xinxiang Medical University, Xinxiang 453003, China.
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2
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Phonbuppha J, Tinikul R, Ohmiya Y, Chaiyen P. High Sensitivity and Low-Cost Flavin luciferase (FLUX Vc)-based Reporter Gene for Mammalian Cell Expression. J Biol Chem 2023; 299:104639. [PMID: 36965614 PMCID: PMC10164909 DOI: 10.1016/j.jbc.2023.104639] [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: 02/23/2023] [Revised: 03/12/2023] [Accepted: 03/13/2023] [Indexed: 03/27/2023] Open
Abstract
Luciferase-based gene reporters generating bioluminescence signals are important tools for biomedical research. Amongst the luciferases, flavin-dependent enzymes use the most economical chemicals. However, their applications in mammalian cells are limited due to their low signals compared to other systems. Here, we constructed Flavin Luciferase from Vibrio campbellii (Vc) for Mammalian Cell Expression (FLUXVc) by engineering luciferase from Vibrio campbellii (the most thermostable bacterial luciferase reported to date) and optimizing its expression and reporter assays in mammalian cells which can improve the bioluminescence light output by >400-fold as compared to the non-engineered version. We found that the FLUXVc reporter gene can be overexpressed in various cell lines and showed outstanding signal-to-background in HepG2 cells, significantly higher than that of firefly luciferase (Fluc). The combined use of FLUXVc/Fluc as target/control vectors gave the most stable signals, better than the standard set of Fluc(target)/Rluc(control). We also demonstrated that FLUXVc can be used for testing inhibitors of the NF-κB signaling pathway. Collectively, our results provide an optimized method for using the more economical flavin-dependent luciferase in mammalian cells.
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Affiliation(s)
- Jittima Phonbuppha
- School of Biomolecular Science & Engineering, Vidyasirimedhi Institute of Science and Technology (VISTEC), Wangchan valley, Rayong 21210 Thailand
| | - Ruchanok Tinikul
- Department of Biochemistry and Center for Excellence in Protein and Enzyme Technology, Faculty of Science, Mahidol University, Bangkok 10400 Thailand
| | - Yoshihiro Ohmiya
- School of Biomolecular Science & Engineering, Vidyasirimedhi Institute of Science and Technology (VISTEC), Wangchan valley, Rayong 21210 Thailand; National Institute of Advanced Industrial Science and Technology (AIST), Ikeda, Osaka 563-8577, Japan; Osaka Institute of Technology (OIT), Osaka, Osaka 535-8585, Japan
| | - Pimchai Chaiyen
- School of Biomolecular Science & Engineering, Vidyasirimedhi Institute of Science and Technology (VISTEC), Wangchan valley, Rayong 21210 Thailand.
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3
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Wang W, An X, Yan K, Li Q. Construction and Application of Orthogonal T7 Expression System in Eukaryote: An Overview. Adv Biol (Weinh) 2023; 7:e2200218. [PMID: 36464626 DOI: 10.1002/adbi.202200218] [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: 08/06/2022] [Revised: 10/17/2022] [Indexed: 12/12/2022]
Abstract
The T7 system is an orthogonal transcription-system, which is characterized by simplicity, higher efficiency, and higher processivity, and it is used for protein or mRNA synthesis in various biological-systems. In comparison with prokaryotes, the construction of the T7 expression system is still on-going in eukaryotes, but it shows greatly applicable prospects. In the present paper, development of T7 expression system construction in eukaryotes is reviewed, including its construction in animal (mammalian cells, trypanosomatid protozoa, Xenopus oocytes, zebrafish), plant, and microorganism and its application in vaccine production and gene therapy. In addition, the innate challenges of T7 expression system construction in eukaryote and its potential application in vaccine production and gene therapy are discussed.
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Affiliation(s)
- Wenya Wang
- College of Life Science and Technology, Beijing University of Chemical Technology, Beijing, 100029, P. R. China
| | - Xiaoyan An
- College of Life Science and Technology, Beijing University of Chemical Technology, Beijing, 100029, P. R. China
| | - Kun Yan
- College of Life Science and Technology, Beijing University of Chemical Technology, Beijing, 100029, P. R. China
| | - Qiang Li
- Key Laboratory for Industrial Biocatalysis, Ministry of Education, Department of Chemical Engineering, Tsinghua University, Beijing, 100084, P. R. China
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4
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Toktay Y, Dayanc B, Senturk S. Engineering and validation of a dual luciferase reporter system for quantitative and systematic assessment of regulatory sequences in Chinese hamster ovary cells. Sci Rep 2022; 12:6050. [PMID: 35410414 PMCID: PMC9001649 DOI: 10.1038/s41598-022-09887-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2021] [Accepted: 03/30/2022] [Indexed: 12/19/2022] Open
Abstract
Ongoing research efforts to identify potent regulatory sequences that deliver robust and sustained transgene expression are critical for Chinese hamster ovary (CHO) cell line development technologies to meet the growing demand for recombinant proteins. Here we report the engineering and validation of a highly customizable single vector toolkit that comprises an all-in-one dual luciferase reporter system for quantitative and systematic interrogation of transcriptional regulatory sequences in transient and stable transfectants of CHO cells. To model the execution of the reporter system, we implemented a battery of known constitutive promoters including human CMV-mIE, SV40, HSV-TK, mouse PGK, human EF1α, EF1α short (EFS), human UBC, synthetic CAG, and Chinese hamster EF1α (CHEF1α). Of the nine promoters, CMV-mIE yielded the highest transcriptional activity in transient transfection settings, while CHEF1α was the strongest among a select subset of promoters in stable transfectants of CHO-DG44 pools. Remodeling the vector toolkit to build a dual fluorescent reporter system featured an alternative to bioluminescence based reporters. We infer that the findings of this study may serve as a basis to establish new vectors with weak or strong constitutive promoters. Furthermore, the modular all-in-one architecture of the reporter system proved to be a viable tool for discovering novel regulatory sequences that ensure high levels of transient and stable transgene expression in CHO and perhaps other mammalian cell lines.
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5
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Irani V, Soliman C, Raftis MA, Guy AJ, Elbourne A, Ramsland PA. Expression of monoclonal antibodies for functional and structural studies. METHODS IN MICROBIOLOGY 2022. [DOI: 10.1016/bs.mim.2022.02.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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6
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Yan K, Li J, Wang W, Li Q. Construction of Stable T7 Expression System in Saccharomyces cerevisiae by Improving Nuclear Membrane Permeability with Viroporin HIV-1 Vpu. Appl Biochem Biotechnol 2021; 193:4214-4227. [PMID: 34632548 PMCID: PMC8502630 DOI: 10.1007/s12010-021-03665-y] [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: 05/24/2021] [Accepted: 09/03/2021] [Indexed: 11/30/2022]
Abstract
T7 expression system (T7 RNA polymerase / T7 promoter), derived from T7 bacteriophage, is one of the most extensively used protein expression systems, which is also an enabling tool in synthetic biology. However, in eukaryote, most of T7 expression system is transient expression system. This is mainly due to the absence of post-transcriptional processing of mRNAs transcribed by T7RNAP in eukaryotic cells, so they cannot effectively pass through nuclear membrane and enter cytoplasm. In this study, Saccharomyces cerevisiae was selected as host to construct stable T7 expression system, in which HIV-1 viroporin (Vpu) was used to improve the permeability of nuclear membrane. Results of NanoLuc® (Nluc) luciferase expression indicated that Vpu could effectively promote the transport of T7 transcripts and increase the amount of protein synthesized. The method of using viroporin to improve permeability of the nuclear membrane provides an effective tool for constructing a stable T7 expression system in eukaryote.
