468 results on '"Wei Shou Hu"'
Search Results
2. BO4IO: A Bayesian optimization approach to inverse optimization with uncertainty quantification.
- Author
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Yen-An Lu, Wei-Shou Hu, Joel A. Paulson, and Qi Zhang 0016
- Published
- 2024
- Full Text
- View/download PDF
3. Influenza A virus activates cellular Tropomyosin receptor kinase A (TrkA) signaling to promote viral replication and lung inflammation.
- Author
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Vikram Verma, Mythili Dileepan, Qinfeng Huang, Thu Phan, Wei-Shou Hu, Hinh Ly, and Yuying Liang
- Subjects
Immunologic diseases. Allergy ,RC581-607 ,Biology (General) ,QH301-705.5 - Abstract
Influenza A virus (IAV) infection causes acute respiratory disease with potential severe and deadly complications. Viral pathogenesis is not only due to the direct cytopathic effect of viral infections but also to the exacerbated host inflammatory responses. Influenza viral infection can activate various host signaling pathways that function to activate or inhibit viral replication. Our previous studies have shown that a receptor tyrosine kinase TrkA plays an important role in the replication of influenza viruses in vitro, but its biological roles and functional mechanisms in influenza viral infection have not been characterized. Here we show that IAV infection strongly activates TrkA in vitro and in vivo. Using a chemical-genetic approach to specifically control TrkA kinase activity through a small molecule compound 1NMPP1 in a TrkA knock-in (TrkA KI) mouse model, we show that 1NMPP1-mediated TrkA inhibition completely protected mice from a lethal IAV infection by significantly reducing viral loads and lung inflammation. Using primary lung cells isolated from the TrkA KI mice, we show that specific TrkA inhibition reduced IAV viral RNA synthesis in airway epithelial cells (AECs) but not in alveolar macrophages (AMs). Transcriptomic analysis confirmed the cell-type-specific role of TrkA in viral RNA synthesis, and identified distinct gene expression patterns under the TrkA regulation in IAV-infected AECs and AMs. Among the TrkA-activated targets are various proinflammatory cytokines and chemokines such as IL6, IL-1β, IFNs, CCL-5, and CXCL9, supporting the role of TrkA in mediating lung inflammation. Indeed, while TrkA inhibitor 1NMPP1 administered after the peak of IAV replication had no effect on viral load, it was able to decrease lung inflammation and provided partial protection in mice. Taken together, our results have demonstrated for the first time an important biological role of TrkA signaling in IAV infection, identified its cell-type-specific contribution to viral replication, and revealed its functional mechanism in virus-induced lung inflammation. This study suggests TrkA as a novel host target for therapeutic development against influenza viral disease.
- Published
- 2022
- Full Text
- View/download PDF
4. Bacillus subtilis natto Derivatives Inhibit Enterococcal Biofilm Formation via Restructuring of the Cell Envelope
- Author
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Yu-Chieh Lin, Chun-Yi Wu, Hung-Tse Huang, Mei-Kuang Lu, Wei-Shou Hu, and Kung-Ta Lee
- Subjects
probiotics ,Bacillus subtilis natto ,Enterococcus faecalis ,biofilm ,cell envelope synthesis ,Microbiology ,QR1-502 - Abstract
Enterococcus faecalis is considered a leading cause of hospital-acquired infections. Treatment of these infections has become a major challenge for clinicians because some E. faecalis strains are resistant to multiple clinically used antibiotics. Moreover, the presence of E. faecalis biofilms can make infections with E. faecalis more difficult to eradicate with current antibiotic therapies. Thus, our aim in this study was to investigate the effects of probiotic derivatives against E. faecalis biofilm formation. Bacillus subtilis natto is a probiotic strain isolated from Japanese fermented soybean foods, and its culture fluid potently inhibited adherence to Caco-2 cell monolayers, aggregation, and biofilm production without inhibiting the growth of E. faecalis. An apparent decrease in the thickness of E. faecalis biofilms was observed through confocal laser scanning microscopy. In addition, exopolysaccharide synthesis in E. faecalis biofilms was reduced by B. subtilis natto culture fluid treatment. Carbohydrate composition analysis also showed that carbohydrates in the E. faecalis cell envelope were restructured. Furthermore, transcriptome sequencing revealed that the culture fluid of B. subtilis natto downregulated the transcription of genes involved in the WalK/WalR two-component system, peptidoglycan biosynthesis and membrane glycolipid biosynthesis, which are all crucial for E. faecalis cell envelope synthesis and biofilm formation. Collectively, our work shows that some derivatives present in the culture fluid of B. subtilis natto may be useful for controlling E. faecalis biofilms.
- Published
- 2021
- Full Text
- View/download PDF
5. Amino acid levels determine metabolism and CYP450 function of hepatocytes and hepatoma cell lines
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Ruben Boon, Manoj Kumar, Tine Tricot, Ilaria Elia, Laura Ordovas, Frank Jacobs, Jennifer One, Jonathan De Smedt, Guy Eelen, Matthew Bird, Philip Roelandt, Ginevra Doglioni, Kim Vriens, Matteo Rossi, Marta Aguirre Vazquez, Thomas Vanwelden, François Chesnais, Adil El Taghdouini, Mustapha Najimi, Etienne Sokal, David Cassiman, Jan Snoeys, Mario Monshouwer, Wei-Shou Hu, Christian Lange, Peter Carmeliet, Sarah-Maria Fendt, and Catherine M. Verfaillie
- Subjects
Science - Abstract
Hepatocytes grown in a dish are immature and do not metabolize compounds as a real liver would. Here, the authors supply stem cell-derived hepatocytes with amino acids at a higher concentration than nutritionally necessary, changing the metabolism of these cells, making them more mature and useful for drug screening and toxicity studies.
- Published
- 2020
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6. Development of an Inducible, Replication-Competent Assay Cell Line for Titration of Infectious Recombinant Adeno-Associated Virus Vectors
- Author
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Zion Lee, Min Lu, Eesha Irfanullah, Morgan Soukup, Daniel Schmidt, and Wei-Shou Hu
- Subjects
Genetics ,Molecular Medicine ,Molecular Biology - Abstract
An important quality attribute of a recombinant Adeno-Associated Virus (rAAV) as a therapeutic vector is its infectivity. Current assays to quantify infectious rAAV rely on coinfection with a helper virus such as adenovirus, which requires helper virus preparation and introduces additional variability. Here we describe a stable assay cell line that was generated by integrating the coding sequences for AAV Rep68 and adenovirus E4orf6 and DNA Binding Protein (DBP) under the control of inducible promoters. The Rep68 protein expression was further modulated by a ligand-responsive destabilization domain. In several benchmarks, the cell line gave comparable titers to those obtained using a classical adenovirus coinfection method. The cell line was also used to titer vectors of multiple AAV serotypes. This cell line has the potential to serve as an effective and robust tool for product quality evaluation.
- Published
- 2023
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7. Construction of an rAAV Producer Cell Line through Synthetic Biology
- Author
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Zion Lee, Min Lu, Eesha Irfanullah, Morgan Soukup, and Wei-Shou Hu
- Subjects
HEK293 Cells ,Genetic Vectors ,Biomedical Engineering ,Humans ,Synthetic Biology ,General Medicine ,Dependovirus ,Biochemistry, Genetics and Molecular Biology (miscellaneous) ,Helper Viruses - Abstract
Recombinant adeno-associated viruses (rAAV) are important gene delivery vehicles for gene therapy applications. Their production relies on plasmid transfection or virus infection of producer cells, which pose a challenge in process scale-up. Here, we describe a template for a transfection-free, helper virus-free rAAV producer cell line using a synthetic biology approach. Three modules were integrated into HEK293 cells including an rAAV genome and multiple inducible promoters controlling the expression of AAV Rep, Cap, and helper coding sequences. The synthetic cell line generated infectious rAAV vectors upon induction. Independent control over replication and packaging activities allowed for manipulation of the fraction of capsid particles containing viral genomes, affirming the feasibility of tuning gene expression profiles in a synthetic cell line for enhancing the quality of the viral vector produced. The synthetic biology approach for rAAV production presented in this study can be exploited for scalable biomanufacturing.
