151
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Chung BKS, Lakshmanan M, Klement M, Mohanty B, Lee DY. Genome-scale in silico modeling and analysis for designing synthetic terpenoid-producing microbial cell factories. Chem Eng Sci 2013. [DOI: 10.1016/j.ces.2012.09.006] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
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152
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153
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Cloning, expression and optimized production in a bioreactor of bovine chymosin B in Pichia (Komagataella) pastoris under AOX1 promoter. Protein Expr Purif 2013; 92:235-44. [PMID: 24141135 DOI: 10.1016/j.pep.2013.08.018] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2013] [Revised: 07/24/2013] [Accepted: 08/26/2013] [Indexed: 11/21/2022]
Abstract
The codon sequence optimized bovine prochymosin B gene was cloned under the control of the alcohol oxidase 1 promoter (AOX1) in the vector pPIC9K and integrated into the genome of the methylotrophic yeast Pichia (Komagataella) pastoris (P. pastoris) strain GS115. A transformant clone that showed resistance to over 4 mg G418/ml and displayed the highest milk-clotting activity was selected. Cell growth and recombinant bovine chymosin production were optimized in flask cultures during methanol induction phase achieving the highest coagulant activity with low pH values, a temperature of 25°C and with the addition of sorbitol and ascorbic acid at the beginning of this period. The scaling up of the fermentation process to lab-scale stirred bioreactor using optimized conditions, allowed to reach 240 g DCW/L of biomass level and 96 IMCU/ml of milk-clotting activity. The enzyme activity corresponded to 53 mg/L of recombinant bovine chymosin production after 120 h of methanol induction. Western blot analysis of the culture supernatant showed that recombinant chymosin did not suffer degradation during the protein production phase. By a procedure that included high performance gel filtration chromatography and 3 kDa fast ultrafiltration, the recombinant bovine chymosin was purified and concentrated from fermentation cultures, generating a specific activity of 800 IMCU/Total Abs(280 nm) and a total activity recovery of 56%. This study indicated that P. pastoris is a suitable expression system for bioreactor based fed-batch fermentation process for the efficient production of recombinant bovine chymosin under methanol-inducible AOX1 promoter.
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154
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Co-expression for intracellular processing in microbial protein production. Biotechnol Lett 2013; 36:427-41. [DOI: 10.1007/s10529-013-1379-z] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2013] [Accepted: 10/04/2013] [Indexed: 12/19/2022]
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155
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Sleight SC, Sauro HM. Visualization of evolutionary stability dynamics and competitive fitness of Escherichia coli engineered with randomized multigene circuits. ACS Synth Biol 2013; 2:519-28. [PMID: 24004180 DOI: 10.1021/sb400055h] [Citation(s) in RCA: 63] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
Abstract
Strain engineering for synthetic biology and metabolic engineering applications often requires the expression of foreign proteins that can reduce cellular fitness. In order to quantify and visualize the evolutionary stability dynamics in engineered populations of Escherichia coli , we constructed randomized CMY (cyan-magenta-yellow) genetic circuits with independently randomized promoters, ribosome binding sites, and transcriptional terminators that express cyan fluorescent protein (CFP), red fluorescent protein (RFP), and yellow fluorescent protein (YFP). Using a CMY color system allows for a spectrum of different colors to be produced under UV light since the relative ratio of fluorescent proteins vary between circuits, and this system can be used for the visualization of evolutionary stability dynamics. Evolutionary stability results from 192 evolved populations (24 CMY circuits with 8 replicates each) indicate that both the number of repeated sequences and overall expression levels contribute to circuit stability. The most evolutionarily robust circuit has no repeated parts, lower expression levels, and is about 3-fold more stable relative to a rationally designed circuit. Visualization results show that evolutionary dynamics are highly stochastic between replicate evolved populations and color changes over evolutionary time are consistent with quantitative data. We also measured the competitive fitness of different mutants in an evolved population and find that fitness is highest in mutants that express a lower number of genes (0 and 1 > 2 > 3). In addition, we find that individual circuits with expression levels below 10% of the maximum have significantly higher evolutionary stability, suggesting there may be a hypothetical "fitness threshold" that can be used for robust circuit design.
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Affiliation(s)
- Sean C Sleight
- University of Washington , Dept. of Bioengineering, Seattle, Washington 98195, United States
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156
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Archer E, Süel GM. Synthetic biological networks. REPORTS ON PROGRESS IN PHYSICS. PHYSICAL SOCIETY (GREAT BRITAIN) 2013; 76:096602. [PMID: 24006369 DOI: 10.1088/0034-4885/76/9/096602] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
Despite their obvious relationship and overlap, the field of physics is blessed with many insightful laws, while such laws are sadly absent in biology. Here we aim to discuss how the rise of a more recent field known as synthetic biology may allow us to more directly test hypotheses regarding the possible design principles of natural biological networks and systems. In particular, this review focuses on synthetic gene regulatory networks engineered to perform specific functions or exhibit particular dynamic behaviors. Advances in synthetic biology may set the stage to uncover the relationship of potential biological principles to those developed in physics.
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Affiliation(s)
- Eric Archer
- Green Center for Systems Biology, University of Texas Southwestern Medical Center, Dallas, TX, USA
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157
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Jin LQ, Liu ZQ, Xu JM, Zheng RC, Zheng YG, Shen YC. Efficient biocatalytic hydrolysis of 2-chloronicotinamide for production of 2-chloronicotinic acid by recombinant amidase. CATAL COMMUN 2013. [DOI: 10.1016/j.catcom.2013.04.004] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022] Open
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158
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Jin HX, Liu ZQ, Hu ZC, Zheng YG. Biosynthesis of (R)-epichlorohydrin at high substrate concentration by kinetic resolution of racemic epichlorohydrin with a recombinant epoxide hydrolase. Eng Life Sci 2013. [DOI: 10.1002/elsc.201200179] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022] Open
Affiliation(s)
- Huo-Xi Jin
- Institute of Bioengineering; Zhejiang University of Technology; Hangzhou P. R. China
- Engineering Research Center of Bioconversion and Biopurification of the Ministry of Education; Zhejiang University of Technology; Hangzhou P. R. China
| | - Zhi-Qiang Liu
- Institute of Bioengineering; Zhejiang University of Technology; Hangzhou P. R. China
- Engineering Research Center of Bioconversion and Biopurification of the Ministry of Education; Zhejiang University of Technology; Hangzhou P. R. China
| | - Zhong-Ce Hu
- Institute of Bioengineering; Zhejiang University of Technology; Hangzhou P. R. China
- Engineering Research Center of Bioconversion and Biopurification of the Ministry of Education; Zhejiang University of Technology; Hangzhou P. R. China
| | - Yu-Guo Zheng
- Institute of Bioengineering; Zhejiang University of Technology; Hangzhou P. R. China
- Engineering Research Center of Bioconversion and Biopurification of the Ministry of Education; Zhejiang University of Technology; Hangzhou P. R. China
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159
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Cox RS, Nishikata K, Shimoyama S, Yoshida Y, Matsui M, Makita Y, Toyoda T. PromoterCAD: Data-driven design of plant regulatory DNA. Nucleic Acids Res 2013; 41:W569-74. [PMID: 23766287 PMCID: PMC3692106 DOI: 10.1093/nar/gkt518] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
Synthetic promoters can control the timing, location and amount of gene expression for any organism. PromoterCAD is a web application for designing synthetic promoters with altered transcriptional regulation. We use a data-first approach, using published high-throughput expression and motif data from for Arabidopsis thaliana to guide DNA design. We demonstrate data mining tools for finding motifs related to circadian oscillations and tissue-specific expression patterns. PromoterCAD is built on the LinkData open platform for data publication and rapid web application development, allowing new data to be easily added, and the source code modified to add new functionality. PromoterCAD URL: http://promotercad.org. LinkData URL: http://linkdata.org.