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Affiliation(s)
- Kun Yan
- College of Life Science and Technology, Beijing University of Chemical Technology, Beijing, 100029, China
| | - Jun Li
- College of Life Science and Technology, Beijing University of Chemical Technology, Beijing, 100029, China
| | - Wenya Wang
- College of Life Science and Technology, Beijing University of Chemical Technology, Beijing, 100029, China.
| | - Qiang Li
- Department of Chemical Engineering, Key Laboratory for Industrial Biocatalysis, Ministry of Education, Tsinghua University, Beijing, 100084, China
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7
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Souza ILM, Oliveira NH, Huamaní PAM, Martin ATS, Borgonovo ZLM, Nakao LS, Zanata SM. Endocytosis of the non-catalytic ADAM23: Recycling and long half-life properties. Exp Cell Res 2020; 398:112415. [PMID: 33296662 DOI: 10.1016/j.yexcr.2020.112415] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2020] [Revised: 11/15/2020] [Accepted: 11/28/2020] [Indexed: 11/16/2022]
Abstract
A Disintegrin And Metalloprotease 23 (ADAM23) is a member of the ADAMs family of transmembrane proteins, mostly expressed in nervous system, and involved in traffic and stabilization of Kv1-potassium channels, synaptic transmission, neurite outgrowth, neuronal morphology and cell adhesion. Also, ADAM23 has been linked to human pathological conditions, such as epilepsy, cancer metastasis and cardiomyopathy. ADAM23 functionality depends on the molecule presence at the cell surface and along the secretory pathway, as expected for a cell surface receptor. Because endocytosis is an important functional regulatory mechanism of plasma membrane receptors and no information is available about the traffic or turnover of non-catalytic ADAMs, we investigated ADAM23 internalization, recycling and half-life properties. Here, we show that ADAM23 undergoes constitutive internalization from the plasma membrane, a process that depends on lipid raft integrity, and is redistributed to intracellular vesicles, especially early and recycling endosomes. Furthermore, we observed that ADAM23 is recycled from intracellular compartments back to the plasma membrane and thus has longer half-life and higher cell surface stability compared with other ADAMs. Our findings suggest that regulation of ADAM23 endocytosis/stability could be exploited therapeutically in diseases in which ADAM23 is directly involved, such as epilepsy, cancer progression and cardiac hypertrophy.
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Affiliation(s)
- Ingrid L M Souza
- Departments of Basic Pathology and Cell Biology, Universidade Federal do Paraná, Curitiba, PR, Brazil
| | - Natália H Oliveira
- Departments of Basic Pathology and Cell Biology, Universidade Federal do Paraná, Curitiba, PR, Brazil
| | - Pierina A M Huamaní
- Departments of Basic Pathology and Cell Biology, Universidade Federal do Paraná, Curitiba, PR, Brazil
| | - Anh-Tuan S Martin
- Institut für Molekulare Zellbiologie, University of Münster, Münster, Germany
| | - Zaine L M Borgonovo
- Departments of Basic Pathology and Cell Biology, Universidade Federal do Paraná, Curitiba, PR, Brazil
| | - Lia S Nakao
- Departments of Basic Pathology and Cell Biology, Universidade Federal do Paraná, Curitiba, PR, Brazil
| | - Silvio M Zanata
- Departments of Basic Pathology and Cell Biology, Universidade Federal do Paraná, Curitiba, PR, Brazil.
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8
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Schlicht D, Estoppey C, Macoin J, Pouleau B, Bertschinger M. Generation of homogeneous cell populations with tunable levels of transgene expression. J Biotechnol 2020; 325:288-293. [PMID: 33045307 DOI: 10.1016/j.jbiotec.2020.10.008] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2020] [Revised: 09/24/2020] [Accepted: 10/06/2020] [Indexed: 11/24/2022]
Abstract
We describe here a vector construct to establish homogeneous cell populations expressing a recombinant gene of interest (GOI) at tuneable levels, including low expression levels that are difficult to generate using standard cell line development techniques. This is achieved using a tricistronic mRNA that contains an open reading frame for the gene of interest, a first internal ribosome entry site (IRES), an open reading frame for a fluorescent reporter protein (such as green fluorescent protein, GFP), a second IRES and an open reading for an antibiotic resistance gene (such as puromycin N-acetyl-transferase, PAC). The resistance gene allows convenient selection of stable cell populations. The fluorescent reporter protein allows convenient homogeneity and expression stability assessments of the cell line. The expression level of the GOI can be adjusted by using different start codons for the open reading frame. These alternate start codons will initiate the translation of the GOI with different efficiency, leading to cell populations expressing different levels of the GOI, and similar levels of the fluorescent reporter through the first IRES and the puromycin resistance gene through the second IRES to the GOI. Such cell populations are useful tools, for instance to assess the safety of potent targeted therapeutics, as they allow the simplified generations of homogenous cell populations with different levels of target protein expression between populations.
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9
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Leopold AV, Verkhusha VV. Light control of RTK activity: from technology development to translational research. Chem Sci 2020; 11:10019-10034. [PMID: 33209247 PMCID: PMC7654314 DOI: 10.1039/d0sc03570j] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2020] [Accepted: 08/30/2020] [Indexed: 12/11/2022] Open
Abstract
Inhibition of receptor tyrosine kinases (RTKs) by small molecule inhibitors and monoclonal antibodies is used to treat cancer. Conversely, activation of RTKs with their ligands, including growth factors and insulin, is used to treat diabetes and neurodegeneration. However, conventional therapies that rely on injection of RTK inhibitors or activators do not provide spatiotemporal control over RTK signaling, which results in diminished efficiency and side effects. Recently, a number of optogenetic and optochemical approaches have been developed that allow RTK inhibition or activation in cells and in vivo with light. Light irradiation can control RTK signaling non-invasively, in a dosed manner, with high spatio-temporal precision, and without the side effects of conventional treatments. Here we provide an update on the current state of the art of optogenetic and optochemical RTK technologies and the prospects of their use in translational studies and therapy.
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Affiliation(s)
- Anna V Leopold
- Medicum , Faculty of Medicine , University of Helsinki , Helsinki 00290 , Finland
| | - Vladislav V Verkhusha
- Medicum , Faculty of Medicine , University of Helsinki , Helsinki 00290 , Finland
- Department of Anatomy and Structural Biology and Gruss-Lipper Biophotonics Center , Albert Einstein College of Medicine , Bronx , NY 10461 , USA .
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10
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Schwinn MK, Steffen LS, Zimmerman K, Wood KV, Machleidt T. A Simple and Scalable Strategy for Analysis of Endogenous Protein Dynamics. Sci Rep 2020; 10:8953. [PMID: 32488146 PMCID: PMC7265437 DOI: 10.1038/s41598-020-65832-1] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2020] [Accepted: 05/08/2020] [Indexed: 11/20/2022] Open
Abstract
The ability to analyze protein function in a native context is central to understanding cellular physiology. This study explores whether tagging endogenous proteins with a reporter is a scalable strategy for generating cell models that accurately quantitate protein dynamics. Specifically, it investigates whether CRISPR-mediated integration of the HiBiT luminescent peptide tag can easily be accomplished on a large-scale and whether integrated reporter faithfully represents target biology. For this purpose, a large set of proteins representing diverse structures and functions, some of which are known or potential drug targets, were targeted for tagging with HiBiT in multiple cell lines. Successful insertion was detected for 86% of the targets, as determined by luminescence-based plate assays, blotting, and imaging. In order to determine whether endogenously tagged proteins yield more representative models, cells expressing HiBiT protein fusions either from endogenous loci or plasmids were directly compared in functional assays. In the tested cases, only the edited lines were capable of accurately reproducing the anticipated biology. This study provides evidence that cell lines expressing HiBiT fusions from endogenous loci can be rapidly generated for many different proteins and that these cellular models provide insight into protein function that may be unobtainable using overexpression-based approaches.