- Published
- 2023
8. SOX10 Single Transcription Factor-Based Fast and Efficient Generation of Oligodendrocytes from Human Pluripotent Stem Cells
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Juan Antonio García-León, Manoj Kumar, Ruben Boon, David Chau, Jennifer One, Esther Wolfs, Kristel Eggermont, Pieter Berckmans, Nilhan Gunhanlar, Femke de Vrij, Bas Lendemeijer, Benjamin Pavie, Nikky Corthout, Steven A. Kushner, José Carlos Dávila, Ivo Lambrichts, Wei-Shou Hu, and Catherine M. Verfaillie
- Subjects
Medicine (General) ,R5-920 ,Biology (General) ,QH301-705.5 - Abstract
Summary: Scarce access to primary samples and lack of efficient protocols to generate oligodendrocytes (OLs) from human pluripotent stem cells (hPSCs) are hampering our understanding of OL biology and the development of novel therapies. Here, we demonstrate that overexpression of the transcription factor SOX10 is sufficient to generate surface antigen O4-positive (O4+) and myelin basic protein-positive OLs from hPSCs in only 22 days, including from patients with multiple sclerosis or amyotrophic lateral sclerosis. The SOX10-induced O4+ population resembles primary human OLs at the transcriptome level and can myelinate neurons in vivo. Using in vitro OL-neuron co-cultures, myelination of neurons by OLs can also be demonstrated, which can be adapted to a high-throughput screening format to test the response of pro-myelinating drugs. In conclusion, we provide an approach to generate OLs in a very rapid and efficient manner, which can be used for disease modeling, drug discovery efforts, and potentially for therapeutic OL transplantation. : In this article, García-León JA and colleagues demonstrate the generation of functional oligodendrocytes (OLs) from human pluripotent stem cells in a rapid and efficient manner by the single overexpression of SOX10. Generated OLs resemble primary OLs at the transcriptome level and can myelinate neurons both in vivo and in vitro. Neuron-OL co-cultures, adapted to high-throughput screening formats, responded to drugs affecting myelination. Keywords: oligodendrocyte, induced pluripotent stem cells (iPSCs), multiple sclerosis, amyotrophic lateral sclerosis, myelination, disease modeling, drug screening
- Published
- 2018
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9. Transcriptomic Characterization Reveals Attributes of High Influenza Virus Productivity in MDCK Cells
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Qian Ye, Thu Phan, Wei-Shou Hu, Xuping Liu, Li Fan, Wen-Song Tan, and Liang Zhao
- Subjects
influenza virus ,MDCK cells ,transcriptome ,host shutoff ,anti-viral responses ,Microbiology ,QR1-502 - Abstract
The Madin–Darby Canine Kidney (MDCK) cell line is among the most commonly used cell lines for the production of influenza virus vaccines. As cell culture-based manufacturing is poised to replace egg-based processes, increasing virus production is of paramount importance. To shed light on factors affecting virus productivity, we isolated a subline, H1, which had twice the influenza virus A (IAV) productivity of the parent (P) through cell cloning, and characterized H1 and P in detail on both physical and molecular levels. Transcriptome analysis revealed that within a few hours after IAV infection, viral mRNAs constituted over one fifth of total mRNA, with several viral genes more highly expressed in H1 than P. Functional analysis of the transcriptome dynamics showed that H1 and P responded similarly to IAV infection, and were both subjected to host shutoff and inflammatory responses. Importantly, H1 was more active in translation and RNA processing intrinsically and after infection. Furthermore, H1 had more subdued inflammatory and antiviral responses. Taken together, we postulate that the high productivity of IAV hinges on the balance between suppression of host functions to divert cellular resources and the sustaining of sufficient activities for virus replication. Mechanistic insights into virus productivity can facilitate the process optimization and cell line engineering for advancing influenza vaccine manufacturing.
- Published
- 2021
- Full Text
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10. Generation of induced pluripotent stem cells from Chinese hamster embryonic fibroblasts
- Author
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Haiyun Pei, Hsu-Yuan Fu, Hiroyuki Hirai, Dong Seong Cho, Timothy D. O'Brien, James Dutton, Catherine M. Verfaillie, and Wei-Shou Hu
- Subjects
Biology (General) ,QH301-705.5 - Abstract
We derived a stable cell line from Chinese hamster embryonic fibroblasts by transduction of four mouse transcription factors (M3O, Sox2, Klf4, and n-Myc) using a lentiviral vector. The cell line possess all the characteristics of an induced pluripotent stem cell (iPSC) line. Given that Chinese hamster ovary (CHO) cells are the predominant host cells used for therapeutic protein production and no pluripotent stem cell line or other normal cell line has been isolated from Chinese hamster, this iPSC line may serve as a useful tool for research using CHO cells or even be used for deriving new cell lines.
- Published
- 2017
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11. Kinetic‐model‐based pathway optimization with application to reverse glycolysis in mammalian cells
- Author
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Yen‐An Lu, Conor M. O' Brien, Douglas G. Mashek, Wei‐Shou Hu, and Qi Zhang
- Subjects
Kinetics ,Glucose ,Bioengineering ,Glycolysis ,Models, Biological ,Applied Microbiology and Biotechnology ,Metabolic Networks and Pathways ,Biotechnology - Abstract
Over the last two decades, model-based metabolic pathway optimization tools have been developed for the design of microorganisms to produce desired metabolites. However, few have considered more complex cellular systems such as mammalian cells, which requires the use of nonlinear kinetic models to capture the effects of concentration changes and cross-regulatory interactions. In this study, we develop a new two-stage pathway optimization framework based on kinetic models that incorporate detailed kinetics and regulation information. In Stage 1, a set of optimization problems are solved to identify and rank the enzymes that contribute the most to achieving the metabolic objective. Stage 2 then determines the optimal enzyme interventions for specified desired numbers of enzyme adjustments. It also incorporates multi-scenario optimization, which allows the simultaneous consideration of multiple physiological conditions. We apply the proposed framework to find enzyme adjustments that enable a reverse glucose flow in cultured mammalian cells, thereby eliminating the need for glucose feed in the late culture stage and enhancing process robustness. The computational results demonstrate the efficacy of the proposed approach; it not only captures the important regulations and key enzymes for reverse glycolysis but also identifies differences and commonalities in the metabolic requirements for different carbon sources.
- Published
- 2022
- Full Text
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12. Interspecies Organogenesis for Human Transplantation
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Andrew T. Crane, Rajagopal N. Aravalli, Atsushi Asakura, Andrew W. Grande, Venkatramana D. Krishna, Daniel F. Carlson, Maxim C.-J. Cheeran, Georgette Danczyk, James R. Dutton, Perry B. Hackett, Wei-Shou Hu, Ling Li, Wei-Cheng Lu, Zachary D. Miller, Timothy D. O’Brien, Angela Panoskaltsis-Mortari, Ann M. Parr, Clairice Pearce, Mercedes Ruiz-Estevez, Maple Shiao, Christopher J. Sipe, Nikolas G. Toman, Joseph Voth, Hui Xie, Clifford J. Steer, and Walter C. Low
- Subjects
Medicine - Abstract
Blastocyst complementation combined with gene editing is an emerging approach in the field of regenerative medicine that could potentially solve the worldwide problem of organ shortages for transplantation. In theory, blastocyst complementation can generate fully functional human organs or tissues, grown within genetically engineered livestock animals. Targeted deletion of a specific gene(s) using gene editing to cause deficiencies in organ development can open a niche for human stem cells to occupy, thus generating human tissues. Within this review, we will focus on the pancreas, liver, heart, kidney, lung, and skeletal muscle, as well as cells of the immune and nervous systems. Within each of these organ systems, we identify and discuss (i) the common causes of organ failure; (ii) the current state of regenerative therapies; and (iii) the candidate genes to knockout and enable specific exogenous organ development via the use of blastocyst complementation. We also highlight some of the current barriers limiting the success of blastocyst complementation.
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- 2019
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13. PDGFRα+ Cells in Embryonic Stem Cell Cultures Represent the In Vitro Equivalent of the Pre-implantation Primitive Endoderm Precursors
- Author
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Antonio Lo Nigro, Anchel de Jaime-Soguero, Rita Khoueiry, Dong Seong Cho, Giorgia Maria Ferlazzo, Ilaria Perini, Vanesa Abon Escalona, Xabier Lopez Aranguren, Susana M. Chuva de Sousa Lopes, Kian Peng Koh, Pier Giulio Conaldi, Wei-Shou Hu, An Zwijsen, Frederic Lluis, and Catherine M. Verfaillie
- Subjects
embryonic stem cell heterogeneity ,pre-implantation PrE precursors ,in vitro model of early blastocyst development ,PDGFRα+ subpopulations ,Medicine (General) ,R5-920 ,Biology (General) ,QH301-705.5 - Abstract
In early mouse pre-implantation development, primitive endoderm (PrE) precursors are platelet-derived growth factor receptor alpha (PDGFRα) positive. Here, we demonstrated that cultured mouse embryonic stem cells (mESCs) express PDGFRα heterogeneously, fluctuating between a PDGFRα+ (PrE-primed) and a platelet endothelial cell adhesion molecule 1 (PECAM1)-positive state (epiblast-primed). The two surface markers can be co-detected on a third subpopulation, expressing epiblast and PrE determinants (double-positive). In vitro, these subpopulations differ in their self-renewal and differentiation capability, transcriptional and epigenetic states. In vivo, double-positive cells contributed to epiblast and PrE, while PrE-primed cells exclusively contributed to PrE derivatives. The transcriptome of PDGFRα+ subpopulations differs from previously described subpopulations and shows similarities with early/mid blastocyst cells. The heterogeneity did not depend on PDGFRα but on leukemia inhibitory factor and fibroblast growth factor signaling and DNA methylation. Thus, PDGFRα+ cells represent the in vitro counterpart of in vivo PrE precursors, and their selection from cultured mESCs yields pure PrE precursors.