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Affiliation(s)
- Robert Sidney Cox
- Bioinformatics and Systems Engineering Division, RIKEN, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230-0045, Japan
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160
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Production of (R)-epichlorohydrin from 1,3-dichloro-2-propanol by two-step biocatalysis using haloalcohol dehalogenase and epoxide hydrolase in two-phase system. Biochem Eng J 2013. [DOI: 10.1016/j.bej.2013.02.005] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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161
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Shi Z, Wedd AG, Gras SL. Parallel in vivo DNA assembly by recombination: experimental demonstration and theoretical approaches. PLoS One 2013; 8:e56854. [PMID: 23468883 PMCID: PMC3585241 DOI: 10.1371/journal.pone.0056854] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2012] [Accepted: 01/17/2013] [Indexed: 01/10/2023] Open
Abstract
The development of synthetic biology requires rapid batch construction of large gene networks from combinations of smaller units. Despite the availability of computational predictions for well-characterized enzymes, the optimization of most synthetic biology projects requires combinational constructions and tests. A new building-brick-style parallel DNA assembly framework for simple and flexible batch construction is presented here. It is based on robust recombination steps and allows a variety of DNA assembly techniques to be organized for complex constructions (with or without scars). The assembly of five DNA fragments into a host genome was performed as an experimental demonstration.
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Affiliation(s)
- Zhenyu Shi
- School of Chemistry, University of Melbourne, Parkville, Victoria, Australia.
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162
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Gatter M, Gatter T, Matthäus F. C.U.R.R.F. (Codon Usage regarding Restriction Finder): a free Java(®)-based tool to detect potential restriction sites in both coding and non-coding DNA sequences. Mol Biotechnol 2013; 52:123-8. [PMID: 22161280 DOI: 10.1007/s12033-011-9479-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
The synthesis of complete genes is becoming a more and more popular approach in heterologous gene expression. Reasons for this are the decreasing prices and the numerous advantages in comparison to classic molecular cloning methods. Two of these advantages are the possibility to adapt the codon usage to the host organism and the option to introduce restriction enzyme target sites of choice. C.U.R.R.F. (Codon Usage regarding Restriction Finder) is a free Java(®)-based software program which is able to detect possible restriction sites in both coding and non-coding DNA sequences by introducing multiple silent or non-silent mutations, respectively. The deviation of an alternative sequence containing a desired restriction motive from the sequence with the optimal codon usage is considered during the search of potential restriction sites in coding DNA and mRNA sequences as well as protein sequences. C.U.R.R.F is available at http://www.zvm.tu-dresden.de/die_tu_dresden/fakultaeten/fakultaet_mathematik_und_naturwissenschaften/fachrichtung_biologie/mikrobiologie/allgemeine_mikrobiologie/currf.
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Affiliation(s)
- Michael Gatter
- Institut für Mikrobiologie, Technische Universität Dresden, 01062 Dresden, Germany.
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163
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Lo TM, Teo WS, Ling H, Chen B, Kang A, Chang MW. Microbial engineering strategies to improve cell viability for biochemical production. Biotechnol Adv 2013; 31:903-14. [PMID: 23403071 DOI: 10.1016/j.biotechadv.2013.02.001] [Citation(s) in RCA: 51] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2012] [Revised: 02/05/2013] [Accepted: 02/05/2013] [Indexed: 11/16/2022]
Abstract
Efficient production of biochemicals using engineered microbes as whole-cell biocatalysts requires robust cell viability. Robust viability leads to high productivity and improved bioprocesses by allowing repeated cell recycling. However, cell viability is negatively affected by a plethora of stresses, namely chemical toxicity and metabolic imbalances, primarily resulting from bio-synthesis pathways. Chemical toxicity is caused by substrates, intermediates, products, and/or by-products, and these compounds often interfere with important metabolic processes and damage cellular infrastructures such as cell membrane, leading to poor cell viability. Further, stresses on engineered cells are accentuated by metabolic imbalances, which are generated by heavy metabolic resource consumption due to enzyme overexpression, redistribution of metabolic fluxes, and impaired intracellular redox state by co-factor imbalance. To address these challenges, herein, we discuss a range of key microbial engineering strategies, substantiated by recent advances, to improve cell viability for commercially sustainable production of biochemicals from renewable resources.
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Affiliation(s)
- Tat-Ming Lo
- School of Chemical and Biomedical Engineering, Nanyang Technological University, 62 Nanyang Drive, Singapore 637459, Singapore
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164
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Lee SY, Sohn SB, Kim YB, Shin JH, Kim JE, Kim TY. Computational Methods for Strain Design. Synth Biol (Oxf) 2013. [DOI: 10.1016/b978-0-12-394430-6.00008-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022] Open
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165
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Production of bulk chemicals via novel metabolic pathways in microorganisms. Biotechnol Adv 2012; 31:925-35. [PMID: 23280013 DOI: 10.1016/j.biotechadv.2012.12.008] [Citation(s) in RCA: 57] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2012] [Revised: 12/09/2012] [Accepted: 12/23/2012] [Indexed: 02/05/2023]
Abstract
Metabolic engineering has been playing important roles in developing high performance microorganisms capable of producing various chemicals and materials from renewable biomass in a sustainable manner. Synthetic and systems biology are also contributing significantly to the creation of novel pathways and the whole cell-wide optimization of metabolic performance, respectively. In order to expand the spectrum of chemicals that can be produced biotechnologically, it is necessary to broaden the metabolic capacities of microorganisms. Expanding the metabolic pathways for biosynthesizing the target chemicals requires not only the enumeration of a series of known enzymes, but also the identification of biochemical gaps whose corresponding enzymes might not actually exist in nature; this issue is the focus of this paper. First, pathway prediction tools, effectively combining reactions that lead to the production of a target chemical, are analyzed in terms of logics representing chemical information, and designing and ranking the proposed metabolic pathways. Then, several approaches for potentially filling in the gaps of the novel metabolic pathway are suggested along with relevant examples, including the use of promiscuous enzymes that flexibly utilize different substrates, design of novel enzymes for non-natural reactions, and exploration of hypothetical proteins. Finally, strain optimization by systems metabolic engineering in the context of novel metabolic pathways constructed is briefly described. It is hoped that this review paper will provide logical ways of efficiently utilizing 'big' biological data to design and develop novel metabolic pathways for the production of various bulk chemicals that are currently produced from fossil resources.
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166
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Characterization and application of a newly synthesized 2-deoxyribose-5-phosphate aldolase. J Ind Microbiol Biotechnol 2012. [PMID: 23179467 DOI: 10.1007/s10295-012-1213-y] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
A codon-optimized 2-deoxyribose-5-phosphate aldolase (DERA) gene was newly synthesized and expressed in Escherichia coli to investigate its biochemical properties and applications in synthesis of statin intermediates. The expressed DERA was purified and characterized using 2-deoxyribose-5-phosphate as the substrate. The specific activity of recombinant DERA was 1.8 U/mg. The optimum pH and temperature for DERA activity were pH 7.0 and 35 °C, respectively. The recombinant DERA was stable at pH 4.0-7.0 and at temperatures below 50 °C. The enzyme activity was inhibited by 1 mM of Ni(2+), Ba(2+) and Fe(2+). The apparent K (m) and V (max) values of purified enzyme for 2-deoxyribose-5-phosphate were 0.038 mM and 2.9 μmol min(-1) mg(-1), for 2-deoxyribose were 0.033 mM and 2.59 μmol min(-1) mg(-1), respectively, which revealed that the enzyme had similar catalytic efficiency towards phosphorylated and non-phosphorylated substrates. To synthesize statin intermediates, the bioconversion process for production of (3R, 5S)-6-chloro-2,4,6-trideoxyhexose from chloroacetaldehyde and acetaldehyde by the recombinant DERA was developed and a conversion of 94.4 % was achieved. This recombinant DERA could be a potential candidate for application in production of (3R, 5S)-6-chloro-2,4,6-trideoxyhexose.
