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Jablonická V, Ziegler J, Vatehová Z, Lišková D, Heilmann I, Obložinský M, Heilmann M. Inhibition of phospholipases influences the metabolism of wound-induced benzylisoquinoline alkaloids in Papaver somniferum L. JOURNAL OF PLANT PHYSIOLOGY 2018; 223:1-8. [PMID: 29433083 DOI: 10.1016/j.jplph.2018.01.007] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/18/2017] [Revised: 01/26/2018] [Accepted: 01/29/2018] [Indexed: 06/08/2023]
Abstract
Benzylisoquinoline alkaloids (BIAs) are important secondary plant metabolites and include medicinally relevant drugs, such as morphine or codeine. As the de novo synthesis of BIA backbones is (still) unfeasible, to date the opium poppy plant Papaver somniferum L. represents the main source of BIAs. The formation of BIAs is induced in poppy plants by stress conditions, such as wounding or salt treatment; however, the details about regulatory processes controlling BIA formation in opium poppy are not well studied. Environmental stresses, such as wounding or salinization, are transduced in plants by phospholipid-based signaling pathways, which involve different classes of phospholipases. Here we investigate whether pharmacological inhibition of phospholipase A2 (PLA2, inhibited by aristolochic acid (AA)) or phospholipase D (PLD; inhibited by 5-fluoro-2-indolyl des-chlorohalopemide (FIPI)) in poppy plants influences wound-induced BIA accumulation and the expression of key biosynthetic genes. We show that inhibition of PLA2 results in increased morphinan biosynthesis concomitant with reduced production of BIAs of the papaverine branch, whereas inhibition of PLD results in increased production of BIAs of the noscapine branch. The data suggest that phospholipid-dependent signaling pathways contribute to the activation of morphine biosynthesis at the expense of the production of other BIAs in poppy plants. A better understanding of the effectors and the principles of regulation of alkaloid biosynthesis might be the basis for the future genetic modification of opium poppy to optimize BIA production.
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Affiliation(s)
- Veronika Jablonická
- Department of Cellular Biochemistry, Institute of Biochemistry and Biotechnology, Martin-Luther-University Halle-Wittenberg, Kurt-Mothes-Str.3, D-06120 Halle (Saale), Germany; Department of Cell and Molecular Biology of Drugs, Faculty of Pharmacy, Comenius University in Bratislava, Kalinčiakova 8, SK-832 32 Bratislava, Slovakia
| | - Jörg Ziegler
- Department of Molecular Signal Processing, Leibniz Institute of Plant Biochemistry, Weinberg 3, D-06120 Halle (Saale), Germany
| | - Zuzana Vatehová
- Institute of Chemistry, Slovak Academy of Sciences, Dúbravská cesta 9, SK-845 38 Bratislava, Slovakia
| | - Desana Lišková
- Institute of Chemistry, Slovak Academy of Sciences, Dúbravská cesta 9, SK-845 38 Bratislava, Slovakia
| | - Ingo Heilmann
- Department of Cellular Biochemistry, Institute of Biochemistry and Biotechnology, Martin-Luther-University Halle-Wittenberg, Kurt-Mothes-Str.3, D-06120 Halle (Saale), Germany
| | - Marek Obložinský
- Department of Cell and Molecular Biology of Drugs, Faculty of Pharmacy, Comenius University in Bratislava, Kalinčiakova 8, SK-832 32 Bratislava, Slovakia.
| | - Mareike Heilmann
- Department of Cellular Biochemistry, Institute of Biochemistry and Biotechnology, Martin-Luther-University Halle-Wittenberg, Kurt-Mothes-Str.3, D-06120 Halle (Saale), Germany
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102
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Strategies for microbial synthesis of high-value phytochemicals. Nat Chem 2018; 10:395-404. [DOI: 10.1038/s41557-018-0013-z] [Citation(s) in RCA: 72] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2017] [Accepted: 01/25/2018] [Indexed: 01/28/2023]
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103
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Wang S, Bilal M, Hu H, Wang W, Zhang X. 4-Hydroxybenzoic acid-a versatile platform intermediate for value-added compounds. Appl Microbiol Biotechnol 2018. [PMID: 29516141 DOI: 10.1007/s00253-018-8815-x] [Citation(s) in RCA: 36] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
4-Hydroxybenzoic acid (4-HBA) has recently emerged as a promising intermediate for several value-added bioproducts with potential biotechnological applications in food, cosmetics, pharmacy, fungicides, etc. Over the past years, a variety of biosynthetic techniques have been developed for producing the 4-HBA and 4-HBA-based products. At this juncture, synthetic biology and metabolic engineering approaches enabled the biosynthesis of 4-HBA to address the increasing demand for high-value bioproducts. This review summarizes the biosynthesis of a variety of industrially pertinent compounds such as resveratrol, muconic acid, gastrodin, xiamenmycin, and vanillyl alcohol using 4-HBA as the starting feedstock. Moreover, potential research activities with a close-up look at the future perspectives to produce new compounds using 4-HBA have also been discussed.
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Affiliation(s)
- Songwei Wang
- State Key Laboratory of Microbial Metabolism, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, 200240, China
| | - Muhammad Bilal
- State Key Laboratory of Microbial Metabolism, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, 200240, China
| | - Hongbo Hu
- State Key Laboratory of Microbial Metabolism, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, 200240, China
| | - Wei Wang
- State Key Laboratory of Microbial Metabolism, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, 200240, China
| | - Xuehong Zhang
- State Key Laboratory of Microbial Metabolism, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, 200240, China.