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Affiliation(s)
- Marie K Schwinn
- Promega Corporation, Madison, Wisconsin, 53711, United States.
| | - Leta S Steffen
- Promega Corporation, Madison, Wisconsin, 53711, United States
| | - Kris Zimmerman
- Promega Corporation, Madison, Wisconsin, 53711, United States
| | - Keith V Wood
- Light Bio, Inc., Madison, Wisconsin, 53711, United States
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11
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Campagnolo K, Ledur Ongaratto F, Rodrigues de Freitas C, Peña Bello CA, Rodrigues Willhelm B, de Mattos K, Rigo Rodrigues JL, Bertolini M. In vitro development of IVF-derived bovine embryos following cytoplasmic microinjection for the episomal expression of the IGF2 gene. Reprod Domest Anim 2020; 55:574-583. [PMID: 32056325 DOI: 10.1111/rda.13654] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2019] [Accepted: 02/05/2020] [Indexed: 01/20/2023]
Abstract
Important genomic imprinting changes usually occur following the in vitro production (IVP) of bovine embryos, especially in the imprinting pattern of components of the IGF system. This study aimed to evaluate the effects of a transient episomal overexpression of the IGF2 gene in bovine IVP embryos following embryo cytoplasmic microinjection (CMI) at the 1-cell stage on embryo survival, early and late developmental kinetics and morphological quality up to Day 7 of development. Selected cumulus-oocyte complexes (COCs) were matured and fertilized in vitro and subsequently segregated into six experimental groups: non-CMI control group and five CMI groups at increasing doses (0, 10, 20, 40 and 80 ng/μl) of a GFP vector built for the episomal expression of bovine IGF2. Zygote CMI was effective in delivering the expression vector into the ooplasm, irrespective of the groups, with 58% of positive GFP fluorescence in Day 7 blastocysts. Considering developmental rates and late embryo kinetics, the 10-ng/μl CMI vector dose promoted a lower blastocyst rate (10.4%), but for blastocysts at more advanced stages of development (93.0% blastocysts and expanded blastocysts), and higher number of cells (116.0 ± 3.0) than non-CMI controls (23.3%, 75.0% and 75.0 ± 6.8 were obtained, respectively). In conclusion, CMI at the 1-cell stage did not compromise subsequent in vitro development of surviving embryos, with the 10-ng/μl group demonstrating a possible growth-promoting effect of the IGF2 gene on embryo development, from the 1-cell to the blastocyst stage.
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Affiliation(s)
- Karine Campagnolo
- School of Veterinary Medicine, Federal University of Rio Grande do Sul (UFRGS), Porto Alegre, Brazil
| | - Felipe Ledur Ongaratto
- School of Veterinary Medicine, Federal University of Rio Grande do Sul (UFRGS), Porto Alegre, Brazil
| | | | - Camilo Andrés Peña Bello
- School of Veterinary Medicine, Federal University of Rio Grande do Sul (UFRGS), Porto Alegre, Brazil
| | - Bruna Rodrigues Willhelm
- School of Veterinary Medicine, Federal University of Rio Grande do Sul (UFRGS), Porto Alegre, Brazil
| | - Karine de Mattos
- School of Veterinary Medicine, Federal University of Rio Grande do Sul (UFRGS), Porto Alegre, Brazil
| | - José Luiz Rigo Rodrigues
- School of Veterinary Medicine, Federal University of Rio Grande do Sul (UFRGS), Porto Alegre, Brazil
| | - Marcelo Bertolini
- School of Veterinary Medicine, Federal University of Rio Grande do Sul (UFRGS), Porto Alegre, Brazil
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12
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Gupta K, Parasnis M, Jain R, Dandekar P. Vector-related stratagems for enhanced monoclonal antibody production in mammalian cells. Biotechnol Adv 2019; 37:107415. [DOI: 10.1016/j.biotechadv.2019.107415] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2018] [Revised: 07/01/2019] [Accepted: 07/01/2019] [Indexed: 12/16/2022]
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13
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A cautionary tale of cross-contamination among plasmids from commercial suppliers. Biotechniques 2019; 68:14-21. [PMID: 31755299 DOI: 10.2144/btn-2019-0018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Many researchers have switched to purchasing their desired plasmids from commercial suppliers to save time and resources, as we did for 17 high-risk human papillomavirus plasmids. To our surprise, they were shown to be cross-contaminated with one another. Comparison between the production schedule and the pattern of contaminations proved that this contamination occurred during the production process, which was also shown for another two sets of commercial plasmids. Our experience indicates that the absolute purity of plasmids obtained from external sources cannot be guaranteed. Extreme caution should be exercised, especially when such plasmids are used for human gene therapies and DNA vaccines, where even a minute amount of contamination may pose significant risks to patients.
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14
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Cheng JK, Morse NJ, Wagner JM, Tucker SK, Alper HS. Design and Evaluation of Synthetic Terminators for Regulating Mammalian Cell Transgene Expression. ACS Synth Biol 2019; 8:1263-1275. [PMID: 31091408 DOI: 10.1021/acssynbio.8b00285] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Tuning heterologous gene expression in mammalian production hosts has predominantly relied upon engineering the promoter elements driving the transcription of the transgene. Moreover, most regulatory elements have borrowed genetic sequences from viral elements. Here, we generate a set of 10 rational and 30 synthetic terminators derived from nonviral elements and evaluate them in the HT1080 and HEK293 cell lines to demonstrate that they are comparable in terms of tuning gene expression/protein output to the viral SV40 element and often require less sequence footprint. The mode of action of these terminators is determined to be an increase in mRNA half-life. Furthermore, we demonstrate that constructs comprising completely nonviral regulatory elements ( i.e., promoters and terminators) can outperform commonly used, strong viral based elements by nearly 2-fold. Ultimately, this novel set of terminators expanded our genetic toolkit for engineering mammalian host cells.
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Affiliation(s)
- Joseph K. Cheng
- McKetta Department of Chemical Engineering, The University of Texas at Austin, 200 E Dean Keeton Street, Stop C0400, Austin, Texas 78712, United States
| | - Nicholas J. Morse
- McKetta Department of Chemical Engineering, The University of Texas at Austin, 200 E Dean Keeton Street, Stop C0400, Austin, Texas 78712, United States
| | - James M. Wagner
- McKetta Department of Chemical Engineering, The University of Texas at Austin, 200 E Dean Keeton Street, Stop C0400, Austin, Texas 78712, United States
| | - Scott K. Tucker
- Institute for Cellular and Molecular Biology, The University of Texas at Austin, 2500 Speedway Avenue, Austin, Texas 78712, United States
| | - Hal S. Alper
- McKetta Department of Chemical Engineering, The University of Texas at Austin, 200 E Dean Keeton Street, Stop C0400, Austin, Texas 78712, United States
- Institute for Cellular and Molecular Biology, The University of Texas at Austin, 2500 Speedway Avenue, Austin, Texas 78712, United States
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15
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Hunter M, Yuan P, Vavilala D, Fox M. Optimization of Protein Expression in Mammalian Cells. ACTA ACUST UNITED AC 2018; 95:e77. [DOI: 10.1002/cpps.77] [Citation(s) in RCA: 64] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
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16
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Tang R, Ma F, Li W, Ouyang S, Liu Z, Wu J. miR-206-3p Inhibits 3T3-L1 Cell Adipogenesis via the c-Met/PI3K/Akt Pathway. Int J Mol Sci 2017; 18:ijms18071510. [PMID: 28708070 PMCID: PMC5536000 DOI: 10.3390/ijms18071510] [Citation(s) in RCA: 36] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2017] [Revised: 07/06/2017] [Accepted: 07/06/2017] [Indexed: 12/16/2022] Open
Abstract
MicroRNAs (miRNAs) are important post-transcriptional regulators during adipocyte adipogenesis. MiR-206-3p, a tissue-specific miRNA, is absent in white adipocytes. In this study, we examined the roles of mmu-miR-206-3p in the adipogenic differentiation of 3T3-L1 preadipocytes. The miR-206-3p expression has shown an apparent decreasing trend after induction, and sustained low expression throughout the differentiation of 3T3-L1 cells. miR-206-3p blocked the adipogenic differentiation of 3T3-L1 cells by attenuating c-Met expression; the inhibition effect of miR-206 to the adipogenic differentiation can be counteracted by restoring c-Met expression. In addition, miR-206-3p decreased the phosphorylation of Akt, which is the downstream effector of c-Met in the PI3K/Akt signaling pathway. These data indicate that miR-206-3p inhibits adipocyte adipogenesis through silencing c-Met and subsequently inactivating the PI3K/Akt signaling pathway.