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167
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Chung BKS, Lee DY. Computational codon optimization of synthetic gene for protein expression. BMC SYSTEMS BIOLOGY 2012; 6:134. [PMID: 23083100 PMCID: PMC3495653 DOI: 10.1186/1752-0509-6-134] [Citation(s) in RCA: 61] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/05/2012] [Accepted: 10/11/2012] [Indexed: 01/28/2023]
Abstract
Background The construction of customized nucleic acid sequences allows us to have greater flexibility in gene design for recombinant protein expression. Among the various parameters considered for such DNA sequence design, individual codon usage (ICU) has been implicated as one of the most crucial factors affecting mRNA translational efficiency. However, previous works have also reported the significant influence of codon pair usage, also known as codon context (CC), on the level of protein expression. Results In this study, we have developed novel computational procedures for evaluating the relative importance of optimizing ICU and CC for enhancing protein expression. By formulating appropriate mathematical expressions to quantify the ICU and CC fitness of a coding sequence, optimization procedures based on genetic algorithm were employed to maximize its ICU and/or CC fitness. Surprisingly, the in silico validation of the resultant optimized DNA sequences for Escherichia coli, Lactococcus lactis, Pichia pastoris and Saccharomyces cerevisiae suggests that CC is a more relevant design criterion than the commonly considered ICU. Conclusions The proposed CC optimization framework can complement and enhance the capabilities of current gene design tools, with potential applications to heterologous protein production and even vaccine development in synthetic biotechnology.
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Affiliation(s)
- Bevan Kai-Sheng Chung
- Department of Chemical and Biomolecular Engineering, National University of Singapore, 4 Engineering Drive 4, Singapore, 117576, Singapore
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168
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Codon preference optimization increases prokaryotic cystatin C expression. J Biomed Biotechnol 2012; 2012:732017. [PMID: 23093857 PMCID: PMC3471025 DOI: 10.1155/2012/732017] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2012] [Revised: 08/14/2012] [Accepted: 08/22/2012] [Indexed: 02/06/2023] Open
Abstract
Gene expression is closely related to optimal vector-host system pairing in many prokaryotes. Redesign of the human cystatin C (cysC) gene using the preferred codons of the prokaryotic system may significantly increase cysC expression in Escherichia coli (E. coli). Specifically, cysC expression may be increased by removing unstable sequences and optimizing GC content. According to E. coli expression system codon preferences, the gene sequence was optimized while the amino acid sequence was maintained. The codon-optimized cysC (co-cysC) and wild-type cysC (wt-cysC) were expressed by cloning the genes into a pET-30a plasmid, thus transforming the recombinant plasmid into E. coli BL21. Before and after the optimization process, the prokaryotic expression vector and host bacteria were examined for protein expression and biological activation of CysC. The recombinant proteins in the lysate of the transformed bacteria were purified using Ni(2+)-NTA resin. Recombinant protein expression increased from 10% to 46% based on total protein expression after codon optimization. Recombinant CysC purity was above 95%. The significant increase in cysC expression in E. coli expression produced by codon optimization techniques may be applicable to commercial production systems.
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169
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Synthetic genomics: potential and limitations. Curr Opin Biotechnol 2012; 23:659-65. [DOI: 10.1016/j.copbio.2012.01.014] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2012] [Revised: 01/23/2012] [Accepted: 01/24/2012] [Indexed: 11/22/2022]
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170
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171
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Bell DC, Thomas WK, Murtagh KM, Dionne CA, Graham AC, Anderson JE, Glover WR. DNA base identification by electron microscopy. MICROSCOPY AND MICROANALYSIS : THE OFFICIAL JOURNAL OF MICROSCOPY SOCIETY OF AMERICA, MICROBEAM ANALYSIS SOCIETY, MICROSCOPICAL SOCIETY OF CANADA 2012; 18:1049-1053. [PMID: 23046798 DOI: 10.1017/s1431927612012615] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/01/2023]
Abstract
Advances in DNA sequencing, based on fluorescent microscopy, have transformed many areas of biological research. However, only relatively short molecules can be sequenced by these technologies. Dramatic improvements in genomic research will require accurate sequencing of long (>10,000 base-pairs), intact DNA molecules. Our approach directly visualizes the sequence of DNA molecules using electron microscopy. This report represents the first identification of DNA base pairs within intact DNA molecules by electron microscopy. By enzymatically incorporating modified bases, which contain atoms of increased atomic number, direct visualization and identification of individually labeled bases within a synthetic 3,272 base-pair DNA molecule and a 7,249 base-pair viral genome have been accomplished. This proof of principle is made possible by the use of a dUTP nucleotide, substituted with a single mercury atom attached to the nitrogenous base. One of these contrast-enhanced, heavy-atom-labeled bases is paired with each adenosine base in the template molecule and then built into a double-stranded DNA molecule by a template-directed DNA polymerase enzyme. This modification is small enough to allow very long molecules with labels at each A-U position. Image contrast is further enhanced by using annular dark-field scanning transmission electron microscopy (ADF-STEM). Further refinements to identify additional base types and more precisely determine the location of identified bases would allow full sequencing of long, intact DNA molecules, significantly improving the pace of complex genomic discoveries.
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Affiliation(s)
- David C Bell
- School of Engineering and Applied Sciences, Harvard University, Cambridge, MA 02138, USA
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172
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Beal J, Weiss R, Densmore D, Adler A, Appleton E, Babb J, Bhatia S, Davidsohn N, Haddock T, Loyall J, Schantz R, Vasilev V, Yaman F. An end-to-end workflow for engineering of biological networks from high-level specifications. ACS Synth Biol 2012; 1:317-31. [PMID: 23651286 DOI: 10.1021/sb300030d] [Citation(s) in RCA: 62] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
We present a workflow for the design and production of biological networks from high-level program specifications. The workflow is based on a sequence of intermediate models that incrementally translate high-level specifications into DNA samples that implement them. We identify algorithms for translating between adjacent models and implement them as a set of software tools, organized into a four-stage toolchain: Specification, Compilation, Part Assignment, and Assembly. The specification stage begins with a Boolean logic computation specified in the Proto programming language. The compilation stage uses a library of network motifs and cellular platforms, also specified in Proto, to transform the program into an optimized Abstract Genetic Regulatory Network (AGRN) that implements the programmed behavior. The part assignment stage assigns DNA parts to the AGRN, drawing the parts from a database for the target cellular platform, to create a DNA sequence implementing the AGRN. Finally, the assembly stage computes an optimized assembly plan to create the DNA sequence from available part samples, yielding a protocol for producing a sample of engineered plasmids with robotics assistance. Our workflow is the first to automate the production of biological networks from a high-level program specification. Furthermore, the workflow's modular design allows the same program to be realized on different cellular platforms simply by swapping workflow configurations. We validated our workflow by specifying a small-molecule sensor-reporter program and verifying the resulting plasmids in both HEK 293 mammalian cells and in E. coli bacterial cells.
