1
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Genomically mined acoustic reporter genes for real-time in vivo monitoring of tumors and tumor-homing bacteria. Nat Biotechnol 2023:10.1038/s41587-022-01581-y. [PMID: 36593411 DOI: 10.1038/s41587-022-01581-y] [Citation(s) in RCA: 38] [Impact Index Per Article: 38.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2022] [Accepted: 10/20/2022] [Indexed: 01/03/2023]
Abstract
Ultrasound allows imaging at a much greater depth than optical methods, but existing genetically encoded acoustic reporters for in vivo cellular imaging have been limited by poor sensitivity, specificity and in vivo expression. Here we describe two acoustic reporter genes (ARGs)-one for use in bacteria and one for use in mammalian cells-identified through a phylogenetic screen of candidate gas vesicle gene clusters from diverse bacteria and archaea that provide stronger ultrasound contrast, produce non-linear signals distinguishable from background tissue and have stable long-term expression. Compared to their first-generation counterparts, these improved bacterial and mammalian ARGs produce 9-fold and 38-fold stronger non-linear contrast, respectively. Using these new ARGs, we non-invasively imaged in situ tumor colonization and gene expression in tumor-homing therapeutic bacteria, tracked the progression of tumor gene expression and growth in a mouse model of breast cancer, and performed gene-expression-guided needle biopsies of a genetically mosaic tumor, demonstrating non-invasive access to dynamic biological processes at centimeter depth.
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2
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Keim D, Gollner K, Gollner U, Jérôme V, Freitag R. Generation of Recombinant Primary Human B Lymphocytes Using Non-Viral Vectors. Int J Mol Sci 2021; 22:8239. [PMID: 34361005 PMCID: PMC8347318 DOI: 10.3390/ijms22158239] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2021] [Revised: 07/29/2021] [Accepted: 07/29/2021] [Indexed: 12/26/2022] Open
Abstract
Although the development of gene delivery systems based on non-viral vectors is advancing, it remains a challenge to deliver plasmid DNA into human blood cells. The current "gold standard", namely linear polyethyleneimine (l-PEI 25 kDa), in particular, is unable to produce transgene expression levels >5% in primary human B lymphocytes. Here, it is demonstrated that a well-defined 24-armed poly(2-dimethylamino) ethyl methacrylate (PDMAEMA, 755 kDa) nano-star is able to reproducibly elicit high transgene expression (40%) at sufficient residual viability (69%) in primary human B cells derived from tonsillar tissue. Moreover, our results indicate that the length of the mitogenic stimulation prior to transfection is an important parameter that must be established during the development of the transfection protocol. In our hands, four days of stimulation with rhCD40L post-thawing led to the best transfection results in terms of TE and cell survival. Most importantly, our data argue for an impact of the B cell subsets on the transfection outcomes, underlining that the complexity and heterogeneity of a given B cell population pre- and post-transfection is a critical parameter to consider in the multiparametric approach required for the implementation of the transfection protocol.
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Affiliation(s)
- Daniel Keim
- Process Biotechnology, University of Bayreuth, 95447 Bayreuth, Germany; (D.K.); (V.J.)
| | - Katrin Gollner
- Praxis am Schießgraben, Schießgraben 21, 95326 Kulmbach, Germany; (K.G.); (U.G.)
| | - Ulrich Gollner
- Praxis am Schießgraben, Schießgraben 21, 95326 Kulmbach, Germany; (K.G.); (U.G.)
| | - Valérie Jérôme
- Process Biotechnology, University of Bayreuth, 95447 Bayreuth, Germany; (D.K.); (V.J.)
| | - Ruth Freitag
- Process Biotechnology, University of Bayreuth, 95447 Bayreuth, Germany; (D.K.); (V.J.)
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3
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Fluorescence-assisted sequential insertion of transgenes (FASIT): an approach for increasing specific productivity in mammalian cells. Sci Rep 2020; 10:12840. [PMID: 32732973 PMCID: PMC7392891 DOI: 10.1038/s41598-020-69709-1] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2020] [Accepted: 07/16/2020] [Indexed: 11/08/2022] Open
Abstract
Currently, the generation of cell lines for the production of recombinant proteins has the limitation of unstable gene expression due to the repeat-induced gene silencing or the loss of transgene copies resulting from recombination events. In this work, we developed a new strategy based on the sequential insertion of transgenes for generating stable clones producing high levels of a chimeric human follicle-stimulating hormone (hscFSH). Gene insertion was done by transducing HEK-293 cells with a lentiviral vector containing a bicistronic transcriptional unit for expressing hscFSH and GFP genes. Clone selection was performed by flow cytometry coupled to cell sorting, and the GFP gene was further removed by CRE-mediated site-specific recombination. High-producing clones of hscFSH were obtained after three rounds of lentiviral transduction. Expression levels increased in a step-wise manner from 7 to 23 pg/cell/day, with a relatively constant rate of 7 pg/cell/day in each round of transduction. The GFP gene was successfully removed from the cell genome without disturbing the hscFSH gene expression. Clones generated using this approach showed stable expression levels for more than two years. This is the first report describing the sequential insertion of transgenes as an alternative for increasing the expression levels of transformed cell lines. The methodology described here could notably impact on biotechnological industry by improving the capacity of mammalian cells to produce biopharmaceuticals.
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4
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Pinnapireddy SR, Giselbrecht J, Strehlow B, Janich C, Husteden C, Meister A, Loppnow H, Sedding D, Erdmann F, Hause G, Brezesinski G, Groth T, Langner A, Bakowsky U, Wölk C. A triple chain polycationic peptide-mimicking amphiphile - efficient DNA-transfer without co-lipids. Biomater Sci 2019; 8:232-249. [PMID: 31681923 DOI: 10.1039/c9bm01093a] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
Non-viral gene delivery in its current form is largely dependent upon the ability of a delivery vehicle to protect its cargo in the extracellular environment and release it efficiently inside the target cell. Also a simple delivery system is required to simplify a GMP conform production if a marketing authorization is striven for. This work addresses these problems. We have developed a synthetic polycationic peptide-mimicking amphiphile, namely DiTT4, which shows efficient transfection rates and good biocompatibility without the use of a co-lipid in the formulation. The lipid-nucleic acid complex (lipoplex) was characterized at the structural (electron microscopy), physical (laser Doppler velocimetry and atomic force microscopy) and molecular levels (X-ray scattering). Stability studies of the lipoplexes in the presence of serum and heparin indicated a stable formation capable of protecting the cargo against the extracellular milieu. Hemocompatibility studies (hemolysis, complement activation and erythrocyte aggregation) demonstrated the biocompatibility of the formulation for systemic administration. The transfection efficiency was assessed in vitro using the GFP assay and confocal laser scanning microscopy studies. With the chorioallantoic membrane model, an animal replacement model according to the 3R strategy (replacement, refinement, and reduction), initial in vivo experiments were performed which demonstrate fast and efficient transfection in complex tissues and excellent biocompatibility.
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Affiliation(s)
- Shashank Reddy Pinnapireddy
- Department of Pharmaceutics and Biopharmaceutics, University of Marburg, Robert-Koch-Str. 4, 35037, Marburg, Germany.
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5
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Goudy J, Henley T, Méndez HG, Bressan M. Simplified platform for mosaic in vivo analysis of cellular maturation in the developing heart. Sci Rep 2019; 9:10716. [PMID: 31341189 PMCID: PMC6656758 DOI: 10.1038/s41598-019-47009-7] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2019] [Accepted: 07/09/2019] [Indexed: 12/25/2022] Open
Abstract
Cardiac cells develop within an elaborate electro-mechanical syncytium that continuously generates and reacts to biophysical force. The complexity of the cellular interactions, hemodynamic stresses, and electrical circuitry within the forming heart present significant challenges for mechanistic research into the cellular dynamics of cardiomyocyte maturation. Simply stated, it is prohibitively difficult to replicate the native electro-mechanical cardiac microenvironment in tissue culture systems favorable to high-resolution cellular/subcellular analysis, and current transgenic models of higher vertebrate heart development are limited in their ability to manipulate and assay the behavior of individual cells. As such, cardiac research currently lacks a simple experimental platform for real-time evaluation of cellular function under conditions that replicate native development. Here we report the design and validation of a rapid, low-cost system for stable in vivo somatic transgenesis that allows for individual cells to be genetically manipulated, tracked, and examined at subcellular resolution within the forming four-chambered heart. This experimental platform has several advantages over current technologies, chief among these being that mosaic cellular perturbations can be conducted without globally altering cardiac function. Consequently, direct analysis of cellular behavior can be interrogated in the absence of the organ level adaptions that often confound data interpretation in germline transgenic model organisms.
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Affiliation(s)
- Julie Goudy
- Department of Cell Biology and Physiology, University of North Carolina at Chapel Hill, Chapel Hill, USA.,McAllister Heart Institute, University of North Carolina at Chapel Hill, Chapel Hill, USA
| | - Trevor Henley
- Department of Cell Biology and Physiology, University of North Carolina at Chapel Hill, Chapel Hill, USA.,McAllister Heart Institute, University of North Carolina at Chapel Hill, Chapel Hill, USA
| | - Hernán G Méndez
- Department of Cell Biology and Physiology, University of North Carolina at Chapel Hill, Chapel Hill, USA
| | - Michael Bressan
- Department of Cell Biology and Physiology, University of North Carolina at Chapel Hill, Chapel Hill, USA. .,McAllister Heart Institute, University of North Carolina at Chapel Hill, Chapel Hill, USA.