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Affiliation(s)
- Renqiao Tang
- Graduate School of Peking Union Medical College, NO. 9, Dongdansantiao, Dongcheng District, Beijing 100730, China.
- Department of Biochemistry, Capital Institute of Pediatrics, NO. 2, Yabao Road, Chaoyang District, Beijing 100020, China.
| | - Feifei Ma
- Department of Biochemistry, Capital Institute of Pediatrics, NO. 2, Yabao Road, Chaoyang District, Beijing 100020, China.
| | - Wei Li
- Graduate School of Peking Union Medical College, NO. 9, Dongdansantiao, Dongcheng District, Beijing 100730, China.
- Department of Biochemistry, Capital Institute of Pediatrics, NO. 2, Yabao Road, Chaoyang District, Beijing 100020, China.
| | - Shengrong Ouyang
- Department of Biochemistry, Capital Institute of Pediatrics, NO. 2, Yabao Road, Chaoyang District, Beijing 100020, China.
| | - Zhuo Liu
- Department of Biochemistry, Capital Institute of Pediatrics, NO. 2, Yabao Road, Chaoyang District, Beijing 100020, China.
| | - Jianxin Wu
- Graduate School of Peking Union Medical College, NO. 9, Dongdansantiao, Dongcheng District, Beijing 100730, China.
- Department of Biochemistry, Capital Institute of Pediatrics, NO. 2, Yabao Road, Chaoyang District, Beijing 100020, China.
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17
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Abstract
This chapter revisits the historical development and outcome of studies focused on the transmissible, extrachromosomal genetic elements called plasmids. Early work on plasmids involved structural and genetic mapping of these molecules, followed by the development of an understanding of how plasmids replicate and segregate during cell division. The intriguing property of plasmid transmission between bacteria and between bacteria and higher cells has received considerable attention. The utilitarian aspects of plasmids are described, including examples of various plasmid vector systems. This chapter also discusses the functional attributes of plasmids needed for their persistence and survival in nature and in man-made environments. The term plasmid biology was first conceived at the Fallen Leaf Lake Conference on Promiscuous Plasmids, 1990, Lake Tahoe, California. The International Society for Plasmid Biology was established in 2004 (www.ISPB.org).
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18
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Marcos-Vadillo E, García-Sánchez A. Protocol for Lipid-Mediated Transient Transfection in A549 Epithelial Lung Cell Line. Methods Mol Biol 2016; 1434:185-197. [PMID: 27300539 DOI: 10.1007/978-1-4939-3652-6_13] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
Trials of transfection in eukaryotic cells are essential tools for the study of gene and protein function. They have been used in a wide range of research fields. In this chapter, a method of transient transfection of the A549 cell line, human lung cells of alveolar epithelium, with an expression plasmid is described. In addition, the fundamental characteristics of this experimental procedure are addressed.
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Affiliation(s)
- Elena Marcos-Vadillo
- Department of Clinical Biochemistry, University Hospital of Salmanca, Paseo de San Vicente 58, Salmanca, 37007, Spain.
- Salamanca Institute for Biomedical Research (IBSAL), Salamanca, Spain.
| | - Asunción García-Sánchez
- Salamanca Institute for Biomedical Research (IBSAL), Salamanca, Spain
- Department of Biomedical and Diagnostic Sciences, University of Salamanca, Salamanca, Spain
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19
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Optimization of cell line development in the GS-CHO expression system using a high-throughput, single cell-based clone selection system. J Biosci Bioeng 2015; 120:323-9. [DOI: 10.1016/j.jbiosc.2015.01.002] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2014] [Revised: 12/22/2014] [Accepted: 01/06/2015] [Indexed: 11/19/2022]
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20
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Fliedl L, Kast F, Grillari J, Wieser M, Grillari-Voglauer R. Optimization of a quantitative PCR based method for plasmid copy number determination in human cell lines. N Biotechnol 2015; 32:716-9. [PMID: 25796475 DOI: 10.1016/j.nbt.2015.03.004] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2014] [Revised: 02/23/2015] [Accepted: 03/02/2015] [Indexed: 11/16/2022]
Abstract
Transient gene expression (TGE) is an essential tool for the production of recombinant proteins, especially in early drug discovery and development phases of biopharmaceuticals. The need for fast production of sufficient recombinant protein for initial tests has dramatically increased with increase in the identification of potential novel pharmaceutical targets. One of the critical factors for transient transfection is plasmid copy number (PCN), for which we here provide an optimized qPCR based protocol. Thereby, we show the loss of PCN during a typical batch process of HEK293 cells after transfection from 606,000 to 4560 copies per cell within 5 days. Finally two novel human kidney cell lines, RS and RPTEC/TERT1 were compared to HEK293 and proved competitive in terms of PCN and specific productivity. In conclusion, since trafficking and degradation of plasmid DNA is not fully understood yet, improved methods for analysis of PCN may contribute to design specific and more stable plasmids for high yield transient gene expression systems.
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Affiliation(s)
| | | | - Johannes Grillari
- ACIB, Muthgasse 18, A-1190 Vienna, Austria; Department of Biotechnology, University of Natural Resources and Life Sciences Vienna, Muthgasse 18, A-1190 Vienna, Austria
| | | | - Regina Grillari-Voglauer
- ACIB, Muthgasse 18, A-1190 Vienna, Austria; Department of Biotechnology, University of Natural Resources and Life Sciences Vienna, Muthgasse 18, A-1190 Vienna, Austria.
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21
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Suárez-Patiño SF, Mancini RA, Pereira CA, Suazo CAT, Mendonça RZ, Jorge SAC. Transient expression of rabies virus glycoprotein (RVGP) in Drosophila melanogaster Schneider 2 (S2) cells. J Biotechnol 2014; 192 Pt A:255-62. [DOI: 10.1016/j.jbiotec.2014.05.027] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2014] [Revised: 05/29/2014] [Accepted: 05/30/2014] [Indexed: 11/25/2022]
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22
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Abstract
Monoclonal antibodies (mAbs) represent the largest group of therapeutic proteins with 30 products approved in the USA and hundreds of therapies currently undergoing clinical trials. The complex nature of mAbs makes their development as therapeutic agents constrained by numerous criteria such as quality, safety, regulation, and quantity. Identification of a clonal cell line expressing high levels of mAb with adequate quality attributes and generated in compliance with regulatory standards is a necessary step prior to a program moving to large-scale production for clinical material. This chapter outlines the stable transfection technology that generates clonal cell lines for commercial manufacturing processes.
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Affiliation(s)
- Krista Alvin
- BioProcess Development, Merck & Co., Inc., Kenilworth, NJ, USA
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23
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Chiou HC, Vasu S, Liu CY, Cisneros I, Jones MB, Zmuda JF. Scalable transient protein expression. Methods Mol Biol 2014; 1104:35-55. [PMID: 24297408 DOI: 10.1007/978-1-62703-733-4_4] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
Transient transfection is a well-established method to rapidly express recombinant proteins from mammalian cells. Accelerating activity in biotherapeutic drug development, demand for protein-based reagents, vaccine research, and large initiatives in structural and functional studies of proteins have propelled the need to generate moderate to high amounts of recombinant proteins and other macromolecules in a flexible and rapid manner. Progress over the last 10-15 years has demonstrated that transient transfections can be reliably and readily scaled up to handle milliliters to tens of liters of cells in suspension culture and obtain milligrams to grams of recombinant protein in a process that requires only days to weeks. This review will summarize developments in this field, properties of the components of a transient expression system that enable maximal protein production, and detailed protocols for this application.