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Affiliation(s)
- Jacob Beal
- Raytheon BBN Technologies, 10 Moulton
St., Cambridge, Massachusetts, United States
| | - Ron Weiss
- Department of Biological Engineering, MIT, Cambridge, Massachusetts, United States
| | | | - Aaron Adler
- Raytheon BBN Technologies, 10 Moulton
St., Cambridge, Massachusetts, United States
| | | | - Jonathan Babb
- Department of Biological Engineering, MIT, Cambridge, Massachusetts, United States
| | | | - Noah Davidsohn
- Department of Biological Engineering, MIT, Cambridge, Massachusetts, United States
| | | | - Joseph Loyall
- Raytheon BBN Technologies, 10 Moulton
St., Cambridge, Massachusetts, United States
| | - Richard Schantz
- Raytheon BBN Technologies, 10 Moulton
St., Cambridge, Massachusetts, United States
| | | | - Fusun Yaman
- Raytheon BBN Technologies, 10 Moulton
St., Cambridge, Massachusetts, United States
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173
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Chotewutmontri P, Reddick LE, McWilliams DR, Campbell IM, Bruce BD. Differential transit peptide recognition during preprotein binding and translocation into flowering plant plastids. THE PLANT CELL 2012; 24:3040-59. [PMID: 22829148 PMCID: PMC3426131 DOI: 10.1105/tpc.112.098327] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/16/2012] [Revised: 06/04/2012] [Accepted: 07/09/2012] [Indexed: 05/03/2023]
Abstract
Despite the availability of thousands of transit peptide (TP) primary sequences, the structural and/or physicochemical properties that determine TP recognition by components of the chloroplast translocon are not well understood. By combining a series of in vitro and in vivo experiments, we reveal that TP recognition is determined by sequence-independent interactions and vectorial-specific recognition domains. Using both native and reversed TPs for two well-studied precursors, small subunit of ribulose-1,5-bis-phosphate carboxylase/oxygenase, and ferredoxin, we exposed these two modes of recognition. Toc34 receptor (34-kD subunit of the translocon of the outer envelope) recognition in vitro, preprotein binding in organellar, precursor binding in vivo, and the recognition of TPs by the major stromal molecular motor Hsp70 are specific for the physicochemical properties of the TP. However, translocation in organellar and in vivo demonstrates strong specificity to recognition domain organization. This organization specificity correlates with the N-terminal placement of a strong Hsp70 recognition element. These results are discussed in light of how individual translocon components sequentially interact with the precursor during binding and translocation and helps explain the apparent lack of sequence conservation in chloroplast TPs.
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Affiliation(s)
- Prakitchai Chotewutmontri
- Graduate School of Genome Science and Technology, University of Tennessee, Knoxville, Tennessee 37996
| | - L. Evan Reddick
- Department of Biochemistry, Cellular, and Molecular Biology, University of Tennessee, Knoxville, Tennessee 37996
| | - David R. McWilliams
- Graduate School of Genome Science and Technology, University of Tennessee, Knoxville, Tennessee 37996
| | - Ian M. Campbell
- Department of Biochemistry, Cellular, and Molecular Biology, University of Tennessee, Knoxville, Tennessee 37996
| | - Barry D. Bruce
- Graduate School of Genome Science and Technology, University of Tennessee, Knoxville, Tennessee 37996
- Department of Biochemistry, Cellular, and Molecular Biology, University of Tennessee, Knoxville, Tennessee 37996
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174
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Deletion of the Pichia pastoris KU70 homologue facilitates platform strain generation for gene expression and synthetic biology. PLoS One 2012; 7:e39720. [PMID: 22768112 PMCID: PMC3387205 DOI: 10.1371/journal.pone.0039720] [Citation(s) in RCA: 183] [Impact Index Per Article: 15.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2012] [Accepted: 05/25/2012] [Indexed: 12/16/2022] Open
Abstract
Targeted gene replacement to generate knock-outs and knock-ins is a commonly used method to study the function of unknown genes. In the methylotrophic yeast Pichia pastoris, the importance of specific gene targeting has increased since the genome sequencing projects of the most commonly used strains have been accomplished, but rapid progress in the field has been impeded by inefficient mechanisms for accurate integration. To improve gene targeting efficiency in P. pastoris, we identified and deleted the P. pastoris KU70 homologue. We observed a substantial increase in the targeting efficiency using the two commonly known and used integration loci HIS4 and ADE1, reaching over 90% targeting efficiencies with only 250-bp flanking homologous DNA. Although the ku70 deletion strain was noted to be more sensitive to UV rays than the corresponding wild-type strain, no lethality, severe growth retardation or loss of gene copy numbers could be detected during repetitive rounds of cultivation and induction of heterologous protein production. Furthermore, we demonstrated the use of the ku70 deletion strain for fast and simple screening of genes in the search of new auxotrophic markers by targeting dihydroxyacetone synthase and glycerol kinase genes. Precise knock-out strains for the well-known P. pastoris AOX1, ARG4 and HIS4 genes and a whole series of expression vectors were generated based on the wild-type platform strain, providing a broad spectrum of precise tools for both intracellular and secreted production of heterologous proteins utilizing various selection markers and integration strategies for targeted or random integration of single and multiple genes. The simplicity of targeted integration in the ku70 deletion strain will further support protein production strain generation and synthetic biology using P. pastoris strains as platform hosts.
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175
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Foundations for the design and implementation of synthetic genetic circuits. Nat Rev Genet 2012; 13:406-20. [DOI: 10.1038/nrg3227] [Citation(s) in RCA: 190] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
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176
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Copeland WB, Bartley BA, Chandran D, Galdzicki M, Kim KH, Sleight SC, Maranas CD, Sauro HM. Computational tools for metabolic engineering. Metab Eng 2012; 14:270-80. [PMID: 22629572 PMCID: PMC3361690 DOI: 10.1016/j.ymben.2012.03.001] [Citation(s) in RCA: 59] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
A great variety of software applications are now employed in the metabolic engineering field. These applications have been created to support a wide range of experimental and analysis techniques. Computational tools are utilized throughout the metabolic engineering workflow to extract and interpret relevant information from large data sets, to present complex models in a more manageable form, and to propose efficient network design strategies. In this review, we present a number of tools that can assist in modifying and understanding cellular metabolic networks. The review covers seven areas of relevance to metabolic engineers. These include metabolic reconstruction efforts, network visualization, nucleic acid and protein engineering, metabolic flux analysis, pathway prospecting, post-structural network analysis and culture optimization. The list of available tools is extensive and we can only highlight a small, representative portion of the tools from each area.
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Affiliation(s)
- Wilbert B Copeland
- Department of Bioengineering, University of Washington, Seattle, WA 98195-5061, USA.
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177
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Thompson KE, Bashor CJ, Lim WA, Keating AE. SYNZIP protein interaction toolbox: in vitro and in vivo specifications of heterospecific coiled-coil interaction domains. ACS Synth Biol 2012; 1:118-29. [PMID: 22558529 PMCID: PMC3339576 DOI: 10.1021/sb200015u] [Citation(s) in RCA: 139] [Impact Index Per Article: 11.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2011] [Indexed: 12/20/2022]
Abstract
![]()
The synthetic biology toolkit contains a growing number
of parts
for regulating transcription and translation, but very few that can
be used to control protein association. Here we report characterization
of 22 previously published heterospecific synthetic coiled-coil peptides
called SYNZIPs. We present biophysical analysis of the oligomerization
states, helix orientations, and affinities of 27 SYNZIP pairs. SYNZIP
pairs were also tested for interaction in two cell-based assays. In
a yeast two-hybrid screen, >85% of 253 comparable interactions
were
consistent with prior in vitro measurements made
using coiled-coil microarrays. In a yeast-signaling assay controlled
by coiled-coil mediated scaffolding, 12 SYNZIP pairs were successfully
used to down-regulate the expression of a reporter gene following
treatment with α-factor. Characterization of these interaction
modules dramatically increases the number of available protein interaction
parts for synthetic biology and should facilitate a wide range of
molecular engineering applications. Summary characteristics of 27
SYNZIP peptide pairs are reported in specification sheets available
in the Supporting Information and at the SYNZIP Web site [http://keatingweb.mit.edu/SYNZIP/].