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104
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Wang L, Jiang S, Chen C, He W, Wu X, Wang F, Tong T, Zou X, Li Z, Luo J, Deng Z, Chen S. Synthetische Genomik: von der DNA-Synthese zu Designer-Genomen. Angew Chem Int Ed Engl 2018. [DOI: 10.1002/ange.201708741] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Lianrong Wang
- Zhongnan Hospital; Wuhan University; Wuhan Hubei 430071 China
- Taihe Hospital; Hubei University of Medicine, Shiyan; Hubei 442000 China
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery; Ministry of Education; School of Pharmaceutical Sciences; University of Wuhan; Wuhan Hubei 430071 China
| | - Susu Jiang
- Zhongnan Hospital; Wuhan University; Wuhan Hubei 430071 China
- Taihe Hospital; Hubei University of Medicine, Shiyan; Hubei 442000 China
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery; Ministry of Education; School of Pharmaceutical Sciences; University of Wuhan; Wuhan Hubei 430071 China
| | - Chao Chen
- Zhongnan Hospital; Wuhan University; Wuhan Hubei 430071 China
- Taihe Hospital; Hubei University of Medicine, Shiyan; Hubei 442000 China
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery; Ministry of Education; School of Pharmaceutical Sciences; University of Wuhan; Wuhan Hubei 430071 China
| | - Wei He
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery; Ministry of Education; School of Pharmaceutical Sciences; University of Wuhan; Wuhan Hubei 430071 China
| | - Xiaolin Wu
- Taihe Hospital; Hubei University of Medicine, Shiyan; Hubei 442000 China
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery; Ministry of Education; School of Pharmaceutical Sciences; University of Wuhan; Wuhan Hubei 430071 China
| | - Fei Wang
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery; Ministry of Education; School of Pharmaceutical Sciences; University of Wuhan; Wuhan Hubei 430071 China
| | - Tong Tong
- Zhongnan Hospital; Wuhan University; Wuhan Hubei 430071 China
- Taihe Hospital; Hubei University of Medicine, Shiyan; Hubei 442000 China
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery; Ministry of Education; School of Pharmaceutical Sciences; University of Wuhan; Wuhan Hubei 430071 China
| | - Xuan Zou
- Zhongnan Hospital; Wuhan University; Wuhan Hubei 430071 China
- Taihe Hospital; Hubei University of Medicine, Shiyan; Hubei 442000 China
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery; Ministry of Education; School of Pharmaceutical Sciences; University of Wuhan; Wuhan Hubei 430071 China
| | - Zhiqiang Li
- Zhongnan Hospital; Wuhan University; Wuhan Hubei 430071 China
| | - Jie Luo
- Taihe Hospital; Hubei University of Medicine, Shiyan; Hubei 442000 China
| | - Zixin Deng
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery; Ministry of Education; School of Pharmaceutical Sciences; University of Wuhan; Wuhan Hubei 430071 China
| | - Shi Chen
- Zhongnan Hospital; Wuhan University; Wuhan Hubei 430071 China
- Taihe Hospital; Hubei University of Medicine, Shiyan; Hubei 442000 China
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery; Ministry of Education; School of Pharmaceutical Sciences; University of Wuhan; Wuhan Hubei 430071 China
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105
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Chakraborty P. Herbal genomics as tools for dissecting new metabolic pathways of unexplored medicinal plants and drug discovery. BIOCHIMIE OPEN 2018; 6:9-16. [PMID: 29892557 PMCID: PMC5991880 DOI: 10.1016/j.biopen.2017.12.003] [Citation(s) in RCA: 36] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/12/2017] [Accepted: 12/28/2017] [Indexed: 12/15/2022]
Abstract
Herbal drugs, on which 80% of the world's population rely, are relatively safe over conventional drugs. Conventional drugs are costly, have serious side effects and hence over the past few decades researchers have focused on drug discovery from herbal medicines or botanical sources. The majority of new herbal drugs have been generated from secondary metabolites (alkaloids, terpenoids and phenolic compounds) of plant metabolism. Till date, only a small fraction of the vast diversity of plant metabolism has been explored for the production of new medicines and other products. The emergence of new herbal genomics research, medicinal plant genomics consortium, together with advances in other omics information may help for the speedy discovery of previously unknown metabolic pathways and enzymes. This review highlights the importance of genomics research in the discovery of some previously unknown enzymes/pathways which may make significant contributions in plant metabolic biology and may be used for the future discovery of many new pharmaceutical agents. New herbal drugs generated from secondary metabolites of plant metabolism. Genome research can find gene clusters and gene duplication events responsible for specialized metabolism in plants. Genome and other omic research helps to find genes to metabolite link. This tool could be used for discovery of new pharmaceutical agents.
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Affiliation(s)
- Prasanta Chakraborty
- Kalpana Chawla Center for Space and Nanosciences, Indian Institute of Chemical Biology (retd.), Kolkata, 700032, India
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106
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Wang L, Jiang S, Chen C, He W, Wu X, Wang F, Tong T, Zou X, Li Z, Luo J, Deng Z, Chen S. Synthetic Genomics: From DNA Synthesis to Genome Design. Angew Chem Int Ed Engl 2018; 57:1748-1756. [PMID: 29078032 DOI: 10.1002/anie.201708741] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2017] [Revised: 10/17/2017] [Indexed: 11/10/2022]
Affiliation(s)
- Lianrong Wang
- Zhongnan Hospital; Wuhan University; Wuhan Hubei 430071 China
- Taihe Hospital; Hubei University of Medicine, Shiyan; Hubei 442000 China
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery; Ministry of Education; School of Pharmaceutical Sciences; Wuhan University; Wuhan Hubei 430071 China
| | - Susu Jiang
- Zhongnan Hospital; Wuhan University; Wuhan Hubei 430071 China
- Taihe Hospital; Hubei University of Medicine, Shiyan; Hubei 442000 China
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery; Ministry of Education; School of Pharmaceutical Sciences; Wuhan University; Wuhan Hubei 430071 China
| | - Chao Chen
- Zhongnan Hospital; Wuhan University; Wuhan Hubei 430071 China
- Taihe Hospital; Hubei University of Medicine, Shiyan; Hubei 442000 China
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery; Ministry of Education; School of Pharmaceutical Sciences; Wuhan University; Wuhan Hubei 430071 China
| | - Wei He
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery; Ministry of Education; School of Pharmaceutical Sciences; Wuhan University; Wuhan Hubei 430071 China
| | - Xiaolin Wu
- Taihe Hospital; Hubei University of Medicine, Shiyan; Hubei 442000 China
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery; Ministry of Education; School of Pharmaceutical Sciences; Wuhan University; Wuhan Hubei 430071 China
| | - Fei Wang
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery; Ministry of Education; School of Pharmaceutical Sciences; Wuhan University; Wuhan Hubei 430071 China
| | - Tong Tong
- Zhongnan Hospital; Wuhan University; Wuhan Hubei 430071 China
- Taihe Hospital; Hubei University of Medicine, Shiyan; Hubei 442000 China
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery; Ministry of Education; School of Pharmaceutical Sciences; Wuhan University; Wuhan Hubei 430071 China
| | - Xuan Zou
- Zhongnan Hospital; Wuhan University; Wuhan Hubei 430071 China
- Taihe Hospital; Hubei University of Medicine, Shiyan; Hubei 442000 China
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery; Ministry of Education; School of Pharmaceutical Sciences; Wuhan University; Wuhan Hubei 430071 China
| | - Zhiqiang Li
- Zhongnan Hospital; Wuhan University; Wuhan Hubei 430071 China
| | - Jie Luo
- Taihe Hospital; Hubei University of Medicine, Shiyan; Hubei 442000 China
| | - Zixin Deng
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery; Ministry of Education; School of Pharmaceutical Sciences; Wuhan University; Wuhan Hubei 430071 China
| | - Shi Chen
- Zhongnan Hospital; Wuhan University; Wuhan Hubei 430071 China
- Taihe Hospital; Hubei University of Medicine, Shiyan; Hubei 442000 China
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery; Ministry of Education; School of Pharmaceutical Sciences; Wuhan University; Wuhan Hubei 430071 China
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107
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Kotopka BJ, Li Y, Smolke CD. Synthetic biology strategies toward heterologous phytochemical production. Nat Prod Rep 2018; 35:902-920. [DOI: 10.1039/c8np00028j] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Abstract
This review summarizes the recent progress in heterologous phytochemical biosynthetic pathway reconstitution in plant, bacteria, and yeast, with a focus on the synthetic biology strategies applied in these engineering efforts.