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24
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Bidokhti MRM, Ullman K, Jensen TH, Chriél M, Mottahedin A, Munir M, Andersson AM, Detournay O, Hammer AS, Baule C. Establishment of stably transfected cells constitutively expressing the full-length and truncated antigenic proteins of two genetically distinct mink astroviruses. PLoS One 2013; 8:e82978. [PMID: 24376619 PMCID: PMC3871642 DOI: 10.1371/journal.pone.0082978] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2013] [Accepted: 11/01/2013] [Indexed: 01/06/2023] Open
Abstract
Astroviruses are becoming a growing concern in veterinary and public health. To date there are no registered vaccines against astrovirus-induced disease, mostly due to the difficulty to cultivate astroviruses to high titer for vaccine development using conventional techniques. As means to circumvent this drawback, we have developed stably transfected mink fetal cells and BHK21 cells constitutively expressing the full-length and truncated capsid proteins of two distinct genotypes of mink astrovirus. Protein expression in these stably transfected cells was demonstrated by strong signals as evaluated by in-situ PLA and IFA, and confirmed by Western blotting. The recombinant full-length and truncated proteins induced a high level of antibodies in mink, evaluated by ELISA, demonstrating their immunogenicity. In a challenge experiment in mink, a reduction in presentation clinical signs and virus shedding was observed in mink kits born from immunized females. The gene integration and protein expression were sustained through cell passage, showing that the used approach is robust and reliable for expression of functional capsid proteins for vaccine and diagnostic applications.
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Affiliation(s)
- Mehdi R. M. Bidokhti
- Joint R&D Division of Virology, Department of Virology, Immunobiology and Parasitology, The National Veterinary Institute (SVA), Uppsala, Sweden
| | - Karin Ullman
- Joint R&D Division of Virology, Department of Virology, Immunobiology and Parasitology, The National Veterinary Institute (SVA), Uppsala, Sweden
| | - Trine H. Jensen
- Division of Veterinary Diagnostics and Research, National Veterinary Institute, Technical University of Denmark, Copenhagen, Denmark
| | - Mariann Chriél
- Division of Veterinary Diagnostics and Research, National Veterinary Institute, Technical University of Denmark, Copenhagen, Denmark
| | - Amin Mottahedin
- Joint R&D Division of Virology, Department of Virology, Immunobiology and Parasitology, The National Veterinary Institute (SVA), Uppsala, Sweden
| | - Muhammad Munir
- Department of Biomedical Sciences and Veterinary Public Health, Division of Virology, Swedish University of Agricultural Sciences, Uppsala, Sweden
| | - Anna Maria Andersson
- The National Veterinary Institute, Department of Animal Health and Antimicrobial Resistance, Uppsala, Sweden
| | - Olivier Detournay
- Joint R&D Division of Virology, Department of Virology, Immunobiology and Parasitology, The National Veterinary Institute (SVA), Uppsala, Sweden
| | - Anne Sofie Hammer
- Division of Veterinary Diagnostics and Research, National Veterinary Institute, Technical University of Denmark, Copenhagen, Denmark
| | - Claudia Baule
- Joint R&D Division of Virology, Department of Virology, Immunobiology and Parasitology, The National Veterinary Institute (SVA), Uppsala, Sweden
- * E-mail:
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25
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Gion WR, Davis-Taber RA, Regier DA, Fung E, Medina L, Santora LC, Bose S, Ivanov AV, Perilli-Palmer BA, Chumsae CM, Matuck JG, Kunes YZ, Carson GR. Expression of antibodies using single open reading frame (sORF) vector design: Demonstration of manufacturing feasibility. MAbs 2013; 5:595-607. [PMID: 23774760 PMCID: PMC3906313 DOI: 10.4161/mabs.25161] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2013] [Revised: 05/21/2013] [Accepted: 05/23/2013] [Indexed: 01/13/2023] Open
Abstract
Efficient production of large quantities of therapeutic antibodies is becoming a major goal of the pharmaceutical industry. We developed a proprietary expression system using a polyprotein precursor-based approach to antibody expression in mammalian cells. In this approach, the coding regions for heavy and light chains are included within a single open reading frame (sORF) separated by an in-frame intein gene. A single mRNA and subsequent polypeptide are produced upon transient and stable transfection into HEK293 and CHO cells, respectively. Heavy and light chains are separated by the autocatalytic action of the intein and antibody processing proceeds to produce active, secreted antibody. Here, we report advances in sORF technology toward establishment of a viable manufacturing platform for therapeutic antibodies in CHO cells. Increasing expression levels and improving antibody processing by intein and signal peptide selection are discussed.
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26
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Liu CC, Yeung CY, Chen PH, Yeh MK, Hou SY. Salmonella detection using 16S ribosomal DNA/RNA probe-gold nanoparticles and lateral flow immunoassay. Food Chem 2013; 141:2526-32. [PMID: 23870991 DOI: 10.1016/j.foodchem.2013.05.089] [Citation(s) in RCA: 91] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2012] [Revised: 02/05/2013] [Accepted: 05/16/2013] [Indexed: 11/29/2022]
Abstract
An ultrasensitive, simple, and fast lateral flow immunoassay for Salmonella detection using gold nanoparticles conjugated with a DNA probe, which is complementary to the 16S ribosomal RNA and DNA of Salmonella, has been developed. The detection limit is 5 fmol for the synthetic single-stranded DNA. For the Salmonella cultured samples, the nucleic acids from 10(7) bacteria were rapidly detected in 30 min. After silver enhancement, the detection limit was as low as 10(4) cells which is lower than 10(5) bacteria cells, the human infective dose of food-borne Salmonella. Furthermore, the probes used in this study are specific to Salmonella compared to several other Enterobacteriaceae. This approach would be a useful tool for microbial detection regarding food safety or clinical diagnosis. It is also suitable for large-scale screening in developing countries because it is low-cost, sensitive, specific and convenient.
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Affiliation(s)
- Cheng-Che Liu
- Graduate Institute of Engineering Technology Doctoral, National Taipei University of Technology, Taipei, Taiwan
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27
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Lanza AM, Kim DS, Alper HS. Evaluating the influence of selection markers on obtaining selected pools and stable cell lines in human cells. Biotechnol J 2013; 8:811-21. [PMID: 23450727 DOI: 10.1002/biot.201200364] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2012] [Revised: 01/29/2013] [Accepted: 02/28/2013] [Indexed: 12/14/2022]
Abstract
Selection markers are common genetic elements used in recombinant cell line development. While several selection systems exist for use in mammalian cell lines, no previous study has comprehensively evaluated their performance in the isolation of recombinant populations and cell lines. Here we examine four antibiotics, hygromycin B, neomycin, puromycin, and Zeocin™, and their corresponding selector genes, using a green fluorescent protein (GFP) as a reporter in two model cell lines, HT1080 and HEK293. We identify Zeocin™ as the best selection agent for cell line development in human cells. In comparison to the other selection systems, Zeocin™ is able to identify populations with higher fluorescence levels, which in turn leads to the isolation of better clonal populations and less false positives. Furthermore, Zeocin™-resistant populations exhibit better transgene stability in the absence of selection pressure compared to other selection agents. All isolated Zeocin™-resistant clones, regardless of cell type, exhibited GFP expression. By comparison, only 79% of hygromycin B-resistant, 47% of neomycin-resistant, and 14% of puromycin-resistant clones expressed GFP. Based on these results, we rank Zeocin™ > hygromycin B ∼ puromycin > neomycin for cell line development in human cells. Furthermore, this study demonstrates that selection marker choice does indeed impact cell line development.