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Affiliation(s)
- Kenneth Evan Thompson
- Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts
02139, United States
| | | | | | - Amy E. Keating
- Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts
02139, United States
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178
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Abstract
BACKGROUND DNA shuffling generates combinatorial libraries of chimeric genes by stochastically recombining parent genes. The resulting libraries are subjected to large-scale genetic selection or screening to identify those chimeras with favorable properties (e.g., enhanced stability or enzymatic activity). While DNA shuffling has been applied quite successfully, it is limited by its homology-dependent, stochastic nature. Consequently, it is used only with parents of sufficient overall sequence identity, and provides no control over the resulting chimeric library. RESULTS This paper presents efficient methods to extend the scope of DNA shuffling to handle significantly more diverse parents and to generate more predictable, optimized libraries. Our CODNS (cross-over optimization for DNA shuffling) approach employs polynomial-time dynamic programming algorithms to select codons for the parental amino acids, allowing for zero or a fixed number of conservative substitutions. We first present efficient algorithms to optimize the local sequence identity or the nearest-neighbor approximation of the change in free energy upon annealing, objectives that were previously optimized by computationally-expensive integer programming methods. We then present efficient algorithms for more powerful objectives that seek to localize and enhance the frequency of recombination by producing "runs" of common nucleotides either overall or according to the sequence diversity of the resulting chimeras. We demonstrate the effectiveness of CODNS in choosing codons and allocating substitutions to promote recombination between parents targeted in earlier studies: two GAR transformylases (41% amino acid sequence identity), two very distantly related DNA polymerases, Pol X and β (15%), and beta-lactamases of varying identity (26-47%). CONCLUSIONS Our methods provide the protein engineer with a new approach to DNA shuffling that supports substantially more diverse parents, is more deterministic, and generates more predictable and more diverse chimeric libraries.
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Affiliation(s)
- Lu He
- Dept of Computer Science, Dartmouth College, 6211 Sudikoff Laboratory, Hanover, NH 03755, USA
| | - Alan M Friedman
- Dept of Biological Sciences, Markey Center for Structural Biology, Purdue Cancer Center, and Bindley Bioscience Center, Purdue University, West Lafayette, IN 47907, USA
| | - Chris Bailey-Kellogg
- Dept of Computer Science, Dartmouth College, 6211 Sudikoff Laboratory, Hanover, NH 03755, USA
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179
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Gustafsson C, Minshull J, Govindarajan S, Ness J, Villalobos A, Welch M. Engineering genes for predictable protein expression. Protein Expr Purif 2012; 83:37-46. [PMID: 22425659 DOI: 10.1016/j.pep.2012.02.013] [Citation(s) in RCA: 112] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2011] [Revised: 02/27/2012] [Accepted: 02/28/2012] [Indexed: 10/28/2022]
Abstract
The DNA sequence used to encode a polypeptide can have dramatic effects on its expression. Lack of readily available tools has until recently inhibited meaningful experimental investigation of this phenomenon. Advances in synthetic biology and the application of modern engineering approaches now provide the tools for systematic analysis of the sequence variables affecting heterologous expression of recombinant proteins. We here discuss how these new tools are being applied and how they circumvent the constraints of previous approaches, highlighting some of the surprising and promising results emerging from the developing field of gene engineering.
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180
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Enzymatic production of 5'-inosinic acid by a newly synthesised acid phosphatase/phosphotransferase. Food Chem 2012; 134:948-56. [PMID: 23107712 DOI: 10.1016/j.foodchem.2012.02.213] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2011] [Revised: 02/13/2012] [Accepted: 02/29/2012] [Indexed: 11/20/2022]
Abstract
5'-Nucleotides including 5'-inosinic acid have characteristic taste and important application in various foods as flavour potentiators. The selective nucleoside acid phosphatase/phosphotransferase (AP/PTase) can catalyse the synthesis of 5'-nucleotides by transfer of phosphate groups. In this study, a 747-bp gene encoding AP/PTase from Escherichia blattae was synthesised. After expression, the recombinant AP/PTase was purified using nickel-NTA. The optimal temperature and pH of this enzyme were 30°C and 5.0, respectively. The activity was partially inhibited by metal ions such as Hg(2+), Ag(+) and Cu(2+), but not by chelating reagents such as EDTA. The values of K(m) and V(max) for inosine were 40 mM and 3.5 U/mg, respectively. Using this purified enzyme, 16.83 mM of 5'-IMP was synthesised from 37 mM of inosine and the molar yield reached 45.5%. Homology modelling and docking simulation were discussed.
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181
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Egelkrout E, Rajan V, Howard JA. Overproduction of recombinant proteins in plants. PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2012; 184:83-101. [PMID: 22284713 DOI: 10.1016/j.plantsci.2011.12.005] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/22/2011] [Revised: 12/06/2011] [Accepted: 12/09/2011] [Indexed: 05/21/2023]
Abstract
Recombinant protein production in microbial hosts and animal cell cultures has revolutionized the pharmaceutical and industrial enzyme industries. Plants as alternative hosts for the production of recombinant proteins are being actively pursued, taking advantage of their unique characteristics. The key to cost-efficient production in any system is the level of protein accumulation, which is inversely proportional to the cost. Levels of up to 5 g/kg biomass have been obtained in plants, making this production system competitive with microbial hosts. Increasing protein accumulation at the cellular level by varying host, germplasm, location of protein accumulation, and transformation procedure is reviewed. At the molecular level increased expression by improving transcription, translation and accumulation of the protein is critically evaluated. The greatest increases in protein accumulation will occur when various optimized parameters are more fully integrated with each other. Because of the complex nature of plants, this will take more time and effort to accomplish than has been the case for the simpler unicellular systems. However the potential for plants to become one of the major avenues for protein production appears very promising.
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Affiliation(s)
- Erin Egelkrout
- Applied Biotechnology Institute, Cal Poly Technology Park, Building 83, San Luis Obispo, CA 93407, USA
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182
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Racle J, Overney J, Hatzimanikatis V. A computational framework for the design of optimal protein synthesis. Biotechnol Bioeng 2012; 109:2127-33. [PMID: 22334333 DOI: 10.1002/bit.24463] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2011] [Revised: 01/23/2012] [Accepted: 01/30/2012] [Indexed: 11/06/2022]
Abstract
Despite the establishment of design principles to optimize codon choice for heterologous expression vector design, the relationship between codon sequence and final protein yield remains poorly understood. In this work, we present a computational framework for the identification of a set of mutant codon sequences for optimized heterologous protein production, which uses a codon-sequence mechanistic model of protein synthesis. Through a sensitivity analysis on the optimal steady state configuration of protein synthesis we are able to identify the set of codons, that are the most rate limiting with respect to steady state protein synthesis rate, and we replace them with synonymous codons recognized by charged tRNAs more efficient for translation, so that the resulting codon-elongation rate is higher. Repeating this procedure, we iteratively optimize the codon sequence for higher protein synthesis rate taking into account multiple constraints of various types. We determine a small set of optimized synonymous codon sequences that are very close to each other in sequence space, but they have an impact on properties such as ribosomal utilization or secondary structure. This limited number of sequences can then be offered for further experimental study. Overall, the proposed method is very valuable in understanding the effects of the different properties of mRNA sequences on the final protein yield in heterologous protein production and it can find applications in synthetic biology and biotechnology.