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Affiliation(s)
| | - Yanran Li
- Department of Chemical and Environmental Engineering
- Riverside
- USA
| | - Christina D. Smolke
- Department of Bioengineering
- Stanford University
- Stanford
- USA
- Chan Zuckerberg Biohub
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108
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Delépine B, Duigou T, Carbonell P, Faulon JL. RetroPath2.0: A retrosynthesis workflow for metabolic engineers. Metab Eng 2018; 45:158-170. [DOI: 10.1016/j.ymben.2017.12.002] [Citation(s) in RCA: 128] [Impact Index Per Article: 21.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2017] [Revised: 11/03/2017] [Accepted: 12/05/2017] [Indexed: 12/01/2022]
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109
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An Automated Pipeline for Engineering Many-Enzyme Pathways: Computational Sequence Design, Pathway Expression-Flux Mapping, and Scalable Pathway Optimization. Methods Mol Biol 2018; 1671:39-61. [PMID: 29170952 DOI: 10.1007/978-1-4939-7295-1_4] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Engineering many-enzyme metabolic pathways suffers from the design curse of dimensionality. There are an astronomical number of synonymous DNA sequence choices, though relatively few will express an evolutionary robust, maximally productive pathway without metabolic bottlenecks. To solve this challenge, we have developed an integrated, automated computational-experimental pipeline that identifies a pathway's optimal DNA sequence without high-throughput screening or many cycles of design-build-test. The first step applies our Operon Calculator algorithm to design a host-specific evolutionary robust bacterial operon sequence with maximally tunable enzyme expression levels. The second step applies our RBS Library Calculator algorithm to systematically vary enzyme expression levels with the smallest-sized library. After characterizing a small number of constructed pathway variants, measurements are supplied to our Pathway Map Calculator algorithm, which then parameterizes a kinetic metabolic model that ultimately predicts the pathway's optimal enzyme expression levels and DNA sequences. Altogether, our algorithms provide the ability to efficiently map the pathway's sequence-expression-activity space and predict DNA sequences with desired metabolic fluxes. Here, we provide a step-by-step guide to applying the Pathway Optimization Pipeline on a desired multi-enzyme pathway in a bacterial host.
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110
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Park SY, Yang D, Ha SH, Lee SY. Metabolic Engineering of Microorganisms for the Production of Natural Compounds. ACTA ACUST UNITED AC 2017. [DOI: 10.1002/adbi.201700190] [Citation(s) in RCA: 58] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Seon Young Park
- Metabolic and Biomolecular Engineering National Research Laboratory; Department of Chemical and Biomolecular Engineering (BK21 Plus Program); Institute for the BioCentury; Korea Advanced Institute of Science and Technology (KAIST); Daejeon 34141 Republic of Korea
| | - Dongsoo Yang
- Metabolic and Biomolecular Engineering National Research Laboratory; Department of Chemical and Biomolecular Engineering (BK21 Plus Program); Institute for the BioCentury; Korea Advanced Institute of Science and Technology (KAIST); Daejeon 34141 Republic of Korea
| | - Shin Hee Ha
- Metabolic and Biomolecular Engineering National Research Laboratory; Department of Chemical and Biomolecular Engineering (BK21 Plus Program); Institute for the BioCentury; Korea Advanced Institute of Science and Technology (KAIST); Daejeon 34141 Republic of Korea
| | - Sang Yup Lee
- Metabolic and Biomolecular Engineering National Research Laboratory; Department of Chemical and Biomolecular Engineering (BK21 Plus Program); Institute for the BioCentury; Korea Advanced Institute of Science and Technology (KAIST); Daejeon 34141 Republic of Korea
- BioProcess Engineering Research Center; KAIST; Daejeon 34141 Republic of Korea
- BioInformatics Research Center; KAIST; Daejeon 34141 Republic of Korea
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111
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Smolke C. Interview with Christina Smolke. FEMS Yeast Res 2017; 17:4638524. [PMID: 29161420 DOI: 10.1093/femsyr/fox090] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2017] [Accepted: 11/16/2017] [Indexed: 11/15/2022] Open
Affiliation(s)
- Christina Smolke
- Department of Bioengineering, 443 Via Ortega, MC 4245, Stanford University, Stanford, California 94305, USA.,Chan Zuckerberg Biohub, San Francisco, California 94158, USA
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112
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Zhu M, Wang C, Sun W, Zhou A, Wang Y, Zhang G, Zhou X, Huo Y, Li C. Boosting 11-oxo-β-amyrin and glycyrrhetinic acid synthesis in Saccharomyces cerevisiae via pairing novel oxidation and reduction system from legume plants. Metab Eng 2017; 45:43-50. [PMID: 29196123 DOI: 10.1016/j.ymben.2017.11.009] [Citation(s) in RCA: 94] [Impact Index Per Article: 13.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2017] [Revised: 11/08/2017] [Accepted: 11/18/2017] [Indexed: 01/20/2023]
Abstract
Glycyrrhetinic acid (GA) and its precursor, 11-oxo-β-amyrin, are typical triterpenoids found in the roots of licorice, a traditional Chinese medicinal herb that exhibits diverse functions and physiological effects. In this study, we developed a novel and highly efficient pathway for the synthesis of GA and 11-oxo-β-amyrin in Saccharomyces cerevisiae by introducing efficient cytochrome P450s (CYP450s: Uni25647 and CYP72A63) and pairing their reduction systems from legume plants through transcriptome and genome-wide screening and identification. By increasing the copy number of Uni25647 and pairing cytochrome P450 reductases (CPRs) from various plant sources, the titers of 11-oxo-β-amyrin and GA were increased to 108.1 ± 4.6mg/L and 18.9 ± 2.0mg/L, which were nearly 1422-fold and 946.5-fold higher, respectively, compared with previously reported data. To the best of our knowledge, these are the highest titers reported for GA and 11-oxo-β-amyrin from S. cerevisiae, indicating an encouraging and promising approach for obtaining increased GA and its related triterpenoids without destroying the licorice plant or the soil ecosystem.