- Published
- 2017
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14. Process engineering of natural killer cell-based immunotherapy
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Pedram Motallebnejad, Anne Kantardjieff, Frank Cichocki, Samira M. Azarin, and Wei-Shou Hu
- Subjects
Bioengineering ,Biotechnology - Published
- 2023
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15. Engineering Principles in Biotechnology
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Wei-Shou Hu
- Published
- 2017
16. Stochasticity in the enterococcal sex pheromone response revealed by quantitative analysis of transcription in single cells.
- Author
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Rebecca J Breuer, Arpan Bandyopadhyay, Sofie A O'Brien, Aaron M T Barnes, Ryan C Hunter, Wei-Shou Hu, and Gary M Dunny
- Subjects
Genetics ,QH426-470 - Abstract
In Enterococcus faecalis, sex pheromone-mediated transfer of antibiotic resistance plasmids can occur under unfavorable conditions, for example, when inducing pheromone concentrations are low and inhibiting pheromone concentrations are high. To better understand this paradox, we adapted fluorescence in situ hybridization chain reaction (HCR) methodology for simultaneous quantification of multiple E. faecalis transcripts at the single cell level. We present direct evidence for variability in the minimum period, maximum response level, and duration of response of individual cells to a specific inducing condition. Tracking of induction patterns of single cells temporally using a fluorescent reporter supported HCR findings. It also revealed subpopulations of rapid responders, even under low inducing pheromone concentrations where the overall response of the entire population was slow. The strong, rapid induction of small numbers of cells in cultures exposed to low pheromone concentrations is in agreement with predictions of a stochastic model of the enterococcal pheromone response. The previously documented complex regulatory circuitry controlling the pheromone response likely contributes to stochastic variation in this system. In addition to increasing our basic understanding of the biology of a horizontal gene transfer system regulated by cell-cell signaling, demonstration of the stochastic nature of the pheromone response also impacts any future efforts to develop therapeutic agents targeting the system. Quantitative single cell analysis using HCR also has great potential to elucidate important bacterial regulatory mechanisms not previously amenable to study at the single cell level, and to accelerate the pace of functional genomic studies.
- Published
- 2017
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17. Non-Linear Model Reduction for Metabolic Networks with Multiple Time-Scales.
- Author
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Ziomara P. Gerdtzen, Prodromos Daoutidis, and Wei-Shou Hu
- Published
- 2005
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18. Nonlinear model reduction for energy metabolism in Saccharomyces cerevisiae.
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Ziomara P. Gerdtzen, Prodromos Daoutidis, and Wei-Shou Hu
- Published
- 2002
- Full Text
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19. Epigenomic features revealed by ATAC‐seq impact transgene expression in CHO cells
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Marina Raabe, Wei Shou Hu, and Zion Lee
- Subjects
Transgene ,Chinese hamster ovary cell ,Bioengineering ,ATAC-seq ,CHO Cells ,Biology ,Applied Microbiology and Biotechnology ,Phenotype ,Genome ,Epigenesis, Genetic ,Chromatin ,Cell biology ,Cricetulus ,Enhancer Elements, Genetic ,Cricetinae ,Animals ,Chromatin Immunoprecipitation Sequencing ,Transgenes ,CRISPR-Cas Systems ,Gene ,Biotechnology ,Epigenomics - Abstract
Different regions of a mammalian genome have different accessibilities to transcriptional machinery. The integration site of a transgene affects how actively it is transcribed. Highly accessible genomic regions called super-enhancers have been recently described as strong regulatory elements that shape cell identity. Super-enhancers have been identified in Chinese hamster ovary (CHO) cells using the Assay for Transposase-Accessible Chromatin Sequencing (ATAC-seq). Genes near super-enhancer regions had high transcript levels and were enriched for oncogenic signaling and proliferation functions, consistent with an immortalized phenotype. Inaccessible regions in the genome with low ATAC signal also had low transcriptional activity. Genes in inaccessible regions were enriched for remote tissue functions such as taste, smell, and neuronal activation. A lentiviral reporter integration assay showed integration into super-enhancer regions conferred higher reporter expression than insertion into inaccessible regions. Targeted integration of an IgG vector into the Plec super-enhancer region yielded clones that expressed the immunoglobulin light chain gene mostly in the top 20% of all transcripts with the majority in the top 5%. The results suggest the epigenomic landscape of CHO cells can guide the selection of integration sites in the development of cell lines for therapeutic protein production.
- Published
- 2021
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- View/download PDF
20. Regulation of Metabolic Homeostasis in Cell Culture Bioprocesses
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Douglas G. Mashek, Conor O’Brien, Bhanu Chandra Mulukutla, and Wei Shou Hu
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0301 basic medicine ,Allosteric regulation ,Cell Culture Techniques ,Bioengineering ,02 engineering and technology ,Biology ,Carbohydrate metabolism ,Cell therapy ,03 medical and health sciences ,Bioreactors ,Transcriptional regulation ,Animals ,Homeostasis ,chemistry.chemical_classification ,021001 nanoscience & nanotechnology ,Cell biology ,Cytosol ,Glucose ,030104 developmental biology ,Enzyme ,Cell metabolism ,chemistry ,Energy Metabolism ,0210 nano-technology ,Protein Processing, Post-Translational ,Metabolic Networks and Pathways ,Signal Transduction ,Biotechnology - Abstract
Mammalian cells are the main tool for the production of therapeutic proteins, viruses for gene therapy, and cells for cell therapy. In production processes cell metabolism is the main driver that causes changes in the growth environment and affects productivity and product quality. Of all nutrients, glucose has the most prominent impact on bioprocesses. We summarize recent findings on the regulation of glucose and energy metabolism in cultured cells. Local allosteric regulations and post-translational modifications of enzymes in metabolic networks interplay with global signaling and transcriptional regulation. These regulatory networks sustain homeostasis across the cytosolic and mitochondrial compartments. Understanding the regulation of glucose metabolism and metabolic state is crucial for enhancing process productivity and product quality.
- Published
- 2020
- Full Text
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21. Transcriptomic Characterization Reveals Attributes of High Influenza Virus Productivity in MDCK Cells
- Author
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Wei Shou Hu, Qian Ye, Wen-Song Tan, Thu Phan, Li Fan, Liu Xuping, and Liang Zhao
- Subjects
Influenza vaccine ,Apoptosis ,Biology ,Virus Replication ,Microbiology ,Virus ,Article ,influenza virus ,Cell Line ,Madin Darby Canine Kidney Cells ,Transcriptome ,Dogs ,host shutoff ,Virology ,Influenza, Human ,Animals ,Humans ,Messenger RNA ,Host (biology) ,Hemagglutination ,MDCK cells ,Translation (biology) ,Orthomyxoviridae ,QR1-502 ,Infectious Diseases ,Viral replication ,Cell culture ,Influenza A virus ,Influenza Vaccines ,transcriptome ,anti-viral responses - Abstract
The Madin–Darby Canine Kidney (MDCK) cell line is among the most commonly used cell lines for the production of influenza virus vaccines. As cell culture-based manufacturing is poised to replace egg-based processes, increasing virus production is of paramount importance. To shed light on factors affecting virus productivity, we isolated a subline, H1, which had twice the influenza virus A (IAV) productivity of the parent (P) through cell cloning, and characterized H1 and P in detail on both physical and molecular levels. Transcriptome analysis revealed that within a few hours after IAV infection, viral mRNAs constituted over one fifth of total mRNA, with several viral genes more highly expressed in H1 than P. Functional analysis of the transcriptome dynamics showed that H1 and P responded similarly to IAV infection, and were both subjected to host shutoff and inflammatory responses. Importantly, H1 was more active in translation and RNA processing intrinsically and after infection. Furthermore, H1 had more subdued inflammatory and antiviral responses. Taken together, we postulate that the high productivity of IAV hinges on the balance between suppression of host functions to divert cellular resources and the sustaining of sufficient activities for virus replication. Mechanistic insights into virus productivity can facilitate the process optimization and cell line engineering for advancing influenza vaccine manufacturing.