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Affiliation(s)
- Julien Racle
- Laboratory of Computational Systems Biotechnology, EPFL, CH-1015 Lausanne, Switzerland
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183
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Seok JH, Kim HS, Hatada Y, Nam SW, Kim YH. Construction of an expression system for the secretory production of recombinant α-agarase in yeast. Biotechnol Lett 2012; 34:1041-9. [DOI: 10.1007/s10529-012-0864-0] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2011] [Accepted: 01/26/2012] [Indexed: 11/24/2022]
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184
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Abstract
As the field of synthetic biology is developing, the prospects for de novo design of biosynthetic pathways are becoming more and more realistic. Hence, there is an increasing need for computational tools that can support these efforts. A range of algorithms has been developed that can be used to identify all possible metabolic pathways and their corresponding enzymatic parts. These can then be ranked according to various properties and modelled in an organism-specific context. Finally, design software can aid the biologist in the integration of a selected pathway into smartly regulated transcriptional units. Here, we review key existing tools and offer suggestions for how informatics can help to shape the future of synthetic microbiology.
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185
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Industrial production of recombinant therapeutics in Escherichia coli and its recent advancements. J Ind Microbiol Biotechnol 2012; 39:383-99. [PMID: 22252444 DOI: 10.1007/s10295-011-1082-9] [Citation(s) in RCA: 270] [Impact Index Per Article: 22.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2011] [Accepted: 12/29/2011] [Indexed: 12/14/2022]
Abstract
Nearly 30% of currently approved recombinant therapeutic proteins are produced in Escherichia coli. Due to its well-characterized genetics, rapid growth and high-yield production, E. coli has been a preferred choice and a workhorse for expression of non-glycosylated proteins in the biotech industry. There is a wealth of knowledge and comprehensive tools for E. coli systems, such as expression vectors, production strains, protein folding and fermentation technologies, that are well tailored for industrial applications. Advancement of the systems continues to meet the current industry needs, which are best illustrated by the recent drug approval of E. coli produced antibody fragments and Fc-fusion proteins by the FDA. Even more, recent progress in expression of complex proteins such as full-length aglycosylated antibodies, novel strain engineering, bacterial N-glycosylation and cell-free systems further suggests that complex proteins and humanized glycoproteins may be produced in E. coli in large quantities. This review summarizes the current technology used for commercial production of recombinant therapeutics in E. coli and recent advances that can potentially expand the use of this system toward more sophisticated protein therapeutics.
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186
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Lu W, Ness JE, Xie W, Zhang X, Liu F, Cai J, Minshull J, Gross RA. Biosynthesis of Monomers for Plastics from Renewable Oils. ACS SYMPOSIUM SERIES 2012. [DOI: 10.1021/bk-2012-1105.ch006] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Affiliation(s)
- Wenhua Lu
- Polytechnic Institute of New York University, 6 Metrotech Center, Brooklyn, NY 11201
- DNA2.0 Inc, 1430 O'Brien Drive, Menlo Park, CA 94025
| | - Jon E. Ness
- Polytechnic Institute of New York University, 6 Metrotech Center, Brooklyn, NY 11201
- DNA2.0 Inc, 1430 O'Brien Drive, Menlo Park, CA 94025
| | - Wenchun Xie
- Polytechnic Institute of New York University, 6 Metrotech Center, Brooklyn, NY 11201
- DNA2.0 Inc, 1430 O'Brien Drive, Menlo Park, CA 94025
| | - Xiaoyan Zhang
- Polytechnic Institute of New York University, 6 Metrotech Center, Brooklyn, NY 11201
- DNA2.0 Inc, 1430 O'Brien Drive, Menlo Park, CA 94025
| | - Fei Liu
- Polytechnic Institute of New York University, 6 Metrotech Center, Brooklyn, NY 11201
- DNA2.0 Inc, 1430 O'Brien Drive, Menlo Park, CA 94025
| | - Jiali Cai
- Polytechnic Institute of New York University, 6 Metrotech Center, Brooklyn, NY 11201
- DNA2.0 Inc, 1430 O'Brien Drive, Menlo Park, CA 94025
| | - Jeremy Minshull
- Polytechnic Institute of New York University, 6 Metrotech Center, Brooklyn, NY 11201
- DNA2.0 Inc, 1430 O'Brien Drive, Menlo Park, CA 94025
| | - Richard A. Gross
- Polytechnic Institute of New York University, 6 Metrotech Center, Brooklyn, NY 11201
- DNA2.0 Inc, 1430 O'Brien Drive, Menlo Park, CA 94025
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187
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Abstract
Computational synthetic biology has borrowed methods, concepts, and techniques from systems biology and electrical engineering. Features of tools for the analysis of biochemical networks and the design of electric circuits have been combined to develop new software, where Standard Biological Parts (physically stored at the MIT Registry) have a mathematical description, based on mass action or Hill kinetics, and can be assembled into genetic networks in a visual, "drag & drop" fashion. Recent tools provide the user with databases, simulation environments, formal languages, and even algorithms for circuit automatic design to refine and speed up gene network construction. Moreover, advances in automation of DNA assembly indicate that synthetic biology software soon will drive the wet-lab implementation of DNA sequences.
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188
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Brás JLA, Carvalho AL, Viegas A, Najmudin S, Alves VD, Prates JAM, Ferreira LMA, Romão MJ, Gilbert HJ, Fontes CMGA. Escherichia coli expression, purification, crystallization, and structure determination of bacterial cohesin-dockerin complexes. Methods Enzymol 2012; 510:395-415. [PMID: 22608738 DOI: 10.1016/b978-0-12-415931-0.00021-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/23/2023]
Abstract
Cellulosomes are highly efficient nanomachines that play a fundamental role during the anaerobic deconstruction of complex plant cell wall carbohydrates. The assembly of these complex nanomachines results from the very tight binding of repetitive cohesin modules, located in a noncatalytic molecular scaffold, and dockerin domains located at the C-terminus of the enzyme components of the cellulosome. The number of enzymes found in a cellulosome varies but may reach more than 100 catalytic subunits if cellulosomes are further organized in polycellulosomes, through a second type of cohesin-dockerin interaction. Structural studies have revealed how the cohesin-dockerin interaction mediates cellulosome assembly and cell-surface attachment, while retaining the flexibility required to potentiate catalytic synergy within the complex. Methods that might be applied for the production, purification, and structure determination of cohesin-dockerin complexes are described here.
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Affiliation(s)
- Joana L A Brás
- CIISA-Faculdade de Medicina Veterinária, Pólo Universitário do Alto da Ajuda, Lisboa, Portugal
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189
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Analysis of the ketosynthase-chain length factor heterodimer from the fredericamycin polyketide synthase. ACTA ACUST UNITED AC 2011; 18:1021-31. [PMID: 21867917 DOI: 10.1016/j.chembiol.2011.07.015] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2011] [Revised: 05/01/2011] [Accepted: 05/03/2011] [Indexed: 11/24/2022]
Abstract
The pentadecaketide fredericamycin has the longest carbon chain backbone among polycyclic aromatic polyketide antibiotics whose biosynthetic genes have been sequenced. This backbone is synthesized by the bimodular fdm polyketide synthase (PKS). Here, we demonstrate that the bimodular fdm PKS as well as its elongation module alone synthesize undecaketides and dodecaketides. Thus, unlike other homologs, the fdm ketosynthase-chain length factor (KS-CLF) heterodimer does not exclusively control the backbone length of its natural product. Using sequence- and structure-based approaches, 48 CLF multiple mutants were engineered and analyzed. Unexpectedly, the I134F mutant was unable to turn over but could initiate and partially elongate the polyketide chain. This unprecedented mutant suggests that the KS-CLF heterodimer harbors an as yet uncharacterized chain termination mechanism. Together, our findings reveal fundamental mechanistic differences between the fdm PKS and its well-studied homologs.