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Affiliation(s)
- Ming Zhu
- Key Laboratory of Systems Bioengineering (Ministry of Education), School of Chemical Engineering and Technology, Tianjin University, Tianjin 300072, China
| | - Caixia Wang
- Key Laboratory for Green Processing of Chemical Engineering of Xinjiang Bingtuan, School of Chemistry and Chemical Engineering, Shihezi University, Shihezi, Xinjiang 832003, China
| | - Wentao Sun
- Institute for Biotransformation and Synthetic Biosystem/Department of Biological Engineering, School of Life Science, Beijing Institute of Technology, Beijing 100081, China
| | - Anqi Zhou
- Institute for Biotransformation and Synthetic Biosystem/Department of Biological Engineering, School of Life Science, Beijing Institute of Technology, Beijing 100081, China
| | - Ying Wang
- Institute for Biotransformation and Synthetic Biosystem/Department of Biological Engineering, School of Life Science, Beijing Institute of Technology, Beijing 100081, China
| | - Genlin Zhang
- Key Laboratory for Green Processing of Chemical Engineering of Xinjiang Bingtuan, School of Chemistry and Chemical Engineering, Shihezi University, Shihezi, Xinjiang 832003, China
| | - Xiaohong Zhou
- Institute for Biotransformation and Synthetic Biosystem/Department of Biological Engineering, School of Life Science, Beijing Institute of Technology, Beijing 100081, China
| | - Yixin Huo
- Institute for Biotransformation and Synthetic Biosystem/Department of Biological Engineering, School of Life Science, Beijing Institute of Technology, Beijing 100081, China
| | - Chun Li
- Institute for Biotransformation and Synthetic Biosystem/Department of Biological Engineering, School of Life Science, Beijing Institute of Technology, Beijing 100081, China.
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113
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Green Routes for the Production of Enantiopure Benzylisoquinoline Alkaloids. Int J Mol Sci 2017; 18:ijms18112464. [PMID: 29156609 PMCID: PMC5713430 DOI: 10.3390/ijms18112464] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2017] [Revised: 11/14/2017] [Accepted: 11/16/2017] [Indexed: 12/20/2022] Open
Abstract
Benzylisoquinoline alkaloids (BIAs) are among the most important plant secondary metabolites, in that they include a number of biologically active substances widely employed as pharmaceuticals. Isolation of BIAs from their natural sources is an expensive and time-consuming procedure as they accumulate in very low levels in plant. Moreover, total synthesis is challenging due to the presence of stereogenic centers. In view of these considerations, green and scalable methods for BIA synthesis using fully enzymatic approaches are getting more and more attention. The aim of this paper is to review fully enzymatic strategies for producing the benzylisoquinoline central precursor, (S)-norcoclaurine and its derivatives. Specifically, we will detail the current status of synthesis of BIAs in microbial hosts as well as using isolated and recombinant enzymes.
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114
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Jin E, Wong L, Jiao Y, Engel J, Holdridge B, Xu P. Rapid evolution of regulatory element libraries for tunable transcriptional and translational control of gene expression. Synth Syst Biotechnol 2017; 2:295-301. [PMID: 29552654 PMCID: PMC5851936 DOI: 10.1016/j.synbio.2017.10.003] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2017] [Revised: 10/12/2017] [Accepted: 10/12/2017] [Indexed: 12/16/2022] Open
Abstract
Engineering cell factories for producing biofuels and pharmaceuticals has spurred great interests to develop rapid and efficient synthetic biology tools customized for modular pathway engineering. Along the way, combinatorial gene expression control through modification of regulatory element offered tremendous opportunity for fine-tuning gene expression and generating digital-like genetic circuits. In this report, we present an efficient evolutionary approach to build a range of regulatory control elements. The reported method allows for rapid construction of promoter, 5'UTR, terminator and trans-activating RNA libraries. Synthetic overlapping oligos with high portion of degenerate nucleotides flanking the regulatory element could be efficiently assembled to a vector expressing fluorescence reporter. This approach combines high mutation rate of the synthetic DNA with the high assembly efficiency of Gibson Mix. Our constructed library demonstrates broad range of transcriptional or translational gene expression dynamics. Specifically, both the promoter library and 5'UTR library exhibits gene expression dynamics spanning across three order of magnitude. The terminator library and trans-activating RNA library displays relatively narrowed gene expression pattern. The reported study provides a versatile toolbox for rapidly constructing a large family of prokaryotic regulatory elements. These libraries also facilitate the implementation of combinatorial pathway engineering principles and the engineering of more efficient microbial cell factory for various biomanufacturing applications.