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6
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Yang Y, Shen W, Huang J, Li R, Xiao Y, Wei H, Chou YC, Zhang M, Himmel ME, Chen S, Yi L, Ma L, Yang S. Prediction and characterization of promoters and ribosomal binding sites of Zymomonas mobilis in system biology era. BIOTECHNOLOGY FOR BIOFUELS 2019; 12:52. [PMID: 30911332 PMCID: PMC6417218 DOI: 10.1186/s13068-019-1399-6] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/29/2018] [Accepted: 03/08/2019] [Indexed: 05/09/2023]
Abstract
BACKGROUND Zymomonas mobilis is a model bacterial ethanologen with many systems biology studies reported. Besides lignocellulosic ethanol production, Z. mobilis has been developed as a platform for biochemical production through metabolic engineering. However, identification and rigorous understanding of the genetic origins of cellular function, especially those based in non-coding region of DNA, such as promoters and ribosomal binding sites (RBSs), are still in its infancy. This knowledge is crucial for the effective application of Z. mobilis to new industrial applications of biotechnology for fuels and chemicals production. RESULTS In this study, we explored the possibility to systematically predict the strength of promoters based on systems biology datasets. The promoter strength was clustered based on the expression values of downstream genes (or proteins) from systems biology studies including microarray, RNA-Seq and proteomics. Candidate promoters with different strengths were selected for further characterization, which include 19 strong, nine medium, and ten weak ones. A dual reporter-gene system was developed which included appropriate reporter genes. These are the opmCherry reporter gene driven by the constitutive PlacUV5 promoter for calibration, and EGFP reporter gene driven by candidate promoters for quantification. This dual reporter-gene system was confirmed using the inducible promoter, Ptet, which was used to determine the strength of these predicted promoters with different strengths. In addition, the dual reporter-gene system was applied to determine four synthetic RBSs with different translation initiation rates based on the prediction from bioinformatics server RBS calculator. Our results showed that the correlations between the prediction and experimental results for the promoter and RBS strength are relatively high, with R 2 values more than 0.7 and 0.9, respectively. CONCLUSIONS This study not only identified and characterized 38 promoters and four RBSs with different strengths for future metabolic engineering in Z. mobilis, but also established a flow cytometry-based dual reporter-gene system to characterize genetic elements including, but not limited to the promoters and RBSs studied in this work. This study also suggested the feasibility of predicting and selecting candidate genetic elements based on omics datasets and bioinformatics tools. Moreover, the dual reporter-gene system developed in this study can be utilized to characterize other genetic elements of Z. mobilis, which can also be applied to other microorganisms.
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Affiliation(s)
- Yongfu Yang
- State Key Laboratory of Biocatalysis and Enzyme Engineering, Hubei Collaborative Innovation Center for Green Transformation of Bio-resources, Environmental Microbial Technology Center of Hubei Province, and School of Life Sciences, Hubei University, Wuhan, 430062 China
| | - Wei Shen
- State Key Laboratory of Biocatalysis and Enzyme Engineering, Hubei Collaborative Innovation Center for Green Transformation of Bio-resources, Environmental Microbial Technology Center of Hubei Province, and School of Life Sciences, Hubei University, Wuhan, 430062 China
| | - Ju Huang
- State Key Laboratory of Biocatalysis and Enzyme Engineering, Hubei Collaborative Innovation Center for Green Transformation of Bio-resources, Environmental Microbial Technology Center of Hubei Province, and School of Life Sciences, Hubei University, Wuhan, 430062 China
| | - Runxia Li
- State Key Laboratory of Biocatalysis and Enzyme Engineering, Hubei Collaborative Innovation Center for Green Transformation of Bio-resources, Environmental Microbial Technology Center of Hubei Province, and School of Life Sciences, Hubei University, Wuhan, 430062 China
| | - Yubei Xiao
- State Key Laboratory of Biocatalysis and Enzyme Engineering, Hubei Collaborative Innovation Center for Green Transformation of Bio-resources, Environmental Microbial Technology Center of Hubei Province, and School of Life Sciences, Hubei University, Wuhan, 430062 China
| | - Hui Wei
- Biosciences Center, National Renewable Energy Laboratory, Golden, CO 80401 USA
| | - Yat-Chen Chou
- National Bioenergy Center, National Renewable Energy Laboratory, Golden, CO 80401 USA
| | - Min Zhang
- Biosciences Center, National Renewable Energy Laboratory, Golden, CO 80401 USA
| | - Michael E. Himmel
- Biosciences Center, National Renewable Energy Laboratory, Golden, CO 80401 USA
| | - Shouwen Chen
- State Key Laboratory of Biocatalysis and Enzyme Engineering, Hubei Collaborative Innovation Center for Green Transformation of Bio-resources, Environmental Microbial Technology Center of Hubei Province, and School of Life Sciences, Hubei University, Wuhan, 430062 China
| | - Li Yi
- State Key Laboratory of Biocatalysis and Enzyme Engineering, Hubei Collaborative Innovation Center for Green Transformation of Bio-resources, Environmental Microbial Technology Center of Hubei Province, and School of Life Sciences, Hubei University, Wuhan, 430062 China
| | - Lixin Ma
- State Key Laboratory of Biocatalysis and Enzyme Engineering, Hubei Collaborative Innovation Center for Green Transformation of Bio-resources, Environmental Microbial Technology Center of Hubei Province, and School of Life Sciences, Hubei University, Wuhan, 430062 China
| | - Shihui Yang
- State Key Laboratory of Biocatalysis and Enzyme Engineering, Hubei Collaborative Innovation Center for Green Transformation of Bio-resources, Environmental Microbial Technology Center of Hubei Province, and School of Life Sciences, Hubei University, Wuhan, 430062 China
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7
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Kannan S, Sams T, Maury J, Workman CT. Reconstructing Dynamic Promoter Activity Profiles from Reporter Gene Data. ACS Synth Biol 2018; 7:832-841. [PMID: 29457721 DOI: 10.1021/acssynbio.7b00223] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Accurate characterization of promoter activity is important when designing expression systems for systems biology and metabolic engineering applications. Promoters that respond to changes in the environment enable the dynamic control of gene expression without the necessity of inducer compounds, for example. However, the dynamic nature of these processes poses challenges for estimating promoter activity. Most experimental approaches utilize reporter gene expression to estimate promoter activity. Typically the reporter gene encodes a fluorescent protein that is used to infer a constant promoter activity despite the fact that the observed output may be dynamic and is a number of steps away from the transcription process. In fact, some promoters that are often thought of as constitutive can show changes in activity when growth conditions change. For these reasons, we have developed a system of ordinary differential equations for estimating dynamic promoter activity for promoters that change their activity in response to the environment that is robust to noise and changes in growth rate. Our approach, inference of dynamic promoter activity (PromAct), improves on existing methods by more accurately inferring known promoter activity profiles. This method is also capable of estimating the correct scale of promoter activity and can be applied to quantitative data sets to estimate quantitative rates.
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Affiliation(s)
- Soumya Kannan
- Department of Biotechnology and Biomedicine, Technical University of Denmark, 2800 Lyngby, Denmark
| | - Thomas Sams
- Department of Electrical Engineering, Technical University of Denmark, 2800 Lyngby, Denmark
| | - Jérôme Maury
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800 Lyngby, Denmark
| | - Christopher T. Workman
- Department of Biotechnology and Biomedicine, Technical University of Denmark, 2800 Lyngby, Denmark
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8
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Vitor MT, Sart S, Barizien A, Torre LGDL, Baroud CN. Tracking the Evolution of Transiently Transfected Individual Cells in a Microfluidic Platform. Sci Rep 2018; 8:1225. [PMID: 29352253 PMCID: PMC5775383 DOI: 10.1038/s41598-018-19483-y] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2017] [Accepted: 12/28/2017] [Indexed: 11/09/2022] Open
Abstract
Transient gene expression (TGE) technology enables the rapid production of large amount of recombinant proteins, without the need of fastidious screening of the producing cells required for stable transfection (ST). However, several barriers must be overcome before reaching the production yields using ST. For optimizing the production yields from suspended cells using TGE, a better understanding of the transfection conditions at the single cell level are required. In this study, a universal droplet microfluidic platform was used to assess the heterogeneities of CHO-S population transiently transfected with cationic liposomes (CL) (lipoplexes) complexed with GFP-coding plasmid DNA (pDNA). A single cell analysis of GFP production kinetics revealed the presence of a subpopulation producing higher levels of GFP compared with the main population. The size of high producing (HP) cells, their relative abundance, and their specific productivity were dependent on the charge and the pDNA content of the different lipoplexes: HPs showed increased cell size in comparison to the average population, lipoplexes with positive charge produced more HPs, and lipoplexes carrying a larger amount of pDNA yielded a higher specific productivity of HPs. This study demonstrates the potential for time-resolved single-cell measurements to explain population dynamics from a microscopic point of view.
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Affiliation(s)
- Micaela Tamara Vitor
- LadHyX and Department of Mechanics, Ecole Polytechnique, 91128, Palaiseau, France.,School of Chemical Engineering, Department of Bioprocesses and Materials Engineering, University of Campinas (Unicamp), Av. Albert Einstein, 500, Campinas, SP, 13083-852, Brazil
| | - Sébastien Sart
- LadHyX and Department of Mechanics, Ecole Polytechnique, 91128, Palaiseau, France.,Institut Pasteur, Physical Microfluidics and Bioengineering laboratory, Département Génomes et Génétique, 25-28 rue du Dr. Roux, 75015, Paris, France
| | - Antoine Barizien
- LadHyX and Department of Mechanics, Ecole Polytechnique, 91128, Palaiseau, France
| | - Lucimara Gaziola De La Torre
- School of Chemical Engineering, Department of Bioprocesses and Materials Engineering, University of Campinas (Unicamp), Av. Albert Einstein, 500, Campinas, SP, 13083-852, Brazil
| | - Charles N Baroud
- LadHyX and Department of Mechanics, Ecole Polytechnique, 91128, Palaiseau, France. .,Institut Pasteur, Physical Microfluidics and Bioengineering laboratory, Département Génomes et Génétique, 25-28 rue du Dr. Roux, 75015, Paris, France.