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190
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He J, Lai H, Brock C, Chen Q. A novel system for rapid and cost-effective production of detection and diagnostic reagents of West Nile virus in plants. J Biomed Biotechnol 2011; 2012:106783. [PMID: 22187532 PMCID: PMC3236498 DOI: 10.1155/2012/106783] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2011] [Accepted: 09/02/2011] [Indexed: 11/17/2022] Open
Abstract
The threat of West Nile virus (WNV) epidemics necessitates the development of a technology platform that can produce reagents to support detection and diagnosis rapidly and inexpensively. A plant expression system is attractive for protein production due to its low-cost and high-scalability nature and its ability to make appropriate posttranslational modifications. Here, we investigated the feasibility of using plants to produce two WNV detection and diagnostic reagents to address the current cost and scalability issues. We demonstrated that WNV DIII antigen and E16 monoclonal antibody are rapidly produced at high levels in two plant species and are easily purified. Furthermore, they are effective in identifying WNV and in detecting human IgM response to WNV infection. E16 mAb does not cross-react with other flaviviruses, therefore, is valuable for improving diagnostic accuracy. This study provides a proof of principle for using plants as a robust and economical system to produce diagnostic reagents for arboviruses.
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Affiliation(s)
- Junyun He
- The Biodesign Institute, Arizona State University, Tempe, AZ 85287, USA
- College of Technology and Innovation, Arizona State University, Mesa, AZ 85212, USA
| | - Huafang Lai
- The Biodesign Institute, Arizona State University, Tempe, AZ 85287, USA
- College of Technology and Innovation, Arizona State University, Mesa, AZ 85212, USA
| | - Christopher Brock
- The Biodesign Institute, Arizona State University, Tempe, AZ 85287, USA
- College of Technology and Innovation, Arizona State University, Mesa, AZ 85212, USA
| | - Qiang Chen
- The Biodesign Institute, Arizona State University, Tempe, AZ 85287, USA
- College of Technology and Innovation, Arizona State University, Mesa, AZ 85212, USA
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191
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Karamoko M, Cline S, Redding K, Ruiz N, Hamel PP. Lumen Thiol Oxidoreductase1, a disulfide bond-forming catalyst, is required for the assembly of photosystem II in Arabidopsis. THE PLANT CELL 2011; 23:4462-75. [PMID: 22209765 PMCID: PMC3269877 DOI: 10.1105/tpc.111.089680] [Citation(s) in RCA: 73] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/27/2011] [Revised: 11/15/2011] [Accepted: 12/13/2011] [Indexed: 05/18/2023]
Abstract
Here, we identify Arabidopsis thaliana Lumen Thiol Oxidoreductase1 (LTO1) as a disulfide bond-forming enzyme in the thylakoid lumen. Using topological reporters in bacteria, we deduced a lumenal location for the redox active domains of the protein. LTO1 can partially substitute for the proteins catalyzing disulfide bond formation in the bacterial periplasm, which is topologically equivalent to the plastid lumen. An insertional mutation within the LTO1 promoter is associated with a severe photoautotrophic growth defect. Measurements of the photosynthetic activity indicate that the lto1 mutant displays a limitation in the electron flow from photosystem II (PSII). In accordance with these measurements, we noted a severe depletion of the structural subunits of PSII but no change in the accumulation of the cytochrome b(6)f complex or photosystem I. In a yeast two-hybrid assay, the thioredoxin-like domain of LTO1 interacts with PsbO, a lumenal PSII subunit known to be disulfide bonded, and a recombinant form of the molecule can introduce a disulfide bond in PsbO in vitro. The documentation of a sulfhydryl-oxidizing activity in the thylakoid lumen further underscores the importance of catalyzed thiol-disulfide chemistry for the biogenesis of the thylakoid compartment.
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Affiliation(s)
- Mohamed Karamoko
- Department of Molecular Genetics and Department of Molecular and Cellular Biochemistry, The Ohio State University, Columbus, Ohio 43210
| | - Sara Cline
- Department of Molecular Genetics and Department of Molecular and Cellular Biochemistry, The Ohio State University, Columbus, Ohio 43210
- Plant Cellular and Molecular Biology Graduate Program, The Ohio State University, Columbus, Ohio 43210
| | - Kevin Redding
- Department of Chemistry and Biochemistry, Arizona State University, Tempe, Arizona 85287
| | - Natividad Ruiz
- Department of Microbiology, The Ohio State University, Columbus, Ohio 43210
| | - Patrice P. Hamel
- Department of Molecular Genetics and Department of Molecular and Cellular Biochemistry, The Ohio State University, Columbus, Ohio 43210
- Plant Cellular and Molecular Biology Graduate Program, The Ohio State University, Columbus, Ohio 43210
- Address correspondence to
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192
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Synthesis of three advanced biofuels from ionic liquid-pretreated switchgrass using engineered Escherichia coli. Proc Natl Acad Sci U S A 2011; 108:19949-54. [PMID: 22123987 DOI: 10.1073/pnas.1106958108] [Citation(s) in RCA: 294] [Impact Index Per Article: 22.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
One approach to reducing the costs of advanced biofuel production from cellulosic biomass is to engineer a single microorganism to both digest plant biomass and produce hydrocarbons that have the properties of petrochemical fuels. Such an organism would require pathways for hydrocarbon production and the capacity to secrete sufficient enzymes to efficiently hydrolyze cellulose and hemicellulose. To demonstrate how one might engineer and coordinate all of the necessary components for a biomass-degrading, hydrocarbon-producing microorganism, we engineered a microorganism naïve to both processes, Escherichia coli, to grow using both the cellulose and hemicellulose fractions of several types of plant biomass pretreated with ionic liquids. Our engineered strains express cellulase, xylanase, beta-glucosidase, and xylobiosidase enzymes under control of native E. coli promoters selected to optimize growth on model cellulosic and hemicellulosic substrates. Furthermore, our strains grow using either the cellulose or hemicellulose components of ionic liquid-pretreated biomass or on both components when combined as a coculture. Both cellulolytic and hemicellulolytic strains were further engineered with three biofuel synthesis pathways to demonstrate the production of fuel substitutes or precursors suitable for gasoline, diesel, and jet engines directly from ionic liquid-treated switchgrass without externally supplied hydrolase enzymes. This demonstration represents a major advance toward realizing a consolidated bioprocess. With improvements in both biofuel synthesis pathways and biomass digestion capabilities, our approach could provide an economical route to production of advanced biofuels.
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193
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Liu ZQ, Zhang LP, Cheng F, Ruan LT, Hu ZC, Zheng YG, Shen YC. Characterization of a newly synthesized epoxide hydrolase and its application in racemic resolution of (R,S)-epichlorohydrin. CATAL COMMUN 2011. [DOI: 10.1016/j.catcom.2011.09.010] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
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194
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García-Fernández C, Sánchez JA, Blanco G. Characterization of the gilthead seabream (Sparus aurata L.) transferrin gene: genomic structure, constitutive expression and SNP variation. FISH & SHELLFISH IMMUNOLOGY 2011; 31:548-556. [PMID: 21782954 DOI: 10.1016/j.fsi.2011.07.003] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/07/2011] [Revised: 07/01/2011] [Accepted: 07/02/2011] [Indexed: 05/31/2023]
Abstract
Transferrin (Tf) is a multi-function protein with a central role in iron metabolism, and it is this function that is associated with a role in the innate immune system response. The clear link between Tf and immune defense mechanism lead to propose Tf as a candidate gene for disease resistance. In this study, genomic and cDNA sequences of Tf gene in gilthead seabream (Sparus aurata L.) (SaTf gene), were identified and characterized. SaTf gene structure consists of a coding region of 2076 nucleotides divided into 17 exons and a no-coding region that includes 16 introns and spans 5495 nucleotides. The deduced Tf protein for gilthead seabream is composed of 691 amino acids and consists of an initial peptide and two lobes (N- and C-lobes). This gene structure is similar to that of previously described Tf genes in other fish species. RT-PCR analyses carried out in different tissues and two developmental stages showed tissue-and stage-specific Tf expression in gilthead seabream. Finally, by sequencing the transferrin genomic sequences of 20 unrelated seabreams, 31 SNPs were identified. These data allowed the estimation of the frequency of nucleotide substitution in the SaTf gene as 1SNP per 253 bp. SNPs were detected in different regions of the genomic sequence but they were mainly localized in non-coding regions, specifically, SNP frequency in non-coding regions was fifteen-fold higher than within coding regions.