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Affiliation(s)
- Erqing Jin
- Department of Chemical, Biochemical and Environmental Engineering, University of Maryland Baltimore County, 1000 Hilltop Circle, Baltimore, MD 21250, United States.,Department of Food Science and Engineering, Jinan University, 601 West Huangpu Road, Guangzhou 510632, China
| | - Lynn Wong
- Department of Chemical, Biochemical and Environmental Engineering, University of Maryland Baltimore County, 1000 Hilltop Circle, Baltimore, MD 21250, United States
| | - Yun Jiao
- Department of Chemical, Biochemical and Environmental Engineering, University of Maryland Baltimore County, 1000 Hilltop Circle, Baltimore, MD 21250, United States
| | - Jake Engel
- Department of Chemical, Biochemical and Environmental Engineering, University of Maryland Baltimore County, 1000 Hilltop Circle, Baltimore, MD 21250, United States
| | - Benjamin Holdridge
- Department of Chemical, Biochemical and Environmental Engineering, University of Maryland Baltimore County, 1000 Hilltop Circle, Baltimore, MD 21250, United States
| | - Peng Xu
- Department of Chemical, Biochemical and Environmental Engineering, University of Maryland Baltimore County, 1000 Hilltop Circle, Baltimore, MD 21250, United States
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115
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Owen C, Patron N, Huang A, Osbourn A. Harnessing plant metabolic diversity. Curr Opin Chem Biol 2017; 40:24-30. [PMID: 28527344 PMCID: PMC5693780 DOI: 10.1016/j.cbpa.2017.04.015] [Citation(s) in RCA: 42] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2017] [Accepted: 04/20/2017] [Indexed: 01/09/2023]
Abstract
Advances in DNA sequencing and synthesis technologies in the twenty-first century are now making it possible to build large-scale pipelines for engineering plant natural product pathways into heterologous production species using synthetic biology approaches. The ability to decode the chemical potential of plants by sequencing their transcriptomes and/or genomes and to then use this information as an instruction manual to make drugs and other high-value chemicals is opening up new routes to harness the vast chemical diversity of the Plant Kingdom. Here we describe recent progress in methods for pathway discovery, DNA synthesis and assembly, and expression of engineered pathways in heterologous hosts. We also highlight the importance of standardization and the challenges associated with dataset integration in the drive to build a systematic framework for effective harnessing of plant metabolic diversity.
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Affiliation(s)
- Charlie Owen
- Department of Metabolic Biology, John Innes Centre, Norwich Research Park, Norwich NR4 7UH, UK
| | - Nicola Patron
- Engineering Biology, the Earlham Institute, Norwich Research Park, Norwich NR4 7UZ, UK
| | - Ancheng Huang
- Department of Metabolic Biology, John Innes Centre, Norwich Research Park, Norwich NR4 7UH, UK
| | - Anne Osbourn
- Department of Metabolic Biology, John Innes Centre, Norwich Research Park, Norwich NR4 7UH, UK
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116
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Harnessing yeast organelles for metabolic engineering. Nat Chem Biol 2017; 13:823-832. [DOI: 10.1038/nchembio.2429] [Citation(s) in RCA: 97] [Impact Index Per Article: 13.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2016] [Accepted: 05/23/2016] [Indexed: 11/08/2022]
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117
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Zirpel B, Degenhardt F, Martin C, Kayser O, Stehle F. Engineering yeasts as platform organisms for cannabinoid biosynthesis. J Biotechnol 2017; 259:204-212. [PMID: 28694184 DOI: 10.1016/j.jbiotec.2017.07.008] [Citation(s) in RCA: 53] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2017] [Revised: 06/07/2017] [Accepted: 07/05/2017] [Indexed: 12/14/2022]
Abstract
Δ9-tetrahydrocannabinolic acid (THCA) is a plant derived secondary natural product from the plant Cannabis satival. The discovery of the human endocannabinoid system in the late 1980s resulted in a growing number of known physiological functions of both synthetic and plant derived cannabinoids. Thus, manifold therapeutic indications of cannabinoids currently comprise a significant area of research. Here we reconstituted the final biosynthetic cannabinoid pathway in yeasts. The use of the soluble prenyltransferase NphB from Streptomyces sp. strain CL190 enables the replacement of the native transmembrane prenyltransferase cannabigerolic acid synthase from C. sativa. In addition to the desired product cannabigerolic acid, NphB catalyzes an O-prenylation leading to 2-O-geranyl olivetolic acid. We show for the first time that the bacterial prenyltransferase and the final enzyme of the cannabinoid pathway tetrahydrocannabinolic acid synthase can both be actively expressed in the yeasts Saccharomyces cerevisiae and Komagataella phaffii simultaneously. While enzyme activities in S. cerevisiae were insufficient to produce THCA from olivetolic acid and geranyl diphosphate, genomic multi-copy integrations of the enzyme's coding sequences in K. phaffii resulted in successful synthesis of THCA from olivetolic acid and geranyl diphosphate. This study is an important step toward total biosynthesis of valuable cannabinoids and derivatives and demonstrates the potential for developing a sustainable and secure yeast bio-manufacturing platform.
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Affiliation(s)
- Bastian Zirpel
- Department of Technical Biochemistry, TU Dortmund University, Emil-Figge Str. 66, 44227 Dortmund, Germany
| | - Friederike Degenhardt
- Department of Technical Biochemistry, TU Dortmund University, Emil-Figge Str. 66, 44227 Dortmund, Germany
| | - Chantale Martin
- Department of Technical Biochemistry, TU Dortmund University, Emil-Figge Str. 66, 44227 Dortmund, Germany
| | - Oliver Kayser
- Department of Technical Biochemistry, TU Dortmund University, Emil-Figge Str. 66, 44227 Dortmund, Germany.
| | - Felix Stehle
- Department of Technical Biochemistry, TU Dortmund University, Emil-Figge Str. 66, 44227 Dortmund, Germany
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Davis D, Doloman A, Podgorski GJ, Vargis E, Flann NS. Exploiting Self-organization in Bioengineered Systems: A Computational Approach. Front Bioeng Biotechnol 2017; 5:27. [PMID: 28503548 PMCID: PMC5408088 DOI: 10.3389/fbioe.2017.00027] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2016] [Accepted: 04/03/2017] [Indexed: 11/13/2022] Open
Abstract
The productivity of bioengineered cell factories is limited by inefficiencies in nutrient delivery and waste and product removal. Current solution approaches explore changes in the physical configurations of the bioreactors. This work investigates the possibilities of exploiting self-organizing vascular networks to support producer cells within the factory. A computational model simulates de novo vascular development of endothelial-like cells and the resultant network functioning to deliver nutrients and extract product and waste from the cell culture. Microbial factories with vascular networks are evaluated for their scalability, robustness, and productivity compared to the cell factories without a vascular network. Initial studies demonstrate that at least an order of magnitude increase in production is possible, the system can be scaled up, and the self-organization of an efficient vascular network is robust. The work suggests that bioengineered multicellularity may offer efficiency improvements difficult to achieve with physical engineering approaches.