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9
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Mao Y, Yan R, Li A, Zhang Y, Li J, Du H, Chen B, Wei W, Zhang Y, Sumners C, Zheng H, Li H. Lentiviral Vectors Mediate Long-Term and High Efficiency Transgene Expression in HEK 293T cells. Int J Med Sci 2015; 12:407-15. [PMID: 26005375 PMCID: PMC4441065 DOI: 10.7150/ijms.11270] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/08/2014] [Accepted: 02/20/2015] [Indexed: 12/02/2022] Open
Abstract
OBJECTIVES Lentiviral vectors have been used successfully to rapidly produce decigram quantities of active recombinant proteins in mammalian cell lines. To optimize the protein production platform, the roles of Ubiquitous Chromatin Opening Element (UCOE), an insulator, and selected promoters were evaluated based on efficiency and stability of foreign gene expression mediated by lentiviral vectors. METHODS Five lentiviral vectors, pFIN-EF1α-GFP-2A-mCherH-WPRE containing EF1α promoter and HS4 insulator, p'HR.cppt.3'1.2kb-UCOE-SFFV-eGFP containing SFFV promoter and UCOE, pTYF-CMV(β-globin intron)-eGFP containing CMV promoter and β-globin intron, pTYF-CMV-eGFP containing CMV promoter, and pTYF-EF1α-eGFP with EF1α promoter were packaged, titered, and then transduced into 293T cells (1000 viral genomes per cell). The transduced cells were passaged once every three days at a ratio of 1:10. Expression level and stability of the foreign gene, green fluorescence protein (GFP), was evaluated using fluorescent microscopy and flow cytometry. Furthermore, we constructed a hepatitis C virus (HCV) E1 recombinant lentiviral vector, pLV-CMV-E1, driven by the CMV promoter. This vector was packaged and transduced into 293T cells, and the recombinant cell lines with stable expression of E1 protein were established by limiting dilution. RESULTS GFP expression in 293T cells transduced with the five lentiviral vectors peaked between passages 3 and 5 and persisted for more than 5 weeks. The expression was prolonged in the cells transduced with TYF-CMV (β-globin intron)-eGFP or TYF-CMV-eGFP, demonstrating less than a 50% decrease even at 9 weeks post transduction (p>0.05). The TYF-CMV-eGFP-transduced cells began with a higher level of GFP expression than other vectors did. The percentage of GFP positive cells for any of the five lentiviral vectors sustained over time. Moreover, the survival rates of all transfected cells exceeded 80% at both 5 and 9 weeks post transduction. Surprisingly, neither the HS4 insulator nor the UCOE sequence improved the GFP expression level or stability. Clonal cell lines with HCV E1 gene were generated from LV-CMV-E1 vector-infected 293T cells. A representative recombinant cell line maintained stable E1expression for at least 9 weeks without significant difference in morphology compared with untreated 293T cells. CONCLUSION The results suggest that all five vectors can stably transduce 293T cells, producing long term transgene expression with different efficiencies. However, neither the insulator nor the UCOE improved the GFP expression. The vectors containing the promoter CMV or CMV (β-globin intron) generated the highest gene expressions, manifesting as more favorable candidates for recombinant protein production in HEK293T cells.
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Affiliation(s)
- Yingying Mao
- 1. School of Biotechnology, Southern Medical University, Guangzhou, Guangdong, China
| | - Renhe Yan
- 1. School of Biotechnology, Southern Medical University, Guangzhou, Guangdong, China
| | - Andrew Li
- 2. Department of Biomedical Engineering, The Johns Hopkins University School of Medicine, Baltimore, USA
| | - Yanling Zhang
- 1. School of Biotechnology, Southern Medical University, Guangzhou, Guangdong, China
| | - Jinlong Li
- 1. School of Biotechnology, Southern Medical University, Guangzhou, Guangdong, China
| | - Hongyan Du
- 1. School of Biotechnology, Southern Medical University, Guangzhou, Guangdong, China
| | - Baihong Chen
- 1. School of Biotechnology, Southern Medical University, Guangzhou, Guangdong, China
| | - Wenjin Wei
- 3. Beijing Minhai Biotechnology CO., LTD, Beijing, China
| | - Yi Zhang
- 4. Department of Pharmacology, University of Florida, Gainesville, Florida, USA
| | - Colin Sumners
- 5. Department of Physiology and Functional Genomics, University of Florida, Gainesville, Florida, USA
| | - Haifa Zheng
- 3. Beijing Minhai Biotechnology CO., LTD, Beijing, China
| | - Hongwei Li
- 1. School of Biotechnology, Southern Medical University, Guangzhou, Guangdong, China
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10
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Dai W, Hahn J, Kang J. Reconstruction of transcription factor profiles from fluorescent protein reporter systems via dynamic optimization and Tikhonov regularization. AIChE J 2014. [DOI: 10.1002/aic.14559] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Wei Dai
- Dept. of Chemical & Biological Engineering; Rensselaer Polytechnic Institute; Troy NY 12180
- Dept. of Biomedical Engineering; Rensselaer Polytechnic Institute; Troy NY 12180
| | - Juergen Hahn
- Dept. of Chemical & Biological Engineering; Rensselaer Polytechnic Institute; Troy NY 12180
- Dept. of Biomedical Engineering; Rensselaer Polytechnic Institute; Troy NY 12180
| | - Jia Kang
- Dept. of Chemical Engineering; Texas A&M University; College Station TX 77843
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11
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Zuleta IA, Aranda-Díaz A, Li H, El-Samad H. Dynamic characterization of growth and gene expression using high-throughput automated flow cytometry. Nat Methods 2014; 11:443-8. [PMID: 24608180 PMCID: PMC4016179 DOI: 10.1038/nmeth.2879] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2013] [Accepted: 01/16/2014] [Indexed: 01/06/2023]
Abstract
Cells adjust to changes in environmental conditions using complex regulatory programs. These cellular programs are the result of an intricate interplay between gene expression, cellular growth and protein degradation. Technologies that enable simultaneous and time-resolved measurements of these variables are necessary to dissect cellular homeostatic strategies. Here we report the development of an automated flow cytometry robotic setup that enables real-time measurement of precise and simultaneous relative growth and protein synthesis rates of multiplexed microbial populations across many conditions. These measurements generate quantitative profiles of dynamically evolving protein synthesis and degradation rates. We demonstrate this setup in the context of gene regulation of the unfolded protein response (UPR) of Saccharomyces cerevisiae and uncover a dynamic and complex landscape of gene expression, growth dynamics and proteolysis following perturbations.
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Affiliation(s)
- Ignacio A Zuleta
- 1] Department of Biochemistry and Biophysics, University of California, San Francisco, San Francisco, California, USA. [2] The California Institute for Quantitative Biosciences, San Francisco, California, USA
| | - Andrés Aranda-Díaz
- 1] Department of Biochemistry and Biophysics, University of California, San Francisco, San Francisco, California, USA. [2] The California Institute for Quantitative Biosciences, San Francisco, California, USA
| | - Hao Li
- 1] Department of Biochemistry and Biophysics, University of California, San Francisco, San Francisco, California, USA. [2] The California Institute for Quantitative Biosciences, San Francisco, California, USA
| | - Hana El-Samad
- 1] Department of Biochemistry and Biophysics, University of California, San Francisco, San Francisco, California, USA. [2] The California Institute for Quantitative Biosciences, San Francisco, California, USA
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12
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Tone Y, Toma T, Toga A, Sakakibara Y, Wada T, Yabe M, Kusafuka H, Yachie A. Enhanced exon 2 skipping caused by c.910G>A variant and alternative splicing ofMEFVgenes in two independent cases of familial Mediterranean fever. Mod Rheumatol 2014. [DOI: 10.3109/s10165-011-0461-4] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
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13
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Bansal L, Chu Y, Laird C, Hahn J. Regularization of inverse problems to determine transcription factor profiles from fluorescent reporter systems. AIChE J 2012. [DOI: 10.1002/aic.13782] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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14
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Computing transcription factor distribution profiles from green fluorescent protein reporter data. Chem Eng Sci 2012. [DOI: 10.1016/j.ces.2011.09.044] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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15
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Filonov GS, Piatkevich KD, Ting LM, Zhang J, Kim K, Verkhusha VV. Bright and stable near-infrared fluorescent protein for in vivo imaging. Nat Biotechnol 2011; 29:757-61. [PMID: 21765402 PMCID: PMC3152693 DOI: 10.1038/nbt.1918] [Citation(s) in RCA: 517] [Impact Index Per Article: 39.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2011] [Accepted: 06/15/2011] [Indexed: 11/22/2022]
Abstract
The ability of non-invasive monitoring of deep-tissue developmental, metabolic, and pathogenic processes will advance modern biotechnology. Imaging of live mammals using fluorescent probes is more feasible within a “near-infrared optical window” (NIRW)1. Here we report a phytochrome-based near infra-red fluorescent protein (iRFP) with the excitation/emission maxima at 690/713 nm. Bright fluorescence in a living mouse proved iRFP to be a superior probe for non-invasive imaging of internal mammalian tissues. Its high intracellular stability, low cytotoxicity, and lack of the requirement to add external biliverdin-chromophore makes iRFP as easy to use as conventional GFP-like proteins. Compared to earlier phytochrome-derived fluorescent probes, the iRFP protein has better in vitro characteristics and performs well in cells and in vivo, having greater effective brightness and photostability. Compared to the far-red GFP-like proteins, iRFP has substantially higher signal to background ratio in a mouse model owing to its infra-red shifted spectra.
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Affiliation(s)
- Grigory S Filonov
- Department of Anatomy and Structural Biology and Gruss-Lipper Biophotonics Center, Albert Einstein College of Medicine, Bronx, New York, USA
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Gueret V, Negrete-Virgen JA, Lyddiatt A, Al-Rubeai M. Rapid titration of adenoviral infectivity by flow cytometry in batch culture of infected HEK293 cells. Cytotechnology 2011; 38:87-97. [PMID: 19003090 DOI: 10.1023/a:1021106116887] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
There is a constant and growing interest in exploitingadenoviruses as vectors for gene therapy when transientexpression of a therapeutic protein is necessary. Therequirement for an increased viral titre has prompted asearch for techniques by which this virus may be assayedwith greater speed and simplicity. Conventional plaqueassay for quantification of adenoviral vectors titre incurrent use is laborious and time-consuming (up to 14days). We report herein a method for the monitoring ofadenovirus expressing green fluorescent protein thatincorporates rapid and easy sample handling by means offlow cytometric analysis. Cells (HEK293) were infectedwith adenovirus at various multiplicity of infection(MOI), harvested 17 to 20 h post infection and analysedby flow cytometry. Assumptions were made that onefluorescent cell was infected by a single infectiousparticle at a relatively low MOI. The adenoviral titrewas subsequently estimated from cell analysis in arelatively short time. The results obtained with an E1-complementing cell line (HEK293) were compared with thatobtained using a non-complementing cell line (A549). APoisson distribution successfully modelled the profile ofinfection as a function of MOI. This provided a betterunderstanding of adenoviral infection at the earlieststage possible. Monitoring of GFP fluorescence and viruspropagation in a batch culture of infected cells wassubsequently used as a practical application of thevalidated method.