- Published
- 2021
22. Multiplicity of steady states in glycolysis and shift of metabolic state in cultured mammalian cells.
- Author
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Bhanu Chandra Mulukutla, Andrew Yongky, Simon Grimm, Prodromos Daoutidis, and Wei-Shou Hu
- Subjects
Medicine ,Science - Abstract
Cultured mammalian cells exhibit elevated glycolysis flux and high lactate production. In the industrial bioprocesses for biotherapeutic protein production, glucose is supplemented to the culture medium to sustain continued cell growth resulting in the accumulation of lactate to high levels. In such fed-batch cultures, sometimes a metabolic shift from a state of high glycolysis flux and high lactate production to a state of low glycolysis flux and low lactate production or even lactate consumption is observed. While in other cases with very similar culture conditions, the same cell line and medium, cells continue to produce lactate. A metabolic shift to lactate consumption has been correlated to the productivity of the process. Cultures that exhibited the metabolic shift to lactate consumption had higher titers than those which didn't. However, the cues that trigger the metabolic shift to lactate consumption state (or low lactate production state) are yet to be identified. Metabolic control of cells is tightly linked to growth control through signaling pathways such as the AKT pathway. We have previously shown that the glycolysis of proliferating cells can exhibit bistability with well-segregated high flux and low flux states. Low lactate production (or lactate consumption) is possible only at a low glycolysis flux state. In this study, we use mathematical modeling to demonstrate that lactate inhibition together with AKT regulation on glycolysis enzymes can profoundly influence the bistable behavior, resulting in a complex steady-state topology. The transition from the high flux state to the low flux state can only occur in certain regions of the steady state topology, and therefore the metabolic fate of the cells depends on their metabolic trajectory encountering the region that allows such a metabolic state switch. Insights from such switch behavior present us with new means to control the metabolism of mammalian cells in fed-batch cultures.
- Published
- 2015
- Full Text
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23. Interspecies Organogenesis for Human Transplantation
- Author
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Mercedes Ruiz-Estévez, Christopher J. Sipe, Wei Shou Hu, Ling Li, Nikolas G. Toman, Andrew W. Grande, Clairice Pearce, Daniel F. Carlson, Ann M. Parr, Timothy O'Brien, Georgette Danczyk, James R. Dutton, Joseph P. Voth, Walter C. Low, Maxim C.-J. Cheeran, Zachary D. Miller, Angela Panoskaltsis-Mortari, Clifford J. Steer, Venkatramana D. Krishna, Andrew T. Crane, Perry B. Hackett, Wei Cheng Lu, Hui Xie, Atsushi Asakura, Rajagopal N. Aravalli, and Maple Shiao
- Subjects
Pluripotent Stem Cells ,Candidate gene ,Organogenesis ,Biomedical Engineering ,Reviews ,Biology ,Regenerative medicine ,Animals, Genetically Modified ,03 medical and health sciences ,0302 clinical medicine ,Genome editing ,medicine ,Animals ,Humans ,Blastocyst ,blastocyst complementation ,Gene ,development ,030304 developmental biology ,0303 health sciences ,gene editing ,Gene Expression Regulation, Developmental ,Cell Biology ,Organ Transplantation ,3. Good health ,Cell biology ,Transplantation ,Complementation ,medicine.anatomical_structure ,organ bioengineering ,Medicine ,Stem cell ,030217 neurology & neurosurgery ,transplantation - Abstract
Blastocyst complementation combined with gene editing is an emerging approach in the field of regenerative medicine that could potentially solve the worldwide problem of organ shortages for transplantation. In theory, blastocyst complementation can generate fully functional human organs or tissues, grown within genetically engineered livestock animals. Targeted deletion of a specific gene(s) using gene editing to cause deficiencies in organ development can open a niche for human stem cells to occupy, thus generating human tissues. Within this review, we will focus on the pancreas, liver, heart, kidney, lung, and skeletal muscle, as well as cells of the immune and nervous systems. Within each of these organ systems, we identify and discuss (i) the common causes of organ failure; (ii) the current state of regenerative therapies; and (iii) the candidate genes to knockout and enable specific exogenous organ development via the use of blastocyst complementation. We also highlight some of the current barriers limiting the success of blastocyst complementation.
- Published
- 2019
24. Effects of endogenous levels of master regulator PrgX and peptide pheromones on inducibility of conjugation in the enterococcal pCF10 system
- Author
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Dawn A. Manias, Wei Shou Hu, Gary M. Dunny, and Rebecca J.B. Erickson
- Subjects
Cell ,Peptide ,Endogeny ,Protein Sorting Signals ,Biology ,Microbiology ,Article ,Pheromones ,03 medical and health sciences ,Plasmid ,Bacterial Proteins ,Transcription (biology) ,Operon ,Enterococcus faecalis ,medicine ,Promoter Regions, Genetic ,Molecular Biology ,Gene ,Psychological repression ,030304 developmental biology ,Regulation of gene expression ,chemistry.chemical_classification ,0303 health sciences ,030306 microbiology ,Gene Expression Regulation, Bacterial ,Cell biology ,medicine.anatomical_structure ,chemistry ,Conjugation, Genetic ,Oligopeptides - Abstract
Enterococcal pheromone responsive conjugative plasmids like pCF10 promote horizontal spread of antibiotic resistance genes following induction of plasmid-containing cells by potential recipients. Transcription of conjugation genes from promoter P(Q) is inhibited by the master regulator PrgX, further repressed when PrgX is in complex with the inhibitory I peptide, and allowed when PrgX is in complex with the C inducing peptide. Single cell analysis has shown that heterogeneity in the pheromone response is prevalent. Here, we systematically varied levels of regulatory molecules to better understand why some individual cells have increased propensity for induction. In this study, PrgX was confirmed to repress P(Q) in the absence of exogenous peptides in vivo, but cells with increased levels of PrgX were shown to be more prone to induction. Further, ablation of endogenous I reduced PrgX levels, resulting in reduced basal repression and loss of inducibility. Reduction of both endogenous peptides by washing increased the inducibility of cells. Together, these results show that endogenous PrgX, C, and I levels can impact the induction potential of a cell and establish the importance of basal I for regulation. These results also suggest that PrgX/C complexes may directly activate prgQ transcription, contrary to a long-standing working model.
- Published
- 2019
- Full Text
- View/download PDF
25. Bistability in glycolysis pathway as a physiological switch in energy metabolism.
- Author
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Bhanu Chandra Mulukutla, Andrew Yongky, Prodromos Daoutidis, and Wei-Shou Hu
- Subjects
Medicine ,Science - Abstract
The flux of glycolysis is tightly controlled by feed-back and feed-forward allosteric regulations to maintain the body's glucose homeostasis and to respond to cell's growth and energetic needs. Using a mathematical model based on reported mechanisms for the allosteric regulations of the enzymes, we demonstrate that glycolysis exhibits multiple steady state behavior segregating glucose metabolism into high flux and low flux states. Two regulatory loops centering on phosphofructokinase and on pyruvate kinase each gives rise to the bistable behavior, and together impose more complex flux control. Steady state multiplicity endows glycolysis with a robust switch to transit between the two flux states. Under physiological glucose concentrations the glycolysis flux does not move between the states easily without an external stimulus such as hormonal, signaling or oncogenic cues. Distinct combination of isozymes in glycolysis gives different cell types the versatility in their response to different biosynthetic and energetic needs. Insights from the switch behavior of glycolysis may reveal new means of metabolic intervention in the treatment of cancer and other metabolic disorders through suppression of glycolysis.
- Published
- 2014
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26. Bistability versus Bimodal Distributions in Gene Regulatory Processes from Population Balance.