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Affiliation(s)
- Delin Davis
- Computer Science Department, Utah State University, Logan, UT, USA
| | - Anna Doloman
- Department of Biological Engineering, Utah State University, Logan, UT, USA
| | | | - Elizabeth Vargis
- Department of Biological Engineering, Utah State University, Logan, UT, USA
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119
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Cirigliano A, Cenciarelli O, Malizia A, Bellecci C, Gaudio P, Lioj M, Rinaldi T. Biological Dual-Use Research and Synthetic Biology of Yeast. SCIENCE AND ENGINEERING ETHICS 2017; 23:365-374. [PMID: 27325416 DOI: 10.1007/s11948-016-9774-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/02/2015] [Accepted: 03/16/2016] [Indexed: 06/06/2023]
Abstract
In recent years, the publication of the studies on the transmissibility in mammals of the H5N1 influenza virus and synthetic genomes has triggered heated and concerned debate within the community of scientists on biological dual-use research; these papers have raised the awareness that, in some cases, fundamental research could be directed to harmful experiments, with the purpose of developing a weapon that could be used by a bioterrorist. Here is presented an overview regarding the dual-use concept and its related international agreements which underlines the work of the Australia Group (AG) Export Control Regime. It is hoped that the principles and activities of the AG, that focuses on export control of chemical and biological dual-use materials, will spread and become well known to academic researchers in different countries, as they exchange biological materials (i.e. plasmids, strains, antibodies, nucleic acids) and scientific papers. To this extent, and with the aim of drawing the attention of the scientific community that works with yeast to the so called Dual-Use Research of Concern, this article reports case studies on biological dual-use research and discusses a synthetic biology applied to the yeast Saccharomyces cerevisiae, namely the construction of the first eukaryotic synthetic chromosome of yeast and the use of yeast cells as a factory to produce opiates. Since this organism is considered harmless and is not included in any list of biological agents, yeast researchers should take simple actions in the future to avoid the sharing of strains and advanced technology with suspicious individuals.
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Affiliation(s)
- Angela Cirigliano
- Department of Biology and Biotechnology, La Sapienza University of Rome, Rome, Italy
| | - Orlando Cenciarelli
- Department of Industrial Engineering, School of Medicine and Surgery, University of Rome Tor Vergata, Rome, Italy
| | - Andrea Malizia
- Department of Industrial Engineering, School of Medicine and Surgery, University of Rome Tor Vergata, Rome, Italy
| | - Carlo Bellecci
- Department of Industrial Engineering, School of Medicine and Surgery, University of Rome Tor Vergata, Rome, Italy
| | - Pasquale Gaudio
- Department of Industrial Engineering, School of Medicine and Surgery, University of Rome Tor Vergata, Rome, Italy
| | | | - Teresa Rinaldi
- Department of Biology and Biotechnology, La Sapienza University of Rome, Rome, Italy.
- Ministry of Defense, Rome, Italy.
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120
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Xu B, Lei L, Zhu X, Zhou Y, Xiao Y. Identification and characterization of L-lysine decarboxylase from Huperzia serrata and its role in the metabolic pathway of lycopodium alkaloid. PHYTOCHEMISTRY 2017; 136:23-30. [PMID: 28089246 DOI: 10.1016/j.phytochem.2016.12.022] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/29/2016] [Revised: 12/23/2016] [Accepted: 12/29/2016] [Indexed: 06/06/2023]
Abstract
Lysine decarboxylation is the first biosynthetic step of Huperzine A (HupA). Six cDNAs encoding lysine decarboxylases (LDCs) were cloned from Huperzia serrata by degenerate PCR and rapid amplification of cDNA ends (RACE). One HsLDC isoform was functionally characterized as lysine decarboxylase. The HsLDC exhibited greatest catalytic efficiency (kcat/Km, 2.11 s-1 mM-1) toward L-lysine in vitro among all reported plant-LDCs. Moreover, transient expression of the HsLDC in tobacco leaves specifically increased cadaverine content from zero to 0.75 mg per gram of dry mass. Additionally, a convenient and reliable method used to detect the two catalytic products was developed. With the novel method, the enzymatic products of HsLDC and HsCAO, namely cadaverine and 5-aminopentanal, respectively, were detected simultaneously both in assay with purified enzymes and in transgenic tobacco leaves. This work not only provides direct evidence of the first two-step in biosynthetic pathway of HupA in Huperzia serrata and paves the way for further elucidation of the pathway, but also enables engineering heterologous production of HupA.
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Affiliation(s)
- Baofu Xu
- CAS Key Laboratory of Synthetic Biology, CAS Center for Excellence in Molecular Plant Sciences, Institute of Plant Physiology and Ecology, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai, 200032, China; University of Chinese Academy of Sciences, Beijing, 100039, China
| | - Lei Lei
- CAS Key Laboratory of Synthetic Biology, CAS Center for Excellence in Molecular Plant Sciences, Institute of Plant Physiology and Ecology, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai, 200032, China
| | - Xiaocen Zhu
- CAS Key Laboratory of Synthetic Biology, CAS Center for Excellence in Molecular Plant Sciences, Institute of Plant Physiology and Ecology, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai, 200032, China
| | - Yiqing Zhou
- CAS Key Laboratory of Synthetic Biology, CAS Center for Excellence in Molecular Plant Sciences, Institute of Plant Physiology and Ecology, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai, 200032, China
| | - Youli Xiao
- CAS Key Laboratory of Synthetic Biology, CAS Center for Excellence in Molecular Plant Sciences, Institute of Plant Physiology and Ecology, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai, 200032, China; University of Chinese Academy of Sciences, Beijing, 100039, China; CAS-JIC Centre of Excellence in Plant and Microbial Sciences, China.