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Affiliation(s)
- Vincent Gueret
- Department of Chemical Engineering, University of Birmingham, Birmingham, B15 2TT, UK
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Enhanced exon 2 skipping caused by c.910G>A variant and alternative splicing of MEFV genes in two independent cases of familial Mediterranean fever. Mod Rheumatol 2011; 22:45-51. [PMID: 21562927 DOI: 10.1007/s10165-011-0461-4] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2011] [Accepted: 04/15/2011] [Indexed: 10/18/2022]
Abstract
Most reported cases of familial Mediterranean fever (FMF) involve missense mutations of MEFV concentrated within exon 10. We experienced two independent pedigrees of a unique variant in the MEFV gene that might cause excessive exon 2 skipping due to enhanced alternative splicing. In this study, we tried to elucidate the molecular mechanism of the MEFV variant as a cause of the FMF phenotype. Peripheral blood was obtained from volunteers and two patients with homozygous c.910G>A variant of the MEFV gene. MEFV messenger RNA (mRNA) expression patterns in mononuclear cells and granulocytes were compared using forward and reverse primers from exons 1 and 3, respectively. Expression profiles of pyrin were examined by transfecting wild-type and variant MEFV genes into HEK293T cells. Expression of normal-sized mRNA was extremely reduced in these patients, whereas that of aberrant short mRNA, deleting exon 2 (Δex2), was significantly increased. Immunohistochemical and immunoblotting analyses revealed a truncated immunoreactive pyrin protein in cells transfected with Δex2 cDNA. The MEFV gene c.910G>A variant results in accelerated aberrant splicing with abnormal protein size, presumably leading to anomalous pyrin function. This is the first report to show that an MEFV variant other than missense mutation is responsible for the FMF phenotype.
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Zhang XX, Allen PG, Grinstaff M. Macropinocytosis is the major pathway responsible for DNA transfection in CHO cells by a charge-reversal amphiphile. Mol Pharm 2011; 8:758-66. [PMID: 21449536 DOI: 10.1021/mp100366h] [Citation(s) in RCA: 44] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
The cellular uptake of a functional charge-reversal amphiphile:DNA lipoplex is described. First, pharmacological inhibitors were applied to block different endocytosis pathways. By examining the resulting transfection activities, it was found that endocytosis was the pathway leading to transfection in Chinese hamster ovary (CHO) cells. When the specific pathway of macropinocytosis was inhibited, β-galactosidase expression was significantly depleted (90%); meanwhile the inhibition of clathrin-mediated pathway only brought a 30% decrease in expression; and the inhibition of caveolae-mediated pathway did not affect expression. Furthermore, a transfection kinetics study revealed that the cellular uptake responsible for gene expression was a slower process compared to clathrin-mediated endocytosis, consistent with fluid-phase uptake compared to receptor-mediated uptake. Next, a fluorescence colocalization study was used to visualize the DNA lipoplex uptake pathways. The colocalization of the DNA lipoplex and Cascade Blue, a fluid-phase uptake marker, was observed. Meanwhile, the colocalization of the DNA lipoplex and transferrin, a clathrin-mediated endocytosis marker, was also seen. However, no colocalization was observed with the endosome/lysosome marker Lysotracker. Our results indicate that macropinocytosis, not the commonly seen clathrin-mediated endocytosis for cationic lipids, is the major pathway leading to gene transfection in CHO cells for this charge-reversal amphiphile.
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Affiliation(s)
- Xiao-Xiang Zhang
- Department of Biomedical Engineering, Boston University, Boston, Massachusetts 02215, USA
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Gaillet B, Gilbert R, Broussau S, Pilotte A, Malenfant F, Mullick A, Garnier A, Massie B. High-level recombinant protein production in CHO cells using lentiviral vectors and the cumate gene-switch. Biotechnol Bioeng 2010; 106:203-15. [PMID: 20178120 DOI: 10.1002/bit.22698] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Fast and efficient production of recombinant proteins for structural and functional studies is a crucial issue for research and for industry. To this end, we have developed an efficient system to generate in less than 2 months, starting from the cDNA, pools of CHO cells stably expressing high-level of recombinant proteins. It is based on lentiviral vectors (LVs) for stable transduction coupled with the cumate gene-switch for inducible and efficient gene expression. Transcription is initiated upon binding of the cumate transactivator (cTA) or the reverse cTA (rcTA) to the CR5 promoter. Binding of cTA or rcTA is prevented or induced by addition of cumate respectively. We first validated the CHO/LV production system with an LV carrying the secreted alkaline phosphatase (SEAP), whose expression was linked to the green fluorescent protein (GFP) through an internal ribosome entry site (IRES). CHO cells stably expressing the cTA (CHO-cTA) were transduced at various multiplicity of infection (MOI). Pools of cells were incubated at 37 and 30 degrees C during 10 days. Optimal SEAP production (65 microg/mL) was achieved at 30 degrees C with a MOI of 200. The pool stability was demonstrated for 48 days of culture by GFP expression analysis. The system was also evaluated using LV expressing three typical therapeutic proteins (a protein made up of the extracellular domain of CD200 fused to IgG Fc region [CD200Fc], a chimeric antibody [chB43], and erythropoietin [EPO]). CHO cells expressing rcTA (CHO-Cum2) were transduced with these LVs at a MOI of 200 and production was tested at 30 degrees C. After 13 days of culture, 235, 160, and 206 microg/mL of CD200Fc, chB43, and EPO were produced, respectively. The ON/OFF ratio of these pools was equal to 6 for CD200Fc, 16 for chB43, and 74 for EPO. In conclusion, this system should be very useful to produce mg quantities of recombinant proteins in a timely manner in serum free suspension culture of CHO cells for preclinical studies.
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Affiliation(s)
- Bruno Gaillet
- Genomics & Gene Therapy Vectors, Biotechnology Research Institute, National Research Council Canada, Montréal, QC, Canada
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Huang Z, Moya C, Jayaraman A, Hahn J. Using the Tet-On system to develop a procedure for extracting transcription factor activation dynamics. MOLECULAR BIOSYSTEMS 2010; 6:1883-9. [PMID: 20552111 DOI: 10.1039/c003229h] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
The regulation of gene expression by transcription factors through different expression and activation dynamics is an important aspect of genomics and systems biology. Reporter systems using green fluorescent protein (GFP) or luciferase are often used to infer transcription factor dynamics. We recently used an inverse problem solution of GFP reporter profiles to demonstrate that the activation dynamics of a model transcription actor (NF-kappaB) can be reconstructed from GFP data. This approach assumes that the general nature of the transcription factor dynamics is known; however, it is non-trivial to determine the exact nature of the transcription factor dynamics as it often depends upon the cell type and the stimulus used to activate the transcription factor. This, in turn, limits the determination of accurate transcription factor dynamics from reporter data, especially since the model used for solution of an inverse problem needs to be verified. To address this point, we developed a reporter cell line for expressing GFP using an inducible, artificial transcription factor (tTA) and minimal promoter system. The artificial transcription factor can be activated independent of the cellular regulatory machinery through addition of doxycycline. This allows us to directly control the dynamics of the artificial transcription factor, and thereby, develop a model describing its activation dynamics from reporter data. Our experimental data and model predictions are in good agreement, and illustrate the utility of our approach. Future work will focus on using the developed approach, i.e. solution of an inverse problem involving the model describing expression of GFP, to extract the dynamics of transcription factors that are currently uncharacterized.
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Affiliation(s)
- Zuyi Huang
- Artie McFerrin Department of Chemical Engineering, Texas A&M University, 200 Jack E Brown, College Station, TX 77843-3122, USA
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de Jong H, Ranquet C, Ropers D, Pinel C, Geiselmann J. Experimental and computational validation of models of fluorescent and luminescent reporter genes in bacteria. BMC SYSTEMS BIOLOGY 2010; 4:55. [PMID: 20429918 PMCID: PMC2877006 DOI: 10.1186/1752-0509-4-55] [Citation(s) in RCA: 57] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/27/2009] [Accepted: 04/29/2010] [Indexed: 11/10/2022]
Abstract
BACKGROUND Fluorescent and luminescent reporter genes have become popular tools for the real-time monitoring of gene expression in living cells. However, mathematical models are necessary for extracting biologically meaningful quantities from the primary data. RESULTS We present a rigorous method for deriving relative protein synthesis rates (mRNA concentrations) and protein concentrations by means of kinetic models of gene expression. We experimentally and computationally validate this approach in the case of the protein Fis, a global regulator of transcription in Escherichia coli. We show that the mRNA and protein concentration profiles predicted from the models agree quite well with direct measurements obtained by Northern and Western blots, respectively. Moreover, we present computational procedures for taking into account systematic biases like the folding time of the fluorescent reporter protein and differences in the half-lives of reporter and host gene products. The results show that large differences in protein half-lives, more than mRNA half-lives, may be critical for the interpretation of reporter gene data in the analysis of the dynamics of regulatory systems. CONCLUSIONS The paper contributes to the development of sound methods for the interpretation of reporter gene data, notably in the context of the reconstruction and validation of models of regulatory networks. The results have wide applicability for the analysis of gene expression in bacteria and may be extended to higher organisms.