- Author
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Che-Chi Shu, Anushree Chatterjee, Gary Dunny, Wei-Shou Hu, and Doraiswami Ramkrishna
- Published
- 2011
- Full Text
- View/download PDF
27. A Scalable Approach for Discovering Conserved Active Subnetworks across Species.
- Author
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Raamesh Deshpande, Shikha Sharma, Catherine M. Verfaillie, Wei-Shou Hu, and Chad L. Myers
- Published
- 2010
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28. Segment-specific kinetics of mRNA, cRNA and vRNA accumulation during influenza infection
- Author
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Thu Phan, Zion Lee, Elizabeth J. Fay, Ryan A. Langlois, Stephanie L. Aron, and Wei Shou Hu
- Subjects
viruses ,Immunology ,medicine.disease_cause ,Microbiology ,Virus ,influenza virus ,03 medical and health sciences ,chemistry.chemical_compound ,Virology ,RNA polymerase ,Influenza A virus ,medicine ,Gene ,Polymerase ,030304 developmental biology ,0303 health sciences ,biology ,030306 microbiology ,RNA ,RNA virus ,biology.organism_classification ,Genome Replication and Regulation of Viral Gene Expression ,Viral replication ,chemistry ,Insect Science ,biology.protein - Abstract
Influenza A virus (IAV) is a respiratory pathogen that has caused significant mortality throughout history and remains a global threat to human health. Although much is known about IAV replication, the regulation of IAV replication dynamics is not completely understood., Influenza A virus (IAV) is a segmented negative-sense RNA virus and is the cause of major epidemics and pandemics. The replication of IAV is complex, involving the production of three distinct RNA species, namely mRNA, cRNA, and viral RNA (vRNA), for all eight genome segments. While understanding IAV replication kinetics is important for drug development and improving vaccine production, current methods for studying IAV kinetics have been limited by the ability to detect all three different RNA species in a scalable manner. Here, we report the development of a novel pipeline using total stranded RNA sequencing (RNA-Seq), which we named influenza virus enumerator of RNA transcripts (InVERT), that allows for the simultaneous quantification of all three RNA species produced by IAV. Using InVERT, we provide a full landscape of the IAV replication kinetics and found that different groups of viral genes follow different kinetics. The segments coding for RNA-dependent RNA polymerase (RdRP) produced more vRNA than mRNA, while some other segments (NP, NS, and hemagglutinin [HA]) consistently made more mRNA than vRNA. vRNA expression levels did not correlate with cRNA expression, suggesting complex regulation of vRNA synthesis. Furthermore, by studying the kinetics of a virus lacking the capacity to generate new polymerase complexes, we found evidence that further supports a model in which cRNA synthesis requires newly synthesized RdRP and that incoming RdRP can only generate mRNA. Overall, InVERT is a powerful tool for quantifying IAV RNA species to elucidate key features of IAV replication. IMPORTANCE Influenza A virus (IAV) is a respiratory pathogen that has caused significant mortality throughout history and remains a global threat to human health. Although much is known about IAV replication, the regulation of IAV replication dynamics is not completely understood. This is due in part to both technical limitations and the complicated replication of the virus, which has a segmented genome and produces three distinct RNA species for each gene segment. We developed a new approach that allows the methodical study of IAV replication kinetics, shedding light on many interesting features of IAV replication biology. This study advances our understanding of the kinetics of IAV replication and will help to facilitate future research in the field.
- Published
- 2021
29. Additional file of Genome-wide inference of regulatory networks in Streptomyces coelicolor
- Author
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Castro-Melchor, Marlene, Charaniya, Salim, Karypis, George, Takano, Eriko, and Wei-Shou Hu
- Subjects
genetic processes ,fungi ,information science ,bacteria - Abstract
Additional file of Genome-wide inference of regulatory networks in Streptomyces coelicolor
- Published
- 2021
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30. Additional file 12 of Genome-wide inference of regulatory networks in Streptomyces coelicolor
- Author
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Castro-Melchor, Marlene, Charaniya, Salim, Karypis, George, Takano, Eriko, and Wei-Shou Hu
- Subjects
Data_FILES - Abstract
Authors’ original file for figure 4
- Published
- 2021
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31. Additional file 8 of Genome-wide inference of regulatory networks in Streptomyces coelicolor
- Author
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Castro-Melchor, Marlene, Charaniya, Salim, Karypis, George, Takano, Eriko, and Wei-Shou Hu
- Abstract
Additional file 8: Additional network modules enriched and with consensus sequence. Network modules 20, 45, 636, and 691 enriched in a protein class and a GO term and containing a consensus sequence in all of its members (see Table 2and additional file7). (PDF 250 KB)
- Published
- 2021
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32. Role of intracellular stochasticity in biofilm growth. Insights from population balance modeling.
- Author
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Che-Chi Shu, Anushree Chatterjee, Wei-Shou Hu, and Doraiswami Ramkrishna
- Subjects
Medicine ,Science - Abstract
There is increasing recognition that stochasticity involved in gene regulatory processes may help cells enhance the signal or synchronize expression for a group of genes. Thus the validity of the traditional deterministic approach to modeling the foregoing processes cannot be without exception. In this study, we identify a frequently encountered situation, i.e., the biofilm, which has in the past been persistently investigated with intracellular deterministic models in the literature. We show in this paper circumstances in which use of the intracellular deterministic model appears distinctly inappropriate. In Enterococcus faecalis, the horizontal gene transfer of plasmid spreads drug resistance. The induction of conjugation in planktonic and biofilm circumstances is examined here with stochastic as well as deterministic models. The stochastic model is formulated with the Chemical Master Equation (CME) for planktonic cells and Reaction-Diffusion Master Equation (RDME) for biofilm. The results show that although the deterministic model works well for the perfectly-mixed planktonic circumstance, it fails to predict the averaged behavior in the biofilm, a behavior that has come to be known as stochastic focusing. A notable finding from this work is that the interception of antagonistic feedback loops to signaling, accentuates stochastic focusing. Moreover, interestingly, increasing particle number of a control variable could lead to an even larger deviation. Intracellular stochasticity plays an important role in biofilm and we surmise by implications from the model, that cell populations may use it to minimize the influence from environmental fluctuation.
- Published
- 2013
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33. Cell culture bioprocessing - the road taken and the path forward
- Author
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Sofie A. O'Brien and Wei Shou Hu
- Subjects
Cell engineering ,Protein therapeutics ,Process (engineering) ,Computer science ,media_common.quotation_subject ,02 engineering and technology ,010402 general chemistry ,021001 nanoscience & nanotechnology ,01 natural sciences ,Article ,0104 chemical sciences ,General Energy ,Cell culture ,Quality (business) ,Biochemical engineering ,Bioprocess ,0210 nano-technology ,media_common - Abstract
Cell culture processes are used to produce the vast majority of protein therapeutics, valued at over US$180 billion per annum worldwide. For more than a decade now, these processes have become highly productive. To further enhance capital efficiency, there has been an increase in the adoption of disposable apparatus and continuous processing, as well as a greater exploration of in-line sensing, various -omic tools, and cell engineering to enhance process controllability and product quality consistency. These feats in cell culture processing for protein biologics will help accelerate the bioprocess advancements for virus and cell therapy applications.
- Published
- 2020
34. Systems design and synthetic construction of influenza virus for vaccine production
- Author
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Wei-Shou Hu, Christopher Stach, Ryan Langlois, and Thu Phan
- Published
- 2020
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35. A hybrid mechanistic-empirical model for in silico mammalian cell bioprocess simulation
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Prodromos Daoutidis, Qi Zhang, Wei Shou Hu, and Conor O’Brien
- Subjects
0106 biological sciences ,0303 health sciences ,Process (engineering) ,Computer science ,In silico ,Cell Culture Techniques ,Robustness (evolution) ,Bioengineering ,01 natural sciences ,Applied Microbiology and Biotechnology ,03 medical and health sciences ,Kinetics ,Cell metabolism ,Bioreactors ,Cell culture ,010608 biotechnology ,SCALE-UP ,Bioreactor ,Animals ,Computer Simulation ,Biochemical engineering ,Bioprocess ,030304 developmental biology ,Biotechnology ,Signal Transduction - Abstract
In cell culture processes cell growth and metabolism drive changes in the chemical environment of the culture. These environmental changes elicit reactor control actions, cell growth response, and are sensed by cell signaling pathways that influence metabolism. The interplay of these forces shapes the culture dynamics through different stages of cell cultivation and the outcome greatly affects process productivity, product quality, and robustness. Developing a systems model that describes the interactions of those major players in the cell culture system can lead to better process understanding and enhance process robustness. Here we report the construction of a hybrid mechanistic-empirical bioprocess model which integrates a mechanistic metabolic model with subcomponent models for cell growth, signaling regulation, and the bioreactor environment for in silico exploration of process scenarios. Model parameters were optimized by fitting to a dataset of cell culture manufacturing process which exhibits variability in metabolism and productivity. The model fitting process was broken into multiple steps to mitigate the substantial numerical challenges related to the first-principles model components. The optimized model captured the dynamics of metabolism and the variability of the process runs with different kinetic profiles and productivity. The variability of the process was attributed in part to the metabolic state of cell inoculum. The model was then used to identify potential mitigation strategies to reduce process variability by altering the initial process conditions as well as to explore the effect of changing CO2 removal capacity in different bioreactor scales on process performance. By incorporating a mechanistic model of cell metabolism and appropriately fitting it to a large dataset, the hybrid model can describe the different metabolic phases in culture and the variability in manufacturing runs. This approach of employing a hybrid model has the potential to greatly facilitate process development and reactor scaling.