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121
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Zhang MM, Qiao Y, Ang EL, Zhao H. Using natural products for drug discovery: the impact of the genomics era. Expert Opin Drug Discov 2017; 12:475-487. [PMID: 28277838 DOI: 10.1080/17460441.2017.1303478] [Citation(s) in RCA: 62] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
INTRODUCTION Evolutionarily selected over billions of years for their interactions with biomolecules, natural products have been and continue to be a major source of pharmaceuticals. In the 1990s, pharmaceutical companies scaled down their natural product discovery programs in favor of synthetic chemical libraries due to major challenges such as high rediscovery rates, challenging isolation, and low production titers. Propelled by advances in DNA sequencing and synthetic biology technologies, insights into microbial secondary metabolism provided have inspired a number of strategies to address these challenges. Areas covered: This review highlights the importance of genomics and metagenomics in natural product discovery, and provides an overview of the technical and conceptual advances that offer unprecedented access to molecules encoded by biosynthetic gene clusters. Expert opinion: Genomics and metagenomics revealed nature's remarkable biosynthetic potential and her vast chemical inventory that we can now prioritize and systematically mine for novel chemical scaffolds with desirable bioactivities. Coupled with synthetic biology and genome engineering technologies, significant progress has been made in identifying and predicting the chemical output of biosynthetic gene clusters, as well as in optimizing cluster expression in native and heterologous host systems for the production of pharmaceutically relevant metabolites and their derivatives.
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Affiliation(s)
- Mingzi M Zhang
- a Metabolic Engineering Research Laboratory , Science and Engineering Institutes, Agency for Science, Technology and Research (A*STAR) , Singapore , Singapore
| | - Yuan Qiao
- a Metabolic Engineering Research Laboratory , Science and Engineering Institutes, Agency for Science, Technology and Research (A*STAR) , Singapore , Singapore
| | - Ee Lui Ang
- a Metabolic Engineering Research Laboratory , Science and Engineering Institutes, Agency for Science, Technology and Research (A*STAR) , Singapore , Singapore
| | - Huimin Zhao
- a Metabolic Engineering Research Laboratory , Science and Engineering Institutes, Agency for Science, Technology and Research (A*STAR) , Singapore , Singapore.,b Department of Chemical and Biomolecular Engineering , University of Illinois at Urbana-Champaign , Urbana , IL , USA
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122
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Lee SQE, Tan TS, Kawamukai M, Chen ES. Cellular factories for coenzyme Q 10 production. Microb Cell Fact 2017; 16:39. [PMID: 28253886 PMCID: PMC5335738 DOI: 10.1186/s12934-017-0646-4] [Citation(s) in RCA: 45] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2016] [Accepted: 02/10/2017] [Indexed: 04/20/2023] Open
Abstract
Coenzyme Q10 (CoQ10), a benzoquinone present in most organisms, plays an important role in the electron-transport chain, and its deficiency is associated with various neuropathies and muscular disorders. CoQ10 is the only lipid-soluble antioxidant found in humans, and for this, it is gaining popularity in the cosmetic and healthcare industries. To meet the growing demand for CoQ10, there has been considerable interest in ways to enhance its production, the most effective of which remains microbial fermentation. Previous attempts to increase CoQ10 production to an industrial scale have thus far conformed to the strategies used in typical metabolic engineering endeavors. However, the emergence of new tools in the expanding field of synthetic biology has provided a suite of possibilities that extend beyond the traditional modes of metabolic engineering. In this review, we cover the various strategies currently undertaken to upscale CoQ10 production, and discuss some of the potential novel areas for future research.
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Affiliation(s)
- Sean Qiu En Lee
- Department of Biochemistry, National University of Singapore, Singapore, Singapore
| | - Tsu Soo Tan
- School of Chemical & Life Sciences, Nanyang Polytechnic, Singapore, Singapore
| | - Makoto Kawamukai
- Faculty of Life and Environmental Science, Shimane University, Matsue, 690-8504, Japan
| | - Ee Sin Chen
- Department of Biochemistry, National University of Singapore, Singapore, Singapore. .,National University Health System (NUHS), Singapore, Singapore. .,NUS Synthetic Biology for Clinical and Technological Innovation (SynCTI), Life Sciences Institute, National University of Singapore, Singapore, Singapore. .,NUS Graduate School for Integrative Sciences and Engineering, National University of Singapore, Singapore, Singapore.
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123
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Liu HH, Madzak C, Sun ML, Ren LJ, Song P, Huang H, Ji XJ. Engineering Yarrowia lipolytica for arachidonic acid production through rapid assembly of metabolic pathway. Biochem Eng J 2017. [DOI: 10.1016/j.bej.2016.12.004] [Citation(s) in RCA: 42] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
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124
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Ehrenworth AM, Peralta-Yahya P. Accelerating the semisynthesis of alkaloid-based drugs through metabolic engineering. Nat Chem Biol 2017; 13:249-258. [DOI: 10.1038/nchembio.2308] [Citation(s) in RCA: 61] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2016] [Accepted: 12/19/2016] [Indexed: 02/07/2023]
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125
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Field Guide to Plant Model Systems. Cell 2017; 167:325-339. [PMID: 27716506 DOI: 10.1016/j.cell.2016.08.031] [Citation(s) in RCA: 78] [Impact Index Per Article: 11.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2016] [Revised: 07/28/2016] [Accepted: 08/15/2016] [Indexed: 12/20/2022]
Abstract
For the past several decades, advances in plant development, physiology, cell biology, and genetics have relied heavily on the model (or reference) plant Arabidopsis thaliana. Arabidopsis resembles other plants, including crop plants, in many but by no means all respects. Study of Arabidopsis alone provides little information on the evolutionary history of plants, evolutionary differences between species, plants that survive in different environments, or plants that access nutrients and photosynthesize differently. Empowered by the availability of large-scale sequencing and new technologies for investigating gene function, many new plant models are being proposed and studied.