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Affiliation(s)
- Hidde de Jong
- INRIA Grenoble - Rhône-Alpes, 655 Av. de l'Europe, Montbonnot, 38334 St Ismier Cedex, France
| | - Caroline Ranquet
- Institut Jean Roget, LAPM, UMR5163, Campus Santé, Université Joseph Fourier, Domaine de la Merci, 38700 La Tronche, France
- INRIA Grenoble - Rhône-Alpes, 655 Av. de l'Europe, Montbonnot, 38334 St Ismier Cedex, France
| | - Delphine Ropers
- INRIA Grenoble - Rhône-Alpes, 655 Av. de l'Europe, Montbonnot, 38334 St Ismier Cedex, France
| | - Corinne Pinel
- Institut Jean Roget, LAPM, UMR5163, Campus Santé, Université Joseph Fourier, Domaine de la Merci, 38700 La Tronche, France
- INRIA Grenoble - Rhône-Alpes, 655 Av. de l'Europe, Montbonnot, 38334 St Ismier Cedex, France
| | - Johannes Geiselmann
- Institut Jean Roget, LAPM, UMR5163, Campus Santé, Université Joseph Fourier, Domaine de la Merci, 38700 La Tronche, France
- INRIA Grenoble - Rhône-Alpes, 655 Av. de l'Europe, Montbonnot, 38334 St Ismier Cedex, France
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Schwake G, Youssef S, Kuhr JT, Gude S, David MP, Mendoza E, Frey E, Rädler JO. Predictive modeling of non-viral gene transfer. Biotechnol Bioeng 2010; 105:805-13. [PMID: 19953668 DOI: 10.1002/bit.22604] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
In non-viral gene delivery, the variance of transgenic expression stems from the low number of plasmids successfully transferred. Here, we experimentally determine Lipofectamine- and PEI-mediated exogenous gene expression distributions from single cell time-lapse analysis. Broad Poisson-like distributions of steady state expression are observed for both transfection agents, when used with synchronized cell lines. At the same time, co-transfection analysis with YFP- and CFP-coding plasmids shows that multiple plasmids are simultaneously expressed, suggesting that plasmids are delivered in correlated units (complexes). We present a mathematical model of transfection, where a stochastic, two-step process is assumed, with the first being the low-probability entry step of complexes into the nucleus, followed by the subsequent release and activation of a small number of plasmids from a delivered complex. This conceptually simple model consistently predicts the observed fraction of transfected cells, the cotransfection ratio and the expression level distribution. It yields the number of efficient plasmids per complex and elucidates the origin of the associated noise, consequently providing a platform for evaluating and improving non-viral vectors.
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Affiliation(s)
- Gerlinde Schwake
- Fakultät für Physik, Ludwig-Maximilians-Universität, Geschwister-Scholl-Platz 1, D-80539 München, Germany.
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Zhang K, Li X, Ma Y, Zou S, Yang L, Zhang M. A curve fitting method of quantifying green fluorescent protein expression level in Escherichia coli. J Microbiol Methods 2010; 80:172-7. [DOI: 10.1016/j.mimet.2009.12.003] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2009] [Revised: 12/04/2009] [Accepted: 12/06/2009] [Indexed: 10/20/2022]
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Ng SK, Lin W, Sachdeva R, Wang DI, Yap MG. Vector fragmentation: Characterizing vector integrity in transfected clones by Southern blotting. Biotechnol Prog 2009; 26:11-20. [DOI: 10.1002/btpr.281] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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25
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Browne SM, Al-Rubeai M. Selection Methods for High-Producing Mammalian Cell Lines. CELL ENGINEERING 2009. [DOI: 10.1007/978-90-481-2245-5_7] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
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26
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Brown D, Lostroh CP. Inferring gene expression dynamics from reporter protein levels. Biotechnol J 2008; 3:1437-48. [DOI: 10.1002/biot.200800133] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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27
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Agarwal S, Kumar R, Gupta P, Dixit A. Identification and Characterization of a Positive Regulatory cis-element Within the Upstream Region of c-jun. J Biochem 2008; 144:741-52. [DOI: 10.1093/jb/mvn129] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023] Open
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28
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Huang Z, Senocak F, Jayaraman A, Hahn J. Integrated modeling and experimental approach for determining transcription factor profiles from fluorescent reporter data. BMC SYSTEMS BIOLOGY 2008; 2:64. [PMID: 18637177 PMCID: PMC2491602 DOI: 10.1186/1752-0509-2-64] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/21/2008] [Accepted: 07/17/2008] [Indexed: 01/12/2023]
Abstract
Background The development of quantitative models of signal transduction, as well as parameter estimation to improve existing models, depends on the ability to obtain quantitative information about various proteins that are part of the signaling pathway. However, commonly-used measurement techniques such as Western blots and mobility shift assays provide only qualitative or semi-quantitative data which cannot be used for estimating parameters. Thus there is a clear need for techniques that enable quantitative determination of signal transduction intermediates. Results This paper presents an integrated modeling and experimental approach for quantitatively determining transcription factor profiles from green fluorescent protein (GFP) reporter data. The technique consists of three steps: (1) creating data sets for green fluorescent reporter systems upon stimulation, (2) analyzing the fluorescence images to determine fluorescence intensity profiles using principal component analysis (PCA) and K-means clustering, and (3) computing the transcription factor concentration from the fluorescence intensity profiles by inverting a model describing transcription, translation, and activation of green fluorescent proteins. We have used this technique to quantitatively characterize activation of the transcription factor NF-κB by the cytokine TNF-α. In addition, we have applied the quantitative NF-κB profiles obtained from our technique to develop a model for TNF-α signal transduction where the parameters were estimated from the obtained data. Conclusion The technique presented here for computing transcription factor profiles from fluorescence microscopy images of reporter cells generated quantitative data on the magnitude and dynamics of NF-κB activation by TNF-α. The obtained results are in good agreement with qualitative descriptions of NF-κB activation as well as semi-quantitative experimental data from the literature. The profiles computed from the experimental data have been used to re-estimate parameters for a NF-κB model and the results of additional experiments are predicted very well by the model with the new parameter values. While the presented approach has been applied to NF-κB and TNF-α signaling, it can be used to determine the profile of any transcription factor as long as GFP reporter fluorescent profiles are available.
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Affiliation(s)
- Zuyi Huang
- Artie McFerrin Department of Chemical Engineering, Texas A&M University, College Station, TX 77843-3122, USA.
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29
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Chen S, Gray D, Ma J, Subramanian S. Production of recombinant proteins in mammalian cells. CURRENT PROTOCOLS IN PROTEIN SCIENCE 2008; Chapter 5:Unit5.10. [PMID: 18429176 DOI: 10.1002/0471140864.ps0510s12] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
The best strategy for consistent production of larger quantities of pure protein is stable expression. Popular hosts for stable expression are Chinese hamster ovary (CHO) cells, baby hamster kidney (BHK-21) cells, myeloma cells, and the transformed kidney cell line 293. Protocols for stable production in CHO cells are described in this unit. Typical methods for transfection using commercially available plasmid expression vectors are described, along with methods to select for stable expression and methods for amplifying the expression level in the transfected cell. Following this, procedures are presented for efficient cell growth to obtain significant amounts of protein product. Support protocols describe freezing of cells, determination of growth rates, determination of specific productivity of cells, preparing samples for assay, and setting up a 10-day shaker-flask growth curve.
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Affiliation(s)
- S Chen
- Chiron Corporation, Emeryville, California, USA
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Newkome GR, Shreiner CD. Poly(amidoamine), polypropylenimine, and related dendrimers and dendrons possessing different 1→2 branching motifs: An overview of the divergent procedures. POLYMER 2008. [DOI: 10.1016/j.polymer.2007.10.021] [Citation(s) in RCA: 313] [Impact Index Per Article: 19.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
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Andrews BT, Schoenfish AR, Roy M, Waldo G, Jennings PA. The rough energy landscape of superfolder GFP is linked to the chromophore. J Mol Biol 2007; 373:476-90. [PMID: 17822714 PMCID: PMC2695656 DOI: 10.1016/j.jmb.2007.07.071] [Citation(s) in RCA: 57] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2007] [Revised: 07/18/2007] [Accepted: 07/29/2007] [Indexed: 10/22/2022]
Abstract
Many green fluorescent protein (GFP) variants have been developed for use as fluorescent tags, and recently a superfolder GFP (sfGFP) has been developed as a robust folding reporter. This new variant shows increased stability and improved folding kinetics, as well as 100% recovery of native protein after denaturation. Here, we characterize sfGFP, and find that this variant exhibits hysteresis as unfolding and refolding equilibrium titration curves are non-coincident even after equilibration for more than eight half-lives as estimated from kinetic unfolding and refolding studies. This hysteresis is attributed to trapping in a native-like intermediate state. Mutational studies directed towards inhibiting chromophore formation indicate that the novel backbone cyclization is responsible for the hysteresis observed in equilibrium titrations of sfGFP. Slow equilibration and the presence of intermediates imply a rough landscape. However, de novo folding in the absence of the chromophore is dominated by a smoother energy landscape than that sampled during unfolding and refolding of the post-translationally modified polypeptide.