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Affiliation(s)
- Amanda M Lanza
- Department of Chemical Engineering, The University of Texas at Austin, Austin, Texas, USA
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28
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Li Y, Shu Y, Peng C, Zhu L, Guo G, Li N. Absolute quantitation of isoforms of post-translationally modified proteins in transgenic organism. Mol Cell Proteomics 2012; 11:272-85. [PMID: 22442259 DOI: 10.1074/mcp.m111.016568] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
Post-translational modification isoforms of a protein are known to play versatile biological functions in diverse cellular processes. To measure the molar amount of each post-translational modification isoform (P(isf)) of a target protein present in the total protein extract using mass spectrometry, a quantitative proteomic protocol, absolute quantitation of isoforms of post-translationally modified proteins (AQUIP), was developed. A recombinant ERF110 gene overexpression transgenic Arabidopsis plant was used as the model organism for demonstration of the proof of concept. Both Ser-62-independent (14)N-coded synthetic peptide standards and (15)N-coded ERF110 protein standard isolated from the heavy nitrogen-labeled transgenic plants were employed simultaneously to determine the concentration of all isoforms (T(isf)) of ERF110 in the whole plant cell lysate, whereas a pair of Ser-62-dependent synthetic peptide standards were used to quantitate the Ser-62 phosphosite occupancy (R(aqu)). The P(isf) was finally determined by integrating the two empirically measured variables using the following equation: P(isf) = T(isf) · R(aqu). The absolute amount of Ser-62-phosphorylated isoform of ERF110 determined using AQUIP was substantiated with a stable isotope labeling in Arabidopsis-based relative and accurate quantitative proteomic approach. The biological role of the Ser-62-phosphorylated isoform was demonstrated in transgenic plants.
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Affiliation(s)
- Yaojun Li
- Division of Life Science, The Hong Kong University of Science and Technology, Clear Water Bay, Hong Kong, China
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29
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Ho SCL, Yap MGS, Yang Y. Post-transcriptional regulatory elements for enhancing transient gene expression levels in mammalian cells. Methods Mol Biol 2012; 801:125-35. [PMID: 21987251 DOI: 10.1007/978-1-61779-352-3_9] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Low yield from transient gene expression in mammalian cells limits its application to areas where large amount of proteins are needed. One effective approach to enhance transient gene expression levels is to use post-transcriptional regulatory elements (PTREs). We have evaluated the effect of five PTREs on the transient gene expression of three proteins in two cell lines. Most of the elements increased expression but exhibited cell-specific and gene-specific effects. The tripartite leader sequence of human adenovirus mRNA linked with a major late promoter enhancer gave the most universal and highest enhancement of gene expression levels. It increased the expression of all three proteins in HEK293 cells and two proteins in CHO K1 cells by 3.6- to 7.6-fold. Combinations of multiple PTREs increased protein expression as much as 10.5-fold.
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30
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Grandjean M, Girod PA, Calabrese D, Kostyrko K, Wicht M, Yerly F, Mazza C, Beckmann JS, Martinet D, Mermod N. High-level transgene expression by homologous recombination-mediated gene transfer. Nucleic Acids Res 2011; 39:e104. [PMID: 21652640 PMCID: PMC3159483 DOI: 10.1093/nar/gkr436] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023] Open
Abstract
Gene transfer and expression in eukaryotes is often limited by a number of stably maintained gene copies and by epigenetic silencing effects. Silencing may be limited by the use of epigenetic regulatory sequences such as matrix attachment regions (MAR). Here, we show that successive transfections of MAR-containing vectors allow a synergistic increase of transgene expression. This finding is partly explained by an increased entry into the cell nuclei and genomic integration of the DNA, an effect that requires both the MAR element and iterative transfections. Fluorescence in situ hybridization analysis often showed single integration events, indicating that DNAs introduced in successive transfections could recombine. High expression was also linked to the cell division cycle, so that nuclear transport of the DNA occurs when homologous recombination is most active. Use of cells deficient in either non-homologous end-joining or homologous recombination suggested that efficient integration and expression may require homologous recombination-based genomic integration of MAR-containing plasmids and the lack of epigenetic silencing events associated with tandem gene copies. We conclude that MAR elements may promote homologous recombination, and that cells and vectors can be engineered to take advantage of this property to mediate highly efficient gene transfer and expression.
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Affiliation(s)
- Mélanie Grandjean
- Laboratory of Molecular Biotechnology, Center for Biotechnology UNIL-EPFL, University of Lausanne, Lausanne, Switzerland
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31
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Yang W, Xia W, Mao J, Xu D, Chen J, Feng S, Wang J, Li H, Theisen CF, Petersen JM, Thórólfsson M, Rasmussen HB, Junker F, Boel E, Su J. High level expression, purification and activation of human dipeptidyl peptidase I from mammalian cells. Protein Expr Purif 2011; 76:59-64. [DOI: 10.1016/j.pep.2010.09.001] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2010] [Revised: 09/01/2010] [Accepted: 09/01/2010] [Indexed: 10/19/2022]
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32
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Mariati, Ho SC, Yap MG, Yang Y. Evaluating post-transcriptional regulatory elements for enhancing transient gene expression levels in CHO K1 and HEK293 cells. Protein Expr Purif 2010; 69:9-15. [DOI: 10.1016/j.pep.2009.08.010] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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33
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Kunes YZ, Gion WR, Fung E, Salfeld JG, Zhu RR, Sakorafas P, Carson GR. Expression of antibodies using single-open reading frame vector design and polyprotein processing from mammalian cells. Biotechnol Prog 2009; 25:735-44. [DOI: 10.1002/btpr.182] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
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34
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Kim JD, Yoon Y, Hwang HY, Park JS, Yu S, Lee J, Baek K, Yoon J. Efficient Selection of Stable Chinese Hamster Ovary (CHO) Cell Lines for Expression of Recombinant Proteins by Using Human Interferon β SAR Element. Biotechnol Prog 2008; 21:933-7. [PMID: 15932276 DOI: 10.1021/bp049598v] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
We describe the development of an efficient expression system suitable for the stable expression of recombinant genes in Chinese hamster ovary (CHO) cells using the human interferon beta SAR element. The insertion of two copies of the human interferon beta SAR element at the 5' and 3' flanking regions of the beta-galactosidase reporter gene increased the frequency of beta-galactosidase positive colonies by up to 75% and enhanced beta-galactosidase expression by 15- to 20-fold after G418 selection or 30- to 40-fold at the initial stage of the MTX selection procedure. Deletion analysis showed that the whole DNA regions of the human interferon beta SAR element are required for beta-galactosidase expression enhancement. The developed expression system was also highly effective at enhancing the stable expression of two therapeutically important proteins, namely, erythropoietin (EPO) and hepatocyte growth factor (HGF). We isolated stable colonies with expression levels of 47 microg/10(6) cells/day for EPO and 13 microg/10(6) cells/day for HGF, suggesting that the developed expression system based on the human beta SAR element is suitable for expressing high levels of recombinant proteins in CHO cells.
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Affiliation(s)
- Jeong Do Kim
- Graduate School of Biotechnology, Kyung Hee University, Yongin City, Kyungki-Do 449-701, Korea
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35
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Plongthongkum N, Kullawong N, Panyim S, Tirasophon W. Ire1 regulated XBP1 mRNA splicing is essential for the unfolded protein response (UPR) in Drosophila melanogaster. Biochem Biophys Res Commun 2007; 354:789-94. [PMID: 17266933 DOI: 10.1016/j.bbrc.2007.01.056] [Citation(s) in RCA: 41] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2007] [Accepted: 01/12/2007] [Indexed: 12/28/2022]
Abstract
The ability of cells to survive and recover from deteriorating effects of endoplasmic reticulum (ER) stress relies on the unfolded protein response (UPR). The signaling pathway of Ire1p mediate mRNA splicing plays diverge role in UPR response in different organisms from yeast to mammals. Here, we report that Ire1p mediated XBP1 mRNA splicing mechanism is extremely conserved and exerts a critical role for modulating Xbp1 protein synthesis in Drosophila melanogaster. This system is operative in Drosophila S2 cells as a prominent mechanism to mediate transcriptional activation of UPR responsive genes during ER stress.