- Published
- 2020
36. An integrated platform for mucin‐typeO‐glycosylation network generation and visualization
- Author
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Udit Gupta, Guilherme Sousa, Wei Shou Hu, Conor O’Brien, Tung Le, and Prodromos Daoutidis
- Subjects
0106 biological sciences ,0301 basic medicine ,Glycan ,Glycosylation ,Cell ,Breast Neoplasms ,Bioengineering ,CHO Cells ,Ring (chemistry) ,01 natural sciences ,Applied Microbiology and Biotechnology ,Substrate Specificity ,03 medical and health sciences ,chemistry.chemical_compound ,Cricetulus ,Polysaccharides ,010608 biotechnology ,Human Umbilical Vein Endothelial Cells ,medicine ,Animals ,Humans ,chemistry.chemical_classification ,biology ,Chemistry ,Chinese hamster ovary cell ,Mucin ,Biosynthetic Pathways ,Cell biology ,carbohydrates (lipids) ,030104 developmental biology ,medicine.anatomical_structure ,Enzyme ,Biocatalysis ,MCF-7 Cells ,biology.protein ,Female ,Glycoprotein ,Software ,Biotechnology - Abstract
Mucin-type O-glycans have profound effects on the structure and stability of glycoproteins. O-Glycans on the cell surface proteins also modulate the cell's interactions with the surrounding environments and other cells. The synthetic pathway of O-glycans involves a large number of enzymes with diverse substrate specificity. The expression pattern of these enzymes is cell and tissue-specific, thus making the pathway highly diverse. To facilitate pathway analysis in a cell and tissue-specific fashion, we developed an integrated platform of RING (Rule Input Network Generator) and O-GlycoVis. RING uses an English-like reaction language to describe the substrate specificity of enzymes and additional constraints on the formation of the glycan products. Using this information, the RING generates a list of possible glycans, which is used as input into O-Glycovis. O-GlycoVis displays the glycan distribution in the pathway and potential reaction paths leading to each glycan. With the input glycan data, O-GlycoVis also traces all possible reaction paths leading to each glycan and outputs pathway maps with the relative abundance levels of glycans overlaid. O-Glycan profiles from two breast cancer cell lines, MCF7 and T47d, human umbilical vascular endothelium cells, Chinese Hamster Ovary cells were generated based on transcriptional data and compared with experimentally observed O-glycans. This RING-based program allows rules to be added or subtracted for network generation and visualization of networks of O-glycosylation network of different tissues and species.
- Published
- 2019
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37. An LDHa single allele CHO cell mutant exhibits altered metabolic state and enhanced culture performance
- Author
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Nandita Vishwanathan, Ziomara P. Gerdtzen, Wei Shou Hu, Nicholas J. Baltes, Alicia T. Lucero, and Camila A Wilkens
- Subjects
Metabolic state ,Renewable Energy, Sustainability and the Environment ,General Chemical Engineering ,Chinese hamster ovary cell ,Organic Chemistry ,Mutant ,Biology ,Pollution ,Molecular biology ,Inorganic Chemistry ,Fuel Technology ,Metabolic flux analysis ,CRISPR ,Allele ,Waste Management and Disposal ,Biotechnology - Published
- 2019
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38. Recurring genomic structural variation leads to clonal instability and loss of productivity
- Author
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Wei Shou Hu, Hsu Yuan Fu, Sofie A. O'Brien, Nandita Vishwanathan, Liang Zhao, and Arpan Bandyopadhyay
- Subjects
0106 biological sciences ,0301 basic medicine ,Genetics ,education.field_of_study ,Chinese hamster ovary cell ,Transgene ,Population ,Genomic Structural Variation ,Chromosome ,Bioengineering ,Biology ,01 natural sciences ,Applied Microbiology and Biotechnology ,Structural variation ,03 medical and health sciences ,030104 developmental biology ,010608 biotechnology ,education ,Gene ,Biotechnology ,Comparative genomic hybridization - Abstract
Chinese hamster ovary cells, commonly used in the production of therapeutic proteins, are aneuploid. Their chromosomes bear structural abnormality and undergo changes in structure and number during cell proliferation. Some production cell lines are unstable and lose their productivity over time in the manufacturing process and during the product's life cycle. To better understand the link between genomic structural changes and productivity stability, an immunoglobulin G producing cell line was successively single-cell cloned to obtain subclones that retained or lost productivity, and their genomic features were compared. Although each subclone started with a single karyotype, the progeny quickly diversified to a population with a distribution of chromosome numbers that is not distinctive from the parent and among subclones. The comparative genomic hybridization (CGH) analysis showed that the extent of copy variation of gene coding regions among different subclones stayed at levels of a few percent. Genome regions that were prone to loss of copies, including one with a product transgene integration site, were identified in CGH. The loss of the transgene copy was accompanied by loss of transgene transcript level. Sequence analysis of the host cell and parental producing cell showed prominent structural variations within the regions prone to loss of copies. Taken together, we demonstrated the transient nature of clonal homogeneity in cell line development and the retention of a population distribution of chromosome numbers; we further demonstrated that structural variation in the transgene integration region caused cell line instability. Future cell line development may target the transgene into structurally stable regions.
- Published
- 2018
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39. Automated network generation and analysis of biochemical reaction pathways using RING
- Author
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Udit Gupta, Tung Le, Wei Shou Hu, Prodromos Daoutidis, and Aditya Bhan
- Subjects
0301 basic medicine ,Glycosylation ,Computer science ,Bioengineering ,Ring (chemistry) ,01 natural sciences ,Applied Microbiology and Biotechnology ,03 medical and health sciences ,chemistry.chemical_compound ,Animals ,Humans ,Molecule ,Representation (mathematics) ,chemistry.chemical_classification ,Bacteria ,010405 organic chemistry ,Network generation ,Glycosidic bond ,0104 chemical sciences ,Metabolism ,030104 developmental biology ,chemistry ,Biological system ,Software ,Biotechnology ,Generator (mathematics) ,Network analysis - Abstract
This paper describes how Rule Input Network Generator (RING), a network generation computational tool, can be adopted to generate a variety of complex biochemical reaction networks. The reaction language incorporated in RING allows representation of chemical compounds in biological systems with various structural complexity. Complex molecules such as oligosaccharides in glycosylation pathways can be described using a simplified representation of their monosaccharide building blocks and glycosidic bonds. The automated generation and topological network analysis features in RING also allow for: (1) constructing biochemical reaction networks in a rule-based manner, (2) generating graphical representations of the networks, (3) querying molecules containing a particular structural pattern, (4) finding the shortest synthetic pathways to a user-specified species, and (5) performing enzyme knockout to study their effect on the reaction network. Case studies involving three biochemical reaction systems: (1) Synthesis of 2-ketoglutarate from xylose in bacterial cells, (2) N-glycosylation in mammalian cells, and (3) O-glycosylation in mammalian cells are presented to demonstrate the capabilities of RING for robust and exhaustive network generation and the advantages of its post-processing features.
- Published
- 2018
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40. In Vitro Pluripotent Stem Cell Differentiation to Hepatocyte Ceases Further Maturation at an Equivalent Stage of E15 in Mouse Embryonic Liver Development
- Author
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David Y.S. Chau, Catherine M. Verfaillie, Wei Shou Hu, Tineke Notelaers, Ravali Raju, and Chad L. Myers
- Subjects
Pluripotent Stem Cells ,0301 basic medicine ,Organogenesis ,Embryonic Development ,Biology ,Cell Line ,Transcriptome ,Mice ,03 medical and health sciences ,Original Research Reports ,In vivo ,Gene expression ,medicine ,Animals ,Humans ,Induced pluripotent stem cell ,Cell Differentiation ,Cell Biology ,Hematology ,Embryonic stem cell ,In vitro ,Cell biology ,030104 developmental biology ,medicine.anatomical_structure ,Liver ,Hepatocyte ,Hepatocytes ,Stem cell ,Developmental Biology - Abstract
Hepatocyte-like cells (HLCs) can be derived from pluripotent stem cells (PSCs) by sequential treatment of chemical cues to mimic the microenvironment of embryonic liver development. However, these HLCs do not reach the full maturity level of primary hepatocytes. In this study, we carried out a meta-analysis of cross-species transcriptome data of in vitro differentiation of human PSCs to HLCs and in vivo mouse embryonic liver development to identify the developmental stage at which HLC maturation was blocked at. Systematic variations were found associated with the data source and removed by batch correction. Using principal component analysis, HLCs from different stages of differentiation were aligned with mouse embryonic liver development chronologically. A “unified developmental time” (DT) scale was developed after aligning in vitro HLC differentiation and in vivo embryonic liver development. HLCs were found to cease further maturation at an equivalent stage of mouse embryonic day (E)13–15. Genes with discordant time dynamics were identified by aligning in vivo and in vitro data set onto a common DT scale. These genes may be targets of genetic intervention for enhancing the maturity of PSC-derived HLCs.