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Affiliation(s)
- Benjamin T. Andrews
- Department of Chemistry and Biochemistry, University of California, San Diego, La Jolla, CA, 92093-0375
| | - Andrea R. Schoenfish
- Department of Chemistry and Biochemistry, University of California, San Diego, La Jolla, CA, 92093-0375
| | - Melinda Roy
- Department of Chemistry and Biochemistry, University of California, San Diego, La Jolla, CA, 92093-0375
| | | | - Patricia A. Jennings
- Department of Chemistry and Biochemistry, University of California, San Diego, La Jolla, CA, 92093-0375
- Corresponding author, E-mail:
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Kornreich BG, Niu L, Roberson MS, Oswald RE. Identification of C-terminal domain residues involved in protein kinase A-mediated potentiation of kainate receptor subtype 6. Neuroscience 2007; 146:1158-68. [PMID: 17379418 PMCID: PMC2700767 DOI: 10.1016/j.neuroscience.2007.02.012] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2006] [Revised: 02/07/2007] [Accepted: 02/07/2007] [Indexed: 11/18/2022]
Abstract
Glutamate receptors are the major excitatory receptors in the vertebrate CNS and have been implicated in a number of physiological and pathological processes. Previous work has shown that glutamate receptor function may be modulated by protein kinase A (PKA)-mediated phosphorylation, although the molecular mechanism of this potentiation has remained unclear. We have investigated the phosphorylation of specific amino acid residues in the C-terminal cytoplasmic domain of the rat kainate receptor subtype 6 (GluR6) as a possible mechanism for regulation of receptor function. The C-terminal tail of rat GluR6 can be phosphorylated by PKA on serine residues as demonstrated using [gamma-32P]ATP kinase assays. Whole cell recordings of transiently transfected human embryonic kidney (HEK) 293 cells showed that phosphorylation by PKA potentiates whole cell currents in wildtype GluR6 and that removal of the cytoplasmic C-terminal domain abolishes this potentiation. This suggested that the C-terminal domain may contain residue(s) involved in the PKA-mediated potentiation. Single mutations of each serine residue in the C-terminal domain (S815A, S825A, S828A, and S837A) and a truncation after position 855, which removes all threonines (T856, T864, and T875) from the domain, do not abolish PKA potentiation. However, the S825A/S837A mutation, but no other double mutation, abolishes potentiation. These results demonstrate that phosphorylation of the C-terminal tail of GluR6 by PKA leads to potentiation of whole cell response, and the combination of S825 and S837 in the C-terminal domain is a vital component of the mechanism of GluR6 potentiation by PKA.
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Affiliation(s)
| | - Li Niu
- Dept of Molecular Medicine, Cornell University, Ithaca, NY 14853
- Dept of Chemistry, Center of Biochemistry & Biophysics, SUNY Albany, Albany, NY 12222
| | - Mark S. Roberson
- Dept of Biomedical Sciences, Cornell University, Ithaca, NY 14853
| | - Robert E. Oswald
- Dept of Molecular Medicine, Cornell University, Ithaca, NY 14853
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Gordon A, Colman-Lerner A, Chin TE, Benjamin KR, Yu RC, Brent R. Single-cell quantification of molecules and rates using open-source microscope-based cytometry. Nat Methods 2007; 4:175-81. [PMID: 17237792 DOI: 10.1038/nmeth1008] [Citation(s) in RCA: 184] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2006] [Accepted: 12/20/2006] [Indexed: 11/09/2022]
Abstract
Microscope-based cytometry provides a powerful means to study cells in high throughput. Here we present a set of refined methods for making sensitive measurements of large numbers of individual Saccharomyces cerevisiae cells over time. The set consists of relatively simple 'wet' methods, microscope procedures, open-source software tools and statistical routines. This combination is very sensitive, allowing detection and measurement of fewer than 350 fluorescent protein molecules per living yeast cell. These methods enabled new protocols, including 'snapshot' protocols to calculate rates of maturation and degradation of molecular species, including a GFP derivative and a native mRNA, in unperturbed, exponentially growing yeast cells. Owing to their sensitivity, accuracy and ability to track changes in individual cells over time, these microscope methods may complement flow-cytometric measurements for studies of the quantitative physiology of cellular systems.
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Affiliation(s)
- Andrew Gordon
- The Molecular Sciences Institute, 2168 Shattuck Avenue, Berkeley, California 94704, USA
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Suzuki J, Fukuda M, Kawata S, Maruoka M, Kubo Y, Takeya T, Shishido T. A rapid protein expression and purification system using Chinese hamster ovary cells expressing retrovirus receptor. J Biotechnol 2007; 126:463-74. [PMID: 16766074 DOI: 10.1016/j.jbiotec.2006.04.039] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2005] [Revised: 04/20/2006] [Accepted: 04/28/2006] [Indexed: 02/03/2023]
Abstract
Conventional stable protein expression systems using mammalian cells include a time-consuming step of antibiotic resistance-based cell cloning. Here, we report a rapid flow cytometry-based method for the collection of retrovirus vector-infected Chinese hamster ovary (CHO) cells that express desired proteins. The vector carries the genes for green fluorescent protein (GFP), as a marker, and glutathione-S-transferase (GST), to express the desired protein as a GST-fusion construct. To render CHO cells susceptible to retrovirus infection, they were forced to express EcoR, the receptor for retroviruses. After infection, cells expressing desired proteins were collected by flow cytometry as a GFP-positive population, and the desired proteins were purified by glutathione affinity chromatography. This method reduces the time required between infection of cells and purification of a desired protein from several months to approximately 2 weeks.
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Affiliation(s)
- Jun Suzuki
- Laboratory of Molecular Oncology, Nara Institute of Science and Technology, Ikoma, Nara, Japan
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35
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Zhang Y, Yang B. In vivo optimizing of intracellular production of heterologous protein in Pichia pastoris by fluorescent scanning. Anal Biochem 2006; 357:232-9. [PMID: 16930521 DOI: 10.1016/j.ab.2006.07.014] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2006] [Revised: 07/13/2006] [Accepted: 07/14/2006] [Indexed: 10/24/2022]
Abstract
Specific monitoring of recombinant protein titer in DNA recombinant biotechnology traditionally has relied on SDS-PAGE, Western blotting, or bioactivity-based assays, but these are labor-intensive, time-consuming, and destructive and are not a good choice for the optimization of recombinant protein production. We describe a study in which enhanced green fluorescence protein (EGFP) was fused to the C terminus of a model protein glutathione S-transferase (GST) to optimize the chimeric protein production in Pichia pastoris by measurements of fluorescence of living cells in a 96-well microtiter plate using simple fluorescent scanning. Several common factors (e.g., time course of expression, effect of methanol concentration, frequency of methanol addition, medium pH) were tested using this strategy. Western blotting assay showed that the correct full-length GST-EGFP chimeric protein was expressed intracellularly in P. pastoris. The fluorescence intensity and GST bioactivity of cell extract yielded a direct correlation. The results show that the reported method provides an attractive platform for the optimization of recombinant protein production in vivo in real time as well as handling at least 96 samples in parallel.
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Affiliation(s)
- Yaodong Zhang
- School of Chemistry and Materials Science, Shaanxi Normal University, Xi'an 710062, China
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36
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Mustafa H, Strasser B, Rauth S, Irving RA, Wark KL. Identification of a functional nuclear export signal in the green fluorescent protein asFP499. Biochem Biophys Res Commun 2006; 342:1178-82. [PMID: 16516151 DOI: 10.1016/j.bbrc.2006.02.077] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2006] [Accepted: 02/08/2006] [Indexed: 10/25/2022]
Abstract
The green fluorescent protein (GFP) asFP499 from Anemonia sulcata is a distant homologue of the GFP from Aequorea victoria. We cloned the asFP499 gene into a mammalian expression vector and showed that this protein was expressed in the human lymphoblast cell line Ramos RA1 and in the embryonic kidney 293T cell line (HEK 293T). In HEK 293T cells, asFP499 was localized mainly in the cytoplasm, suggesting that the protein was excluded from the nucleus. We identified (194)LRMEKLNI(201) as a candidate nuclear export signal in asFP499 and mutated the isoleucine at position 201 to an alanine. Unlike the wildtype form, the mutant protein was distributed throughout the cytoplasm and nucleus. This is the first report of a GFP that contains a functional NES.
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Affiliation(s)
- Huseyin Mustafa
- Cooperative Research Centre for Diagnostics at CSIRO Molecular and Health Technologies, 343 Royal Parade, Parkville, Vic. 3052, Australia.
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37
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Lim SH, Liao IC, Leong KW. Nonviral gene delivery from nonwoven fibrous scaffolds fabricated by interfacial complexation of polyelectrolytes. Mol Ther 2006; 13:1163-72. [PMID: 16497560 PMCID: PMC2409000 DOI: 10.1016/j.ymthe.2005.12.016] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2005] [Revised: 12/24/2005] [Accepted: 12/27/2005] [Indexed: 01/08/2023] Open
Abstract
We investigated a novel nonwoven fibrous scaffold as a vehicle for delivery of DNA. Fibers were formed by polyelectrolyte complexation of water-soluble chitin and alginate, and PEI-DNA nanoparticles were encapsulated during the fiber drawing process. Nanoparticles released from the fibers over time retained their bioactivity and successfully transfected cells seeded on the scaffold in a sustained manner. Transgene expression in HEK293 cells and human dermal fibroblasts seeded on the transfecting scaffolds was significant even after 2 weeks of culture compared to 3-day expression in two-dimensional controls. Fibroblasts seeded on scaffolds containing DNA encoding basic fibroblast growth factor (bFGF) demonstrated prolonged secretion of bFGF at levels significantly higher than baseline. This work establishes the potential of this fibrous scaffold as a matrix capable of delivering genes to direct and support cellular development in tissue engineering.
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Affiliation(s)
| | | | - Kam W. Leong
- To whom correspondence and reprint requests should be addressed. Fax: +1 443 287 3099. E-mail:
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38
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Vijayasankaran N, Carlson R, Srienc F. Metabolic pathway structures for recombinant protein synthesis in Escherichia coli. Appl Microbiol Biotechnol 2005; 68:737-46. [PMID: 15739064 DOI: 10.1007/s00253-005-1920-7] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2004] [Revised: 01/10/2005] [Accepted: 01/13/2005] [Indexed: 10/25/2022]
Abstract
Escherichia coli is a valuable commercial host for the production of heterologous proteins. We used elementary mode analysis to identify all possible genetically independent pathways for the production of three specific recombinant proteins, green fluorescent protein, savinase and an artificial protein consisting of repeating units of a five-amino-acid cassette. Analysis of these pathways led to the identification of the most efficient pathways for the production of each of these proteins. The results indicate that the amino acid composition of expressed proteins has a profound effect on the number and identity of possible pathways for the production of these proteins. We show that several groups of elementary modes produce the same ratio of biomass and recombinant protein. The pattern of occurrence of these modes is dependent on the amino acid composition of the specific foreign protein produced. These pathways are formed as systemic combinations of other pathways that produce biomass or foreign protein alone after the elimination of fluxes in specific internal reversible reactions or the reversible carbon dioxide exchange reaction. Since these modes represent pathway options that enable the cell to produce biomass and protein without utilizing these reactions, removal of these reactions would constrain the cells to utilize these modes for producing biomass and foreign protein at constant ratios.