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126
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Xu P, Rizzoni EA, Sul SY, Stephanopoulos G. Improving Metabolic Pathway Efficiency by Statistical Model-Based Multivariate Regulatory Metabolic Engineering. ACS Synth Biol 2017; 6:148-158. [PMID: 27490704 DOI: 10.1021/acssynbio.6b00187] [Citation(s) in RCA: 83] [Impact Index Per Article: 11.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Metabolic engineering entails target modification of cell metabolism to maximize the production of a specific compound. For empowering combinatorial optimization in strain engineering, tools and algorithms are needed to efficiently sample the multidimensional gene expression space and locate the desirable overproduction phenotype. We addressed this challenge by employing design of experiment (DoE) models to quantitatively correlate gene expression with strain performance. By fractionally sampling the gene expression landscape, we statistically screened the dominant enzyme targets that determine metabolic pathway efficiency. An empirical quadratic regression model was subsequently used to identify the optimal gene expression patterns of the investigated pathway. As a proof of concept, our approach yielded the natural product violacein at 525.4 mg/L in shake flasks, a 3.2-fold increase from the baseline strain. Violacein production was further increased to 1.31 g/L in a controlled benchtop bioreactor. We found that formulating discretized gene expression levels into logarithmic variables (Linlog transformation) was essential for implementing this DoE-based optimization procedure. The reported methodology can aid multivariate combinatorial pathway engineering and may be generalized as a standard procedure for accelerating strain engineering and improving metabolic pathway efficiency.
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Affiliation(s)
- Peng Xu
- Department
of Chemical Engineering, Massachusetts Institute of Technology, 77 Massachusetts
Avenue, Cambridge, Massachusetts 02139, United States
| | - Elizabeth Anne Rizzoni
- Department
of Chemistry, Wellesley College, 106 Central Street, Wellesley, Massachusetts 02481, United States
| | - Se-Yeong Sul
- Department
of Chemical Engineering, Massachusetts Institute of Technology, 77 Massachusetts
Avenue, Cambridge, Massachusetts 02139, United States
| | - Gregory Stephanopoulos
- Department
of Chemical Engineering, Massachusetts Institute of Technology, 77 Massachusetts
Avenue, Cambridge, Massachusetts 02139, United States
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127
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Narcross L, Bourgeois L, Fossati E, Burton E, Martin VJJ. Mining Enzyme Diversity of Transcriptome Libraries through DNA Synthesis for Benzylisoquinoline Alkaloid Pathway Optimization in Yeast. ACS Synth Biol 2016; 5:1505-1518. [PMID: 27442619 DOI: 10.1021/acssynbio.6b00119] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
The ever-increasing quantity of data deposited to GenBank is a valuable resource for mining new enzyme activities. Falling costs of DNA synthesis enables metabolic engineers to take advantage of this resource for identifying superior or novel enzymes for pathway optimization. Previously, we reported synthesis of the benzylisoquinoline alkaloid dihydrosanguinarine in yeast from norlaudanosoline at a molar conversion of 1.5%. Molar conversion could be improved by reduction of the side-product N-methylcheilanthifoline, a key bottleneck in dihydrosanguinarine biosynthesis. Two pathway enzymes, an N-methyltransferase and a cytochrome P450 of the CYP719A subfamily, were implicated in the synthesis of the side-product. Here, we conducted an extensive screen to identify enzyme homologues whose coexpression reduces side-product synthesis. Phylogenetic trees were generated from multiple sources of sequence data to identify a library of candidate enzymes that were purchased codon-optimized and precloned into expression vectors designed to facilitate high-throughput analysis of gene expression as well as activity assay. Simple in vivo assays were sufficient to guide the selection of superior enzyme homologues that ablated the synthesis of the side-product, and improved molar conversion of norlaudanosoline to dihydrosanguinarine to 10%.
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Affiliation(s)
- Lauren Narcross
- Department
of Biology, Concordia University, Montréal, Québec H4B 1R6, Canada
- Centre
for Structural and Functional Genomics, Concordia University, Montréal, Québec H4B 1R6, Canada
| | - Leanne Bourgeois
- Department
of Biology, Concordia University, Montréal, Québec H4B 1R6, Canada
- Centre
for Structural and Functional Genomics, Concordia University, Montréal, Québec H4B 1R6, Canada
| | | | - Euan Burton
- Department
of Biology, Concordia University, Montréal, Québec H4B 1R6, Canada
- Centre
for Structural and Functional Genomics, Concordia University, Montréal, Québec H4B 1R6, Canada
| | - Vincent J. J. Martin
- Department
of Biology, Concordia University, Montréal, Québec H4B 1R6, Canada
- Centre
for Structural and Functional Genomics, Concordia University, Montréal, Québec H4B 1R6, Canada
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128
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Williams TC, Peng B, Vickers CE, Nielsen LK. The Saccharomyces cerevisiae pheromone-response is a metabolically active stationary phase for bio-production. Metab Eng Commun 2016; 3:142-152. [PMID: 29468120 PMCID: PMC5779721 DOI: 10.1016/j.meteno.2016.05.001] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2015] [Revised: 05/02/2016] [Accepted: 05/10/2016] [Indexed: 11/04/2022] Open
Abstract
The growth characteristics and underlying metabolism of microbial production hosts are critical to the productivity of metabolically engineered pathways. Production in parallel with growth often leads to biomass/bio-product competition for carbon. The growth arrest phenotype associated with the Saccharomyces cerevisiae pheromone-response is potentially an attractive production phase because it offers the possibility of decoupling production from population growth. However, little is known about the metabolic phenotype associated with the pheromone-response, which has not been tested for suitability as a production phase. Analysis of extracellular metabolite fluxes, available transcriptomic data, and heterologous compound production (para-hydroxybenzoic acid) demonstrate that a highly active and distinct metabolism underlies the pheromone-response. These results indicate that the pheromone-response is a suitable production phase, and that it may be useful for informing synthetic biology design principles for engineering productive stationary phase phenotypes.
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Affiliation(s)
| | | | - Claudia E. Vickers
- Australian Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland, St. Lucia, QLD 4072, Australia
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129
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Design and Construction of Generalizable RNA-Protein Hybrid Controllers by Level-Matched Genetic Signal Amplification. Cell Syst 2016; 3:549-562.e7. [PMID: 27840078 DOI: 10.1016/j.cels.2016.10.008] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2015] [Revised: 05/21/2016] [Accepted: 10/10/2016] [Indexed: 12/30/2022]
Abstract
For synthetic biology applications, protein-based transcriptional genetic controllers are limited in terms of orthogonality, modularity, and portability. Although ribozyme-