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Affiliation(s)
- Nongluk Plongthongkum
- The Institute of Molecular Biology and Genetics, Mahidol University, Salaya, Nakhonpathom 73170, Thailand
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36
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de la Cruz Edmonds MC, Tellers M, Chan C, Salmon P, Robinson DK, Markusen J. Development of transfection and high-producer screening protocols for the CHOK1SV cell system. Mol Biotechnol 2007; 34:179-90. [PMID: 17172663 DOI: 10.1385/mb:34:2:179] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/1999] [Revised: 11/30/1999] [Accepted: 11/30/1999] [Indexed: 11/11/2022]
Abstract
To date, the FDA has approved 18 monoclonal antibody (MAb) therapeutic drugs with targets ranging from asthma and rheumatoid arthritis to leukemia. Many of these approved products are produced in Chinese hamster ovary cells (CHO) making CHO a significant and relevant host system. We studied the applicability of CHOK1SV cells as a potential host cell line for MAb production in terms of timelines, achievable titers, transfectant stability, and reproducibility. CHOK1SV, developed by Lonza Biologics, is a suspension, protein-free-adapted CHOK1-derivative utilizing the glutamine synthetase (GS) gene expression system. CHOK1SV expresses the GS enzyme endogenously; thus, positive transfectants were obtained under the dual selection of methionine sulfoximine (MSX) and glutamine-free media. We examined outgrowth efficiencies, specific productivities, and achievable batch titers of three different IgG MAbs transfected into CHOK1SV. Reducing the MSX concentration in the initial selection medium resulted in a decreased incubation time required for transfectant colonies to appear. Specific productivities of "high-producers" ranged between 11 and 49 pg/c/d with batch titers ranging from 105 to 519 mg/L. Transfectant stability and the effects of MSX also were investigated, which indicated that the addition of MSX was necessary to maintain stable MAb production. Cell growth was stable regardless of MSX concentration.
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37
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Abstract
The vast majority of mammalian glycosyltransferases are endoplasmic reticulum (ER) and Golgi resident type II membrane proteins. As such, producing large quantities of properly folded and active enzymes for X-ray crystallographic analysis is a challenge. Described here are the methods that we have developed to facilitate the structural characterization of these enzymes. The approach involves the production of a soluble Protein A-tagged form of the catalytic domain in a mammalian cell expression system. Production is scaled up in a perfusion-fed bioreactor with media flow rates of 3-5 liters/day. Expression levels are typically in the 1- to 4-mg/liter range and a simple and efficient purification method based on immunoglobulin G (IgG)-Sepharose affinity chromatography has been developed. Our approach to delimiting the catalytic domain and deglycosylating it when necessary is also discussed. Finally, we describe the selenomethionine labeling protocol used in our X-ray crystal structure determination of leukocyte-type Core 2 beta1,6-N-acetylglucosaminyltransferase.
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Affiliation(s)
- John E Pak
- Department of Molecular and Medical Genetics, University of Toronto, Ontario, Canada
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38
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Cazalla D, Sanford JR, Cáceres JF. A rapid and efficient protocol to purify biologically active recombinant proteins from mammalian cells. Protein Expr Purif 2005; 42:54-8. [PMID: 15878828 DOI: 10.1016/j.pep.2005.03.035] [Citation(s) in RCA: 35] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2004] [Revised: 03/24/2005] [Accepted: 03/30/2005] [Indexed: 11/15/2022]
Abstract
Here, we describe a simple and efficient method for the expression and purification of active recombinant proteins in mammalian cells. This method uses the expression of T7 epitope-tagged proteins in transiently transfected 293T cells grown in monolayer, followed by anti-T7-agarose affinity chromatography. This procedure yields approximately between 75 and 100 microg of biologically active protein/150 cm(2) flask that can be used for biochemical studies. We have tested this protocol for the expression of the prototype SR protein, SF2/ASF, which is a member of the SR protein family with a role in constitutive and alternative splicing. We show that SF2/ASF purified using this protocol is able to complement an S100 HeLa extract, demonstrating that is biologically active. Moreover, expression of a novel SR-related protein that it is required for the second step of pre-mRNA splicing also rendered an active protein. In summary, we present a protocol based on transient transfection of mammalian cells that results in easy purification of significant amounts of biologically active proteins.
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Pritchard JB, Miller DS. Expression systems for cloned xenobiotic transporters. Toxicol Appl Pharmacol 2005; 204:256-62. [PMID: 15845417 DOI: 10.1016/j.taap.2004.11.018] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2004] [Accepted: 11/19/2004] [Indexed: 01/11/2023]
Abstract
One challenge of modern biology is to be able to match genes and their encoded proteins with events at the molecular, cellular, tissue, and organism levels, and thus, provide a multi-level understanding of gene function and dysfunction. How well this can be done for xenobiotic transporters depends on a knowledge of the genes expressed in the tissue, the cellular locations of the gene products (do they function for uptake or efflux?), and our ability to match substrates with transporters using information obtained from cloned transporters functioning in heterologous expression systems. Clearly, making a rational choice of expression system to use for the characterization and study of cloned xenobiotic transporters is a critical part of study design. This choice requires well-defined goals, as well as an understanding of the strengths and weaknesses of candidate expression systems.
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Affiliation(s)
- John B Pritchard
- Laboratory of Pharmacology and Chemistry, NIH/National Institute of Environmental Health Sciences, 110 Alexander Drive, MD F1-03, Research Triangle Park, NC 27709, USA.
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40
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Abstract
Intracellular events that take place during influenza virus replication in animal cells are well understood qualitatively. However, to better understand the complex interaction of the virus with its host cell and to quantitatively analyze the use of cellular resources for virion formation or the overall dynamic for the entire infection cycle, a mathematical model for influenza virus replication has to be formulated. Here, we present a structured model for the single-cell reproductive cycle of influenza A virus in animal cells that accounts for the individual steps of the process such as attachment, internalization, genome replication and translation, and progeny virion assembly. The model describes an average cell surrounded by a small quantity of medium and infected by a low number of virus particles. The model allows estimation of the cellular resources consumed by virus replication. Simulation results show that the number of cellular surface receptors and endosomes, as well as other resources, such as the number of free nucleotides or amino acids, is not significantly influenced by influenza virus propagation. A factor that limits the growth rate of progeny viruses and their release is the total amount of matrix proteins (M1) in the nucleus while other newly synthesized viral proteins (e.g., nucleoprotein NP) and viral RNAs accumulate. During budding, synthesis of vRNPs (viral ribonucleoprotein complexes) represents another limiting factor. Based on this model it is also possible to analyze effects of parameter changes on the dynamics of virus replication, to identify possible targets for molecular engineering, or to develop strategies for improving yields in vaccine production processes. Furthermore, a better insight into the interactions of viruses and host cells might help to improve our understanding of virus-related diseases and to develop therapies.
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Affiliation(s)
- Y Sidorenko
- Max-Planck-Institute for Dynamics of Complex Technical Systems, Magdeburg, Sandtorstr. 1, 39106 Magdeburg, Germany
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Girod PA, Zahn-Zabal M, Mermod N. Use of the chicken lysozyme 5′ matrix attachment region to generate high producer CHO cell lines. Biotechnol Bioeng 2005; 91:1-11. [PMID: 15889435 DOI: 10.1002/bit.20563] [Citation(s) in RCA: 77] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
Scaffold or matrix attachment region (S/MAR) genetic elements have previously been proposed to insulate transgenes from repressive effects linked to their site of integration within the host cell genome. We have evaluated their use in various stable transfection settings to increase the production of recombinant proteins such as monoclonal antibodies from Chinese hamster ovary (CHO) cell lines. Using the green fluorescent protein coding sequence, we show that S/MAR elements mediate a dual effect on the population of transfected cells. First, S/MAR elements almost fully abolish the occurrence of cell clones that express little transgene that may result from transgene integration in an unfavorable chromosomal environment. Second, they increase the overall expression of the transgene over the whole range of expression levels, allowing the detection of cells with significantly higher levels of transgene expression. An optimal setting was identified as the addition of a S/MAR element both in cis (on the transgene expression vector) and in trans (co-transfected on a separate plasmid). When used to express immunoglobulins, the S/MAR element enabled cell clones with high and stable levels of expression to be isolated following the analysis of a few cell lines generated without transgene amplification procedures.