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Affiliation(s)
- Natarajan Vijayasankaran
- Department of Chemical Engineering and Materials Science, University of Minnesota, 151 Amundson Hall, 421 Washington Avenue S.E., Minneapolis, MN 55455-0321, USA
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39
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Flaim CJ, Chien S, Bhatia SN. An extracellular matrix microarray for probing cellular differentiation. Nat Methods 2005; 2:119-25. [PMID: 15782209 DOI: 10.1038/nmeth736] [Citation(s) in RCA: 573] [Impact Index Per Article: 30.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2004] [Accepted: 12/21/2004] [Indexed: 01/06/2023]
Abstract
We present an extracellular matrix (ECM) microarray platform for the culture of patterned cells atop combinatorial matrix mixtures. This platform enables the study of differentiation in response to a multitude of microenvironments in parallel. The fabrication process required only access to a standard robotic DNA spotter, off-the-shelf materials and 1,000 times less protein than conventional means of investigating cell-ECM interactions. To demonstrate its utility, we applied this platform to study the effects of 32 different combinations of five extracellular matrix molecules (collagen I, collagen III, collagen IV, laminin and fibronectin) on cellular differentiation in two contexts: maintenance of primary rat hepatocyte phenotype indicated by intracellular albumin staining and differentiation of mouse embryonic stem (ES) cells toward an early hepatic fate, indicated by expression of a beta-galactosidase reporter fused to the fetal liver-specific gene, Ankrd17 (also known as gtar). Using this technique, we identified combinations of ECM that synergistically impacted both hepatocyte function and ES cell differentiation. This versatile technique can be easily adapted to other applications, as it is amenable to studying almost any insoluble microenvironmental cue in a combinatorial fashion and is compatible with several cell types.
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Affiliation(s)
- Christopher J Flaim
- Departments of Bioengineering and Medicine, University of California San Diego, 9500 Gilman Drive- MC 0412, La Jolla, California 92093-0412, USA
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40
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Soboleski MR, Oaks J, Halford WP. Green fluorescent protein is a quantitative reporter of gene expression in individual eukaryotic cells. FASEB J 2005; 19:440-2. [PMID: 15640280 PMCID: PMC1242169 DOI: 10.1096/fj.04-3180fje] [Citation(s) in RCA: 117] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
Green fluorescent protein (GFP) has gained widespread use as a tool to visualize spatial and temporal patterns of gene expression in vivo. However, it is not generally accepted that GFP can also be used as a quantitative reporter of gene expression. We report that GFP is a reliable reporter of gene expression in individual eukaryotic cells when fluorescence is measured by flow cytometry. Two pieces of evidence support this conclusion: GFP fluorescence increases in direct proportion to the GFP gene copy number delivered to cells by a replication-defective adenovirus vector, Ad.CMV-GFP, and the intensity of GFP fluorescence is directly proportional to GFP mRNA abundance in cells. This conclusion is further supported by the fact that the induction of GFP gene expression from two inducible promoters (i.e., the TRE and ICP0 promoters) is readily detected by flow cytometric measurement of GFP fluorescent intensity. Collectively, the results presented herein indicate that GFP fluorescence is a reliable and quantitative reporter of underlying differences in gene expression.
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Affiliation(s)
- Mark R. Soboleski
- Department of Microbiology and Immunology, Tulane University Medical School, New Orleans, LA 70112
| | - Jason Oaks
- Department of Microbiology and Immunology, Tulane University Medical School, New Orleans, LA 70112
| | - William P. Halford
- Department of Microbiology and Immunology, Tulane University Medical School, New Orleans, LA 70112
- *Corresponding author: William P. Halford, Department of Veterinary Molecular Biology, 960 Technology Boulevard, Bozeman, MT 59718, Phone: (406) 994-6374, FAX: (406) 994-4303, Electronic mail:
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41
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Chung YC, Liu HJ, Hu YC. Facile monitoring of avian reovirus σB expression and purification processes by tagged green fluorescent protein. Enzyme Microb Technol 2004. [DOI: 10.1016/j.enzmictec.2004.08.028] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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42
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Radu DR, Lai CY, Jeftinija K, Rowe EW, Jeftinija S, Lin VSY. A polyamidoamine dendrimer-capped mesoporous silica nanosphere-based gene transfection reagent. J Am Chem Soc 2004; 126:13216-7. [PMID: 15479063 DOI: 10.1021/ja046275m] [Citation(s) in RCA: 545] [Impact Index Per Article: 27.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
We synthesized a MCM-41-type mesoporous silica nanosphere (MSN)-based gene transfection system, where second generation (G2) polyamidoamines (PAMAMs) were covalently attached to the surface of MSN. The G2-PAMAM-capped MSN material (G2-MSN) was used to complex with a plasmid DNA (pEGFP-C1) that encodes for an enhanced green fluorescence protein. The gene transfection efficacy, uptake mechanism, and biocompatibility of the G2-MSN system with various cell types, such as neural glia (astrocytes), human cervical cancer (HeLa), and Chinese hamster ovarian (CHO) cells, were investigated. The mesoporous structure of the MSN material allows membrane-impermeable molecules, such as pharmaceutical drugs and fluorescent dyes, to be encapsulated inside the MSN channels. The system renders the possibility to serve as a universal transmembrane carrier for intracellular drug delivery and imaging applications.
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Affiliation(s)
- Daniela R Radu
- Department of Chemistry, Iowa State University, Ames, Iowa 50011-3111, USA
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43
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Walker WE, Porteous DJ, Boyd AC. The effects of plasmid copy number and sequence context upon transfection efficiency. J Control Release 2004; 94:245-52. [PMID: 14684288 DOI: 10.1016/j.jconrel.2003.10.003] [Citation(s) in RCA: 18] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
It is known that large P1 artificial chromosome (PAC) vectors exhibit reduced transfection efficiency in comparison to small plasmid vectors. We investigated the dynamics of this effect, by comparing expression from a small plasmid (4.7 kb) and a PAC vector (111 kb) containing the Enhanced Green Fluorescent Protein (EGFP) reporter gene under the control of a P(CMV) promoter. EGFP expression was detected by fluorescence activated cell sorting (FACS). We found that the lower transfection efficiency of PAC vectors represents both a smaller percentage of cells expressing the transgene, and a lower level of expression per cell. We have shown that the lower number of plasmid molecules administered per cell in a PAC transfection does not explain this effect, and that this effect does not act in trans. Surprisingly, dilution of a reporter construct with an irrelevant plasmid did not appear to compromise transfection efficiency; in fact, a dilution of 1/10 slightly enhanced transfection. Therefore, it seems that the plasmid content of a liposome-DNA complex need not be 100% reporter construct for optimum transfection efficiency. This discovery has potential practical utility in a number of applications.
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Affiliation(s)
- Wendy E Walker
- Molecular Medicine Centre, Department of Medicine, University of Edinburgh, Western General Hospital, Crewe Road, EH4 2XU, UK
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44
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Buchmann AM, Skaar JR, DeCaprio JA. Activation of a DNA damage checkpoint response in a TAF1-defective cell line. Mol Cell Biol 2004; 24:5332-9. [PMID: 15169897 PMCID: PMC419897 DOI: 10.1128/mcb.24.12.5332-5339.2004] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023] Open
Abstract
Although the link between transcription and DNA repair is well established, defects in the core transcriptional complex itself have not been shown to elicit a DNA damage response. Here we show that a cell line with a temperature-sensitive defect in TBP-associated factor 1 (TAF1), a component of the TFIID general transcription complex, exhibits hallmarks of an ATR-mediated DNA damage response. Upon inactivation of TAF1, ATR rapidly localized to subnuclear foci and contributed to the phosphorylation of several downstream targets, including p53 and Chk1, resulting in cell cycle arrest. The increase in p53 expression and the G(1) phase arrest could be blocked by caffeine, an inhibitor of ATR. In addition, dominant negative forms of ATR but not ATM were able to override the arrest in G(1). These results suggest that a defect in TAF1 can elicit a DNA damage response.
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Affiliation(s)
- Ann M Buchmann
- Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA 02115, USA
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45
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Sharma D, Ohri S, Dixit A. The -148 to -124 region of c-jun interacts with a positive regulatory factor in rat liver and enhances transcription. EUROPEAN JOURNAL OF BIOCHEMISTRY 2003; 270:181-9. [PMID: 12605669 DOI: 10.1046/j.1432-1033.2003.03369.x] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
The c-jun gene encodes the protein Jun, a component of the essential transcription factor, AP1. Jun/AP-1 occupies a central position in signal transduction pathways as it is responsible for the induction of a number of genes in response to growth promoters. However, the exact mechanisms leading to an enhanced expression of the c-jun gene itself during proliferation, differentiation, cell growth and development are not fully understood. Cell culture studies have given some insight in the mechanisms involved in the up-regulation of c-jun expression by UV irradiation and phorbol esters. However, it is well known that transformed cells do not accurately reflect the biology of a normal cell. We now report the identification of a positive regulatory factor from normal rat liver that activates transcription from the c-jun promoter by binding to the -148 to -124 region of c-jun. Preincubation of fractionated rat liver nuclear extract with an oligonucleotide encompassing this region of the gene significantly reduced transcription from cloned c-jun promoter. In vitro transfection studies using green fluorescent protein as a reporter gene under the control of the c-jun promoter with (-148 to +53) and without (-123 to +53) this region further confirmed its role in transcription. A DNA-binding protein factor, interacting with this region of c-jun was identified from rat liver by using electrophoretic mobility shift assays. This factor binds to its recognition sequence only in the phosphorylated form and exhibits high affinity and specificity. UV cross-linking studies, South-Western analysis and affinity purification collectively indicated the factor to be approximately 40 kDa and to bind to its recognition sequence as a dimer.