- Published
- 2018
- Full Text
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41. Correction: Bistability versus Bimodal Distributions in Gene Regulatory Processes from Population Balance.
- Author
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Che-Chi Shu, Anushree Chatterjee, Gary Dunny, Wei-Shou Hu, and Doraiswami Ramkrishna
- Subjects
Biology (General) ,QH301-705.5 - Published
- 2011
- Full Text
- View/download PDF
42. Convergent transcription in the butyrolactone regulon in Streptomyces coelicolor confers a bistable genetic switch for antibiotic biosynthesis.
- Author
-
Anushree Chatterjee, Laurie Drews, Sarika Mehra, Eriko Takano, Yiannis N Kaznessis, and Wei-Shou Hu
- Subjects
Medicine ,Science - Abstract
cis-encoded antisense RNAs (cis asRNA) have been reported to participate in gene expression regulation in both eukaryotic and prokaryotic organisms. Its presence in Streptomyces coelicolor has also been reported recently; however, its role has yet to be fully investigated. Using mathematical modeling we explore the role of cis asRNA produced as a result of convergent transcription in scbA-scbR genetic switch. scbA and scbR gene pair, encoding repressor-amplifier proteins respectively, mediates the synthesis of a signaling molecule, the γ-butyrolactone SCB1 and controls the onset of antibiotic production. Our model considers that transcriptional interference caused by convergent transcription of two opposing RNA polymerases results in fatal collision and transcriptional termination, which suppresses transcription efficiency. Additionally, convergent transcription causes sense and antisense interactions between complementary sequences from opposing strands, rendering the full length transcript inaccessible for translation. We evaluated the role of transcriptional interference and the antisense effect conferred by convergent transcription on the behavior of scbA-scbR system. Stability analysis showed that while transcriptional interference affects the system, it is asRNA that confers scbA-scbR system the characteristics of a bistable switch in response to the signaling molecule SCB1. With its critical role of regulating the onset of antibiotic synthesis the bistable behavior offers this two gene system the needed robustness to be a genetic switch. The convergent two gene system with potential of transcriptional interference is a frequent feature in various genomes. The possibility of asRNA regulation in other such gene-pairs is yet to be examined.
- Published
- 2011
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43. Human embryonic and rat adult stem cells with primitive endoderm-like phenotype can be fated to definitive endoderm, and finally hepatocyte-like cells.
- Author
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Philip Roelandt, Karen Ann Pauwelyn, Pau Sancho-Bru, Kartik Subramanian, Bipasha Bose, Laura Ordovas, Kim Vanuytsel, Martine Geraerts, Meri Firpo, Rita De Vos, Johan Fevery, Frederik Nevens, Wei-Shou Hu, and Catherine M Verfaillie
- Subjects
Medicine ,Science - Abstract
Stem cell-derived hepatocytes may be an alternative cell source to treat liver diseases or to be used for pharmacological purposes. We developed a protocol that mimics mammalian liver development, to differentiate cells with pluripotent characteristics to hepatocyte-like cells. The protocol supports the stepwise differentiation of human embryonic stem cells (ESC) to cells with characteristics of primitive streak (PS)/mesendoderm (ME)/definitive endoderm (DE), hepatoblasts, and finally cells with phenotypic and functional characteristics of hepatocytes. Remarkably, the same protocol can also differentiate rat multipotent adult progenitor cells (rMAPCs) to hepatocyte-like cells, even though rMAPC are isolated clonally from cultured rat bone marrow (BM) and have characteristics of primitive endoderm cells. A fraction of rMAPCs can be fated to cells expressing genes consistent with a PS/ME/DE phenotype, preceding the acquisition of phenotypic and functional characteristics of hepatocytes. Although the hepatocyte-like progeny derived from both cell types is mixed, between 10-20% of cells are developmentally consistent with late fetal hepatocytes that have attained synthetic, storage and detoxifying functions near those of adult hepatocytes. This differentiation protocol will be useful for generating hepatocyte-like cells from rodent and human stem cells, and to gain insight into the early stages of liver development.
- Published
- 2010
- Full Text
- View/download PDF
44. A bistable gene switch for antibiotic biosynthesis: the butyrolactone regulon in Streptomyces coelicolor.
- Author
-
Sarika Mehra, Salim Charaniya, Eriko Takano, and Wei-Shou Hu
- Subjects
Medicine ,Science - Abstract
Many microorganisms, including bacteria of the class Streptomycetes, produce various secondary metabolites including antibiotics to gain a competitive advantage in their natural habitat. The production of these compounds is highly coordinated in a population to expedite accumulation to an effective concentration. Furthermore, as antibiotics are often toxic even to their producers, a coordinated production allows microbes to first arm themselves with a defense mechanism to resist their own antibiotics before production commences. One possible mechanism of coordination among individuals is through the production of signaling molecules. The gamma-butyrolactone system in Streptomyces coelicolor is a model of such a signaling system for secondary metabolite production. The accumulation of these signaling molecules triggers antibiotic production in the population. A pair of repressor-amplifier proteins encoded by scbA and scbR mediates the production and action of one particular gamma-butyrolactone, SCB1. Based on the proposed interactions of scbA and scbR, a mathematical model was constructed and used to explore the ability of this system to act as a robust genetic switch. Stability analysis shows that the butyrolactone system exhibits bistability and, in response to a threshold SCB1 concentration, can switch from an OFF state to an ON state corresponding to the activation of genes in the cryptic type I polyketide synthase gene cluster, which are responsible for production of the hypothetical polyketide. The switching time is inversely related to the inducer concentration above the threshold, such that short pulses of low inducer concentration cannot switch on the system, suggesting its possible role in noise filtering. In contrast, secondary metabolite production can be triggered rapidly in a population of cells producing the butyrolactone signal due to the presence of an amplification loop in the system. S. coelicolor was perturbed experimentally by varying concentrations of SCB1, and the model simulations match the experimental data well. Deciphering the complexity of this butyrolactone switch will provide valuable insights into how robust and efficient systems can be designed using "simple" two-protein networks.
- Published
- 2008
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45. Uncovering genes with divergent mRNA-protein dynamics in Streptomyces coelicolor.
- Author
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Karthik P Jayapal, Robin J Philp, Yee-Jiun Kok, Miranda G S Yap, David H Sherman, Timothy J Griffin, and Wei-Shou Hu
- Subjects
Medicine ,Science - Abstract
Many biological processes are intrinsically dynamic, incurring profound changes at both molecular and physiological levels. Systems analyses of such processes incorporating large-scale transcriptome or proteome profiling can be quite revealing. Although consistency between mRNA and proteins is often implicitly assumed in many studies, examples of divergent trends are frequently observed. Here, we present a comparative transcriptome and proteome analysis of growth and stationary phase adaptation in Streptomyces coelicolor, taking the time-dynamics of process into consideration. These processes are of immense interest in microbiology as they pertain to the physiological transformations eliciting biosynthesis of many naturally occurring therapeutic agents. A shotgun proteomics approach based on mass spectrometric analysis of isobaric stable isotope labeled peptides (iTRAQ) enabled identification and rapid quantification of approximately 14% of the theoretical proteome of S. coelicolor. Independent principal component analyses of this and DNA microarray-derived transcriptome data revealed that the prominent patterns in both protein and mRNA domains are surprisingly well correlated. Despite this overall correlation, by employing a systematic concordance analysis, we estimated that over 30% of the analyzed genes likely exhibited significantly divergent patterns, of which nearly one-third displayed even opposing trends. Integrating this data with biological information, we discovered that certain groups of functionally related genes exhibit mRNA-protein discordance in a similar fashion. Our observations suggest that differences between mRNA and protein synthesis/degradation mechanisms are prominent in microbes while reaffirming the plausibility of such mechanisms acting in a concerted fashion at a protein complex or sub-pathway level.
- Published
- 2008
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46. Systems analysis of N-glycan processing in mammalian cells.