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Affiliation(s)
- Pierre-Alain Girod
- Laboratory of Molecular Biotechnology, Center for Biotechnology UNIL-EPFL, University of Lausanne, Switzerland
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42
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Mayer MR, Dailey TA, Baucom CM, Supernak JL, Grady MC, Hawk HE, Dailey HA. Expression of human proteins at the Southeast Collaboratory for Structural Genomics. ACTA ACUST UNITED AC 2004; 5:159-65. [PMID: 15263854 DOI: 10.1023/b:jsfg.0000029202.77832.34] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
The human protein production group at the Southeast Collaboratory for Structural Genomics is charged with producing human proteins for both X-ray crystallography and NMR structural studies. Eukaryotic, and human proteins in particular, are notoriously difficult to express in bacterial systems. For various reasons, T7-based expression often results in protein expressed in an insoluble form. Overcoming this requires either introduction of a step to screen expression conditions or inclusion of a troublesome refolding step during purification. Our laboratory uses a trc-based expression vector that addresses many of the difficulties of the commonly used T7-based expression systems. Proteins expressed under the trc promoter, a weak promoter compared to the strong T7 promoter, are produced in a soluble form and include necessary cofactors. The details of this system will be discussed.
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Affiliation(s)
- Michael R Mayer
- Southeast Collaboratory for Structural Genomics, A222 Life Sciences, Athens, GA 30602-7229, USA.
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43
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Danchin A. The bag or the spindle: the cell factory at the time of systems' biology. Microb Cell Fact 2004; 3:13. [PMID: 15537427 PMCID: PMC534799 DOI: 10.1186/1475-2859-3-13] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2004] [Accepted: 11/10/2004] [Indexed: 11/10/2022] Open
Abstract
Genome programs changed our view of bacteria as cell factories, by making them amenable to systematic rational improvement. As a first step, isolated genes (including those of the metagenome), or small gene clusters are improved and expressed in a variety of hosts. New techniques derived from functional genomics (transcriptome, proteome and metabolome studies) now allow users to shift from this single-gene approach to a more integrated view of the cell, where it is more and more considered as a factory. One can expect in the near future that bacteria will be entirely reprogrammed, and perhaps even created de novo from bits and pieces, to constitute man-made cell factories. This will require exploration of the landscape made of neighbourhoods of all the genes in the cell. Present work is already paving the way for that futuristic view of bacteria in industry.
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Affiliation(s)
- Antoine Danchin
- Genetics of Bacterial Genomes, Institut Pasteur, 28, rue du Docteur Roux, 75724 Paris Cedex 15, France.
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Winnard P, Mironchik Y, Raman V. Robust expression of transgenes in MCF-7 breast cancer cells is expression vector-dependent. Biotechniques 2004; 37:370, 372, 374. [PMID: 15470890 DOI: 10.2144/04373bm06] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Affiliation(s)
- Paul Winnard
- The Johns Hopkins University, Baltimore, MD 21205, USA
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Kim JM, Kim JS, Park DH, Kang HS, Yoon J, Baek K, Yoon Y. Improved recombinant gene expression in CHO cells using matrix attachment regions. J Biotechnol 2004; 107:95-105. [PMID: 14711493 DOI: 10.1016/j.jbiotec.2003.09.015] [Citation(s) in RCA: 102] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
The use of animal cells such as Chinese hamster ovary (CHO) cells for recombinant gene expression provides many advantageous features such as proper folding and post-translational modification of the recombinant protein. However, recombinant genes introduced into animal cells are often expressed at low levels mainly due to position effects from the neighboring chromatin context. The tedious and time-consuming selection and amplification procedure has been the major hurdle for using animal cell line such as CHO cells. To improve mammalian cell expression systems, we screened a variety of matrix/scaffold attachment region (MAR/SAR) elements for their ability to insulate transgene expression from the position effects in CHO cells. We found that the human beta-globin MAR element is particularly effective as the frequency of beta-Gal positive colonies was increased by up to 80%. The expression levels of these colonies were also enhanced about seven-fold. These improvements appear to be related to the increased copy numbers and a higher efficiency of expression of the integrated genes. When this element was used to express soluble TGF-beta type II receptor (sTbetaRII) through the gene amplification system, the frequency of colonies expressing detectable amounts of sTbetaRII was much higher than that of the control vector. We could also generate high sTbetaRII producers with uniform growth properties by a simple two-step amplification process involving two concentrations of methotrexate. This eliminates the need to isolate individual colonies followed by multi-step treatments of methotrexate and thereby greatly simplifies this mammalian expression system.
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Affiliation(s)
- Jong-Mook Kim
- Mogam Biotechnology Research Institute, Yongin-City, Kyonggi-Do, South Korea
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46
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Wolf E, Arnold GJ, Bauersachs S, Beier HM, Blum H, Einspanier R, Fröhlich T, Herrler A, Hiendleder S, Kölle S, Prelle K, Reichenbach HD, Stojkovic M, Wenigerkind H, Sinowatz F. Embryo-maternal communication in bovine - strategies for deciphering a complex cross-talk. Reprod Domest Anim 2003; 38:276-89. [PMID: 12887567 DOI: 10.1046/j.1439-0531.2003.00435.x] [Citation(s) in RCA: 123] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
Early embryonic development, implantation and maintenance of a pregnancy are critically dependent on an intact embryo-maternal communication. So far, only few signals involved in this dialogue have been identified. In bovine and other ruminants, interferon tau is the predominant embryonic pregnancy recognition signal, exhibiting antiluteolytic activity. However, this is just one aspect of the complex process of embryo-maternal signalling, and a number of other systems are more likely to be involved. To gain a more comprehensive understanding of these important mechanisms, integrated projects involving specialists in embryology, reproductive biotechnology and functional genome research are necessary to perform a systematic analysis of interactions between pre-implantation stage embryos and oviduct or uterine epithelial cells, respectively. State-of-the-art transcriptomic and proteomic technologies will identify reciprocal signals between embryos and their maternal environment and the respective downstream reaction cascades. For in vivo studies, the use of monozygotic twins as recipient animals provides elegant model systems, thus eliminating genetic variability as a cause of differential gene expression. In addition, suitable systems for the co-culture of oviduct epithelial or endometrium cells with the respective embryonic stages need to be established for functional validation of candidate genes potentially involved in the dialogue between embryos and their maternal environment. The knowledge of these mechanisms should help to increase the pregnancy rate following embryo transfer and to avoid embryonic losses. Candidate genes involved in embryo-maternal communication will also be used to define new quality criteria for the selection of embryos for transfer to recipients. Another application is the supplementation of embryotrophic factors or components of embryo-maternal signalling in optimized formulations, such as bioartificial matrices. As a long-term goal, signalling mechanisms identified in bovine will also be functionally evaluated in other species, including the human.
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Affiliation(s)
- E Wolf
- Institut für Molekulare Tierzucht, Genzentrum der Ludwig-Maximilians-Universität München, München, Germany.
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47
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Abstract
The traditional concern of pharmacogenetics was Mendelian (monogenic) variation, which visibly affected some drug responses. Pharmacogenetics was broadened by the observation that multifactorial genetic influences, in conjunction with environmental factors, usually determine drug responses. Variability of gene expression, a new theme of the science of genetics, also affects pharmacogenetics; for example, enhanced enzyme activity does not necessarily indicate a mutation, but may be the consequence of a drug-induced enhancement of gene expression. Methodological advances permit the conversion of pharmacogenetics into the broad practice of pharmacogenomics; this improves the possibility of identifying genetic causes of common diseases, which means establishing new drug targets, thereby stimulating the search for new drugs. While the main medical effect of pharmacogenetics was an improvement of drug safety, pharmacogenomics is hoped to improve drug efficacy. On the way to personalized medicine, we may stepwise improve the chances of choosing the right drug for a patient by categorizing patients into genetically definable classes that have similar drug effects (as, for example, human races, or any population group carrying a particular set of genes). It is wise to expect that, even after we have reached the goal to establish personalized medicine, we will not have eliminated all uncertainties.
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Affiliation(s)
- Werner Kalow
- Department of Pharmacology, Medical Sciences Building, University of Toronto, Toronto M5S 1A8, Canada.
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