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Affiliation(s)
- Dipali Sharma
- Gene Regulation Laboratory, Center for Biotechnology, Jawaharlal Nehru University, New Delhi-110067, India
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46
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Li J, Xu H, Herber WK, Bentley WE, Rao G. Integrated bioprocessing in Saccharomyces cerevisiae using green fluorescent protein as a fusion partner. Biotechnol Bioeng 2002; 79:682-93. [PMID: 12209816 DOI: 10.1002/bit.10331] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
In this study, we examine the use of green fluorescent protein (GFP) for monitoring a hexokinase (HXK)-GFP fusion protein in Saccharomyces cerevisiae for various events including expression, degradation, purification, and localization. The fusion, HXK-EK-GFP-6 x His, was constructed where the histidine tag (6 x His) would allow for convenient affinity purification, and the enterokinase (EK) cleavage site would be used for separation of HXK from GFP after affinity purification. Our results showed that both HXK and GFP remained active in the fusion and, more importantly, that there was a linear correlation between HXK activity and GFP fluorescence. Enterokinase cleavage studies revealed that both GFP fluorescence intensity and HXK activity remained unchanged after separation of the fusion proteins, which indicated that fusion of GFP did not cause structural alteration of HXK and thus did not affect the enzymatic activity of HXK. We also found that degradation of the fusion protein occurred, and that degradation was limited to HXK with GFP remaining intact in the fusion. Confocal microscopy studies showed that while GFP was distributed evenly in the yeast cytosol, HXK-GFP fusion followed the correct localization of HXK, which resulted in a di-localization of both cytosol and the nucleus. GFP proved to be a useful fusion partner that may lead to the possibility of integrating the bioprocesses by quantitatively following the entire process visually.
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Affiliation(s)
- Jincai Li
- Department of Chemical and Biochemical Engineering, University of Maryland, Baltimore County, Maryland 21250, USA
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47
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Abu-Absi NR, Srienc F. Instantaneous evaluation of mammalian cell culture growth rates through analysis of the mitotic index. J Biotechnol 2002; 95:63-84. [PMID: 11879713 DOI: 10.1016/s0168-1656(01)00444-8] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
Since a culture increases in cell number when dividing cells separate into two newborn cells, the fraction of mitotic cells in a growing cell population directly reflects the overall growth behavior of a cell culture. To rapidly assess the effects of growth conditions on the fraction of mitotic cells we have employed an antibody specific for the phosphorylated form of histone H3 for the identification of mitotic cells using flow cytometry. The phosphorylation of histone H3 closely correlates with the chromosomal condensation that accompanies the onset of mitosis, and, therefore, it represents a convenient marker for dividing cells. We have optimized the protocol for the staining of mitotic cells for both Chinese hamster ovary and hybridoma cell cultures. Fluorescence micrographs taken of stained cells show that cells in the various stages of mitosis can be detected based on the morphological characteristics of the chromosomes. The variation in the mitotic cell fraction has been determined throughout the batch growth phases of cultures under different growth conditions. The dynamics of the mitotic index show that balanced growth was never truly reached and that the growth rate is in fact quite variable for these cultures since large variations in the mitotic index are observed. In addition, a large increase in the fraction of mitotic cells just prior to the exponential growth phase for all cultures indicates that they are partially synchronized at the exit from the lag phase. According to a two-staged, age structured population balance model, the mitotic index is directly proportional to the growth rate of a culture. The proportionality constant for this case is shown to be the time required for cells to progress through mitosis. This time is believed to be constant for a particular cell line, as shown by experimental data. Thus, growth rates can be determined solely by measurement of the fraction of cells in mitosis. The mitotic index measurements were then used to calculate the growth in cell number of the cultures, and these simulations accurately reflect observed cell counts. Other simulations also show that changes in cell growth can be predicted before they are reflected in the cell count data. This technique can be used as a sensitive indicator of cell growth and could be useful as a process monitoring technique and for developing better feeding strategies for animal cell cultures.
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Affiliation(s)
- Nicholas R Abu-Absi
- Department of Chemical Engineering and Materials Science, and the Biological Process Technology Institute, The University of Minnesota, 1479 Gortner Ave, Room 240 Gortner Labs, Saint Paul, MN 55108, USA
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48
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Hunt L, Batard P, Jordan M, Wurm FM. Fluorescent proteins in animal cells for process development: optimization of sodium butyrate treatment as an example. Biotechnol Bioeng 2002; 77:528-37. [PMID: 11788951 DOI: 10.1002/bit.10108] [Citation(s) in RCA: 40] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Fluorescent proteins expressed in mammalian cells can be quantified quickly and noninvasively with a standard fluorescence plate reader. We have previously exploited this quality in cell growth assessment (Hunt et al., 1999b). In this work, different CHO cell lines constitutively expressing fluorescent proteins were evaluated as model systems for process development and optimization. Our results demonstrate that the fluorescence of these cell lines quickly reveals conditions that might improve the overall productivity. Sodium butyrate, a well-known yet unpredictable enhancer of production, was chosen for this study. Due to the competing effects of sodium butyrate ("butyrate") on expression and cell number, the maximal overall productivity represents a compromise between enhancement of production and toxicity. Based on fluorescence only, it is possible to separate effects on cell number and specific production by combining microplate fluorescence measurements with data obtained by flow cytometry. This allows for rapid screening of different clones without counting cells or quantifying the recombinant protein, a highly attractive feature if the expression of green fluorescent protein (GFP) was correlated to that of a protein of interest. For all clones tested, negative effects of butyrate on proliferation were similar, while net enhancement of expression was characteristic for each clone. Therefore, it is necessary to optimize treatment for each individual clone. This work demonstrates that, based on the fluorescence of GFP-expresssing cell lines, it is possible to examine noninvasively three critical, generic parameters of butyrate treatment: butyrate concentration, exposure time, and culture phase at the time of addition.
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Affiliation(s)
- Lisa Hunt
- Laboratory of Cellular Biotechnology, Department of Chemical Engineering, Swiss Federal Institute of Technology, 1015 Lausanne, Switzerland
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49
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Leveau JH, Lindow SE. Predictive and interpretive simulation of green fluorescent protein expression in reporter bacteria. J Bacteriol 2001; 183:6752-62. [PMID: 11698362 PMCID: PMC95514 DOI: 10.1128/jb.183.23.6752-6762.2001] [Citation(s) in RCA: 135] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
We have formulated a numerical model that simulates the accumulation of green fluorescent protein (GFP) in bacterial cells from a generic promoter-gfp fusion. The model takes into account the activity of the promoter, the time it takes GFP to mature into its fluorescent form, the susceptibility of GFP to proteolytic degradation, and the growth rate of the bacteria. From the model, we derived a simple formula with which promoter activity can be inferred easily and quantitatively from actual measurements of GFP fluorescence in growing bacterial cultures. To test the usefulness of the formula, we determined the activity of the LacI-repressible promoter P(A1/O4/O3) in response to increasing concentrations of the inducer IPTG (isopropyl-beta-D-thiogalactopyranoside) and were able to predict cooperativity between the LacI repressors on each of the two operator sites within P(A1/O4/O3). Aided by the model, we also quantified the proteolytic degradation of GFP[AAV], GFP[ASV], and GFP[LVA], which are popular variants of GFP with reduced stability in bacteria. Best described by Michaelis-Menten kinetics, the rate at which these variants were degraded was a function of the activity of the promoter that drives their synthesis: a weak promoter yielded proportionally less GFP fluorescence than a strong one. The degree of disproportionality is species dependent: the effect was more pronounced in Erwinia herbicola than in Escherichia coli. This phenomenon has important implications for the interpretation of fluorescence from bacterial reporters based on these GFP variants. The model furthermore predicted a significant effect of growth rate on the GFP content of individual bacteria, which if not accounted for might lead to misinterpretation of GFP data. In practice, our model will be helpful for prior testing of different combinations of promoter-gfp fusions that best fit the application of a particular bacterial reporter strain, and also for the interpretation of actual GFP fluorescence data that are obtained with that reporter.
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Affiliation(s)
- J H Leveau
- Department of Plant & Microbial Biology, University of California, 111 Koshland Hall, Berkeley, CA 94720, USA.
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50
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Borth N, Zeyda M, Kunert R, Katinger H. Efficient selection of high-producing subclones during gene amplification of recombinant Chinese hamster ovary cells by flow cytometry and cell sorting. Biotechnol Bioeng 2001; 71:266-73. [PMID: 11291036 DOI: 10.1002/1097-0290(2000)71:4<266::aid-bit1016>3.0.co;2-2] [Citation(s) in RCA: 70] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
The screening procedure for high-producing cell lines is extremely time- and labor-intensive and costly, and is at present guided by an empirical approach based on individual experience. Flow cytometry and cell sorting, with its ability to analyze and separate single cells, an ideal method in the selection of such rare cells. The isolation of recombinant cell lines is especially difficult due to repeated gene amplification, which introduces high mutational variation into the population. We have established and evaluated a modification of a previous method that traps secreted product on the surface of the secreting cell, thus allowing direct analysis of single cell specific production rates. This method was used to select for high-producing subclones of a recombinant Chinese hamster ovary (CHO) cell line producing a human antibody against HIV-1 by repeated rounds of gene amplification and cell sorting. This cell line has been amplified in previous investigations, so that the amount of work and testing required by traditional methods can be compared with the protocol described herein. Forty-five 96-well plates were necessary to obtain a high-producing subclone by limited dilution methods, whereas only five plates were required when cell sorting was used. The specific production rate of the best clone obtained by sorting, however, was five times that of the clone obtained by traditional methods. In contrast to the clones obtained by limited dilution, which consisted of several populations of low- and high-producing cells even at high methotrexate concentrations (6.4 microM), the clones isolated by sorting were already homogeneous at 0.8 microM methotrexate.
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Affiliation(s)
- N Borth
- Institute for Applied Microbiology, University of Agriculture and Forestry, Muthgasse 18, 1190 Vienna, Austria.
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