- Author
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Patrick Hossler, Bhanu Chandra Mulukutla, and Wei-Shou Hu
- Subjects
Medicine ,Science - Abstract
N-glycosylation plays a key role in the quality of many therapeutic glycoprotein biologics. The biosynthesis reactions of these oligosaccharides are a type of network in which a relatively small number of enzymes give rise to a large number of N-glycans as the reaction intermediates and terminal products. Multiple glycans appear on the glycoprotein molecules and give rise to a heterogeneous product. Controlling the glycan distribution is critical to the quality control of the product. Understanding N-glycan biosynthesis and the etiology of microheterogeneity would provide physiological insights, and facilitate cellular engineering to enhance glycoprotein quality. We developed a mathematical model of glycan biosynthesis in the Golgi and analyzed the various reaction variables on the resulting glycan distribution. The Golgi model was modeled as four compartments in series. The mechanism of protein transport across the Golgi is still controversial. From the viewpoint of their holding time distribution characteristics, the two main hypothesized mechanisms, vesicular transport and Golgi maturation models, resemble four continuous mixing-tanks (4CSTR) and four plug-flow reactors (4PFR) in series, respectively. The two hypotheses were modeled accordingly and compared. The intrinsic reaction kinetics were first evaluated using a batch (or single PFR) reactor. A sufficient holding time is needed to produce terminally-processed glycans. Altering enzyme concentrations has a complex effect on the final glycan distribution, as the changes often affect many reaction steps in the network. Comparison of the glycan profiles predicted by the 4CSTR and 4PFR models points to the 4PFR system as more likely to be the true mechanism. To assess whether glycan heterogeneity can be eliminated in the biosynthesis of biotherapeutics the 4PFR model was further used to assess whether a homogeneous glycan profile can be created through metabolic engineering. We demonstrate by the spatial localization of enzymes to specific compartments all terminally processed N-glycans can be synthesized as homogeneous products with a sufficient holding time in the Golgi compartments. The model developed may serve as a guide to future engineering of glycoproteins.
- Published
- 2007
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47. Hypothermic Maintenance of Hepatocyte Spheroids
- Author
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Pamela H. Lai, Qin Meng, Timothy D. Sielaff, and Wei-Shou Hu
- Subjects
Medicine - Abstract
Primary hepatocytes form spheroids under some culture conditions. These spheroids exhibit many tissuelike ultrastructures and retain many liver-specific functions over a long period of time. They are attractive for many applications employing liver cells. The ability to maintain their viability and functions at a reduced temperature to allow for transportation to the site of their application will facilitate their use. Furthermore, with their structural and functional similarity, they could possibly be used as a model system for studying various liver ischemias. The effect of hypothermic treatment was assessed by oxygen consumption rate, ATP, H 2 O 2 , and caspase 8 content, as well as albumin and urea synthesis, during and posttreatment. No single outcome variable gives a superlative quantification of hypothermic damage. Taken together, the hypothermic treatment can be seen as increasingly damaging as the temperature decreases from 21°C to 15°C and 4°C. The addition of the chemical protectants glutathione, N-acetyl-L-cystein (NAC), and tauroursodeoxycholic acid (TUDCA) decreased the damaging effect of hypothermic treatment. This protection effect was even more profound when spheroids were preincubated with the protectant for 24 h, and was most prominent at 4°C. The viability of the hypothermically treated hepatocyte spheroids was confirmed by laser scanning confocal microscopy. The method reported provides a means of maintaining spheroids' viability and may allow for their distribution to application sites at a distance.
- Published
- 2005
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48. Expression Systems and Processes for rDNA Products
- Author
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RANDOLPH T. HATCH, CHARLES GOOCHEE, ANTONIO MOREIRA, YAIR ALROY, Steven J. Coppella, Gregory F. Payne, Neslihan DelaCruz, Peter O. Olins, Catherine S. Devine, Shaukat H. Rangwala, S. A. Rosenfeld, J. W. Brandis, D. F. Ditullio, J. F. Lee, W. B. Armiger, George P. Philippidis, Janet L. Schottel, Wei-Shou Hu, Philip J., Randolph T. Hatch, Charles Goochee, Antonio Moreira, Yair Alroy, M. Joan Comstock
- Published
- 1991
49. A comparative genomic hybridization approach to study gene copy number variations among chinese hamster cell lines
- Author
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Nandita Vishwanathan, Hsu Yuan Fu, Arpan Bandyopadhyay, Wei Shou Hu, Kathryn C. Johnson, and Nathan M. Springer
- Subjects
0301 basic medicine ,Genetics ,Lineage (genetic) ,biology ,Chinese hamster ovary cell ,Bioengineering ,biology.organism_classification ,Applied Microbiology and Biotechnology ,Genome ,Chinese hamster ,law.invention ,03 medical and health sciences ,030104 developmental biology ,law ,Cell culture ,Recombinant DNA ,Copy-number variation ,Biotechnology ,Comparative genomic hybridization - Abstract
Chinese Hamster Ovary (CHO) cells are aneuploid in nature. The genome of recombinant protein producing CHO cell lines continuously undergoes changes in its structure and organization. We analyzed nine cell lines, including parental cell lines, using a comparative genomic hybridization (CGH) array focused on gene-containing regions. The comparison of CGH with copy-number estimates from sequencing data showed good correlation. Hierarchical clustering of the gene copy number variation data from CGH data revealed the lineage relationships between the cell lines. On analyzing the clones of a clonal population, some regions with altered genomic copy number status were identified indicating genomic changes during passaging. A CGH array is thus an effective tool in quantifying genomic alterations in industrial cell lines and can provide insights into the changes in the genomic structure during cell line derivation and long term culture. Biotechnol. Bioeng. 2017;114: 1903-1908. © 2017 Wiley Periodicals, Inc.
- Published
- 2017
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50. Single-Cell Analysis Reveals that the Enterococcal Sex Pheromone Response Results in Expression of Full-Length Conjugation Operon Transcripts in All Induced Cells
- Author
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Wei Shou Hu, Gary M. Dunny, Arpan Bandyopadhyay, Sofie A. O'Brien, Rebecca J.B. Erickson, and Aaron M. T. Barnes
- Subjects
Operon ,In situ hybridization ,Biology ,Microbiology ,Pheromones ,03 medical and health sciences ,Plasmid ,Bacterial Proteins ,Single-cell analysis ,Transcription (biology) ,Gene expression ,Enterococcus faecalis ,Inducer ,Promoter Regions, Genetic ,Molecular Biology ,Gene ,030304 developmental biology ,0303 health sciences ,030306 microbiology ,Gene Expression Regulation, Bacterial ,Cell biology ,Conjugation, Genetic ,Single-Cell Analysis ,Oligopeptides ,Research Article - Abstract
For high-frequency transfer of pCF10 between E. faecalis cells, induced expression of the pCF10 genes encoding conjugative machinery from the prgQ operon is required. This process is initiated by the cCF10 (C) inducer peptide produced by potential recipient cells. The expression timing of prgB, an “early” gene just downstream of the inducible promoter, has been studied extensively in single cells. However, several previous studies suggest that only 1 to 10% of donors induced for early prgQ gene expression actually transfer plasmids to recipients, even at a very high recipient population density. One possible explanation for this is that only a minority of pheromone-induced donors actually transcribe the entire prgQ operon. Such cells would not be able to functionally conjugate but might play another role in the group behavior of donors. Here, we sought to (i) simultaneously assess the presence of RNAs produced from the proximal (early induced transcripts [early Q]) and distal (late Q) portions of the prgQ operon in individual cells, (ii) investigate the prevalence of heterogeneity in induced transcript length, and (iii) evaluate the temporality of induced transcript expression. Using fluorescent in situ hybridization chain reaction (HCR) transcript labeling and single-cell microscopic analysis, we observed that most cells expressing early transcripts (Q(L), prgB, and prgA) also expressed late transcripts (prgJ, pcfC, and pcfG). These data support the conclusion that, after induction is initiated, transcription likely extends through the end of the conjugation machinery operon for most, if not all, induced cells. IMPORTANCE In Enterococcus faecalis, conjugative plasmids like pCF10 often carry antibiotic resistance genes. With antibiotic treatment, bacteria benefit from plasmid carriage; however, without antibiotic treatment, plasmid gene expression may have a fitness cost. Transfer of pCF10 is mediated by cell-to-cell signaling, which activates the expression of conjugation genes and leads to efficient plasmid transfer. Yet, not all donor cells in induced populations transfer the plasmid. We examined whether induced cells might not be able to functionally conjugate due to premature induced transcript termination. Single-cell analysis showed that most induced cells do, in fact, express all of the genes required for conjugation, suggesting that premature transcription termination within the prgQ operon does not account for failure of induced donor cell gene transfer.
- Published
- 2020
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