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Affiliation(s)
- Carmen García-Fernández
- Laboratorio de Genética Acuícola, Departamento de Biología Funcional, Universidad de Oviedo, IUBA, 33071 Oviedo, Spain
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195
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Wilson ML, Hertzberg R, Adam L, Peccoud J. A step-by-step introduction to rule-based design of synthetic genetic constructs using GenoCAD. Methods Enzymol 2011; 498:173-88. [PMID: 21601678 DOI: 10.1016/b978-0-12-385120-8.00008-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/15/2023]
Abstract
GenoCAD is an open source web-based system that provides a streamlined, rule-driven process for designing genetic sequences. GenoCAD provides a graphical interface that allows users to design sequences consistent with formalized design strategies specific to a domain, organization, or project. Design strategies include limited sets of user-defined parts and rules indicating how these parts are to be combined in genetic constructs. In addition to reducing design time to minutes, GenoCAD improves the quality and reliability of the finished sequence by ensuring that the designs follow established rules of sequence construction. GenoCAD.org is a publicly available instance of GenoCAD that can be found at www.genocad.org. The source code and latest build are available from SourceForge to allow advanced users to install and customize GenoCAD for their unique needs. This chapter focuses primarily on how the GenoCAD tools can be used to organize genetic parts into customized personal libraries, then how these libraries can be used to design sequences. In addition, GenoCAD's parts management system and search capabilities are described in detail. Instructions are provided for installing a local instance of GenoCAD on a server. Some of the future enhancements of this rapidly evolving suite of applications are briefly described.
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Affiliation(s)
- Mandy L Wilson
- Virginia Bioinformatics Institute, Virginia Tech, Blacksburg, Virginia, USA
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196
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Jung SK, McDonald K. Visual gene developer: a fully programmable bioinformatics software for synthetic gene optimization. BMC Bioinformatics 2011; 12:340. [PMID: 21846353 PMCID: PMC3215308 DOI: 10.1186/1471-2105-12-340] [Citation(s) in RCA: 59] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2011] [Accepted: 08/16/2011] [Indexed: 08/26/2023] Open
Abstract
Background Direct gene synthesis is becoming more popular owing to decreases in gene synthesis pricing. Compared with using natural genes, gene synthesis provides a good opportunity to optimize gene sequence for specific applications. In order to facilitate gene optimization, we have developed a stand-alone software called Visual Gene Developer. Results The software not only provides general functions for gene analysis and optimization along with an interactive user-friendly interface, but also includes unique features such as programming capability, dedicated mRNA secondary structure prediction, artificial neural network modeling, network & multi-threaded computing, and user-accessible programming modules. The software allows a user to analyze and optimize a sequence using main menu functions or specialized module windows. Alternatively, gene optimization can be initiated by designing a gene construct and configuring an optimization strategy. A user can choose several predefined or user-defined algorithms to design a complicated strategy. The software provides expandable functionality as platform software supporting module development using popular script languages such as VBScript and JScript in the software programming environment. Conclusion Visual Gene Developer is useful for both researchers who want to quickly analyze and optimize genes, and those who are interested in developing and testing new algorithms in bioinformatics. The software is available for free download at http://www.visualgenedeveloper.net.
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Affiliation(s)
- Sang-Kyu Jung
- Department of Chemical Engineering and Materials Science, University of California, Davis, 1 Shields Ave, Davis, CA 95616, USA
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197
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Hansen LH, Bentzon-Tilia M, Bentzon-Tilia S, Norman A, Rafty L, Sørensen SJ. Design and synthesis of a quintessential self-transmissible IncX1 plasmid, pX1.0. PLoS One 2011; 6:e19912. [PMID: 21625636 PMCID: PMC3097218 DOI: 10.1371/journal.pone.0019912] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2011] [Accepted: 04/06/2011] [Indexed: 11/18/2022] Open
Abstract
DNA exchange in bacteria via conjugative plasmids is believed to be among the most important contributing factors to the rapid evolution- and diversification rates observed in bacterial species. The IncX1 plasmids are particularly interesting in relation to enteric bacteria, and typically carry genetic loads like antibiotic resistance genes and virulence factors. So far, however, a "pure" version of these molecular parasites, without genetic loads, has yet to be isolated from the environment. Here we report the construction of pX1.0, a fully synthesized IncX1 plasmid capable of horizontal transfer between different enteric bacteria. The designed pX1.0 sequence was derived from the consensus gene content of five IncX1 plasmids and three other, more divergent, members of the same phylogenetic group. The pX1.0 plasmid was shown to replicate stably in E. coli with a plasmid DNA per total DNA ratio corresponding to approximately 3-9 plasmids per chromosome depending on the growth phase of the host. Through conjugation, pX1.0 was able to self-transfer horizontally into an isogenic strain of E. coli as well as into two additional species belonging to the family Enterobacteriaceae. Our results demonstrate the immediate applicability of recent advances made within the field of synthetic biology for designing and constructing DNA systems, previously existing only in silica.
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Affiliation(s)
- Lars H Hansen
- Department of Biology, University of Copenhagen, Copenhagen, Denmark.
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198
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Heterologous expression of an endo-β-1,4-glucanase gene from the anaerobic fungus Orpinomyces PC-2 in Trichoderma reesei. World J Microbiol Biotechnol 2011. [DOI: 10.1007/s11274-011-0774-7] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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199
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Angov E. Codon usage: nature's roadmap to expression and folding of proteins. Biotechnol J 2011; 6:650-9. [PMID: 21567958 PMCID: PMC3166658 DOI: 10.1002/biot.201000332] [Citation(s) in RCA: 153] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2011] [Revised: 04/11/2011] [Accepted: 04/13/2011] [Indexed: 02/06/2023]
Abstract
Biomedical and biotechnological research relies on processes leading to the successful expression and production of key biological products. High-quality proteins are required for many purposes, including protein structural and functional studies. Protein expression is the culmination of multistep processes involving regulation at the level of transcription, mRNA turnover, protein translation, and post-translational modifications leading to the formation of a stable product. Although significant strides have been achieved over the past decade, advances toward integrating genomic and proteomic information are essential, and until such time, many target genes and their products may not be fully realized. Thus, the focus of this review is to provide some experimental support and a brief overview of how codon usage bias has evolved relative to regulating gene expression levels.
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Affiliation(s)
- Evelina Angov
- Division of Malaria Vaccine Development, Walter Reed Army Institute of Research, Silver Spring, MD 20910, USA.
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200
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Shankar S, Pillai MR. Translating cancer research by synthetic biology. MOLECULAR BIOSYSTEMS 2011; 7:1802-10. [PMID: 21437339 DOI: 10.1039/c1mb05016h] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Synthetic biology concerns applying engineering principles to biological systems. Engineering properties such as fine tuning, novel specificity, and modularity could be components of a synthetic toolkit that can be exploited to explore various issues in cancer research such as elucidation of mechanisms and pathways, creating new diagnostic tools and novel therapeutic approaches. A repertoire of synthetic biology toolkits involving DNA, RNA and protein bio-parts, have been applied to address the issues of drug target identification, drug discovery and therapeutic treatment in cancer research, thereby projecting a new dimension in oncology research.
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Affiliation(s)
- Sumitra Shankar
- Integrated Cancer Research Program, Rajiv Gandhi Centre for Biotechnology, Thycaud. PO, Thiruvananthapuram, 695 014, Kerala State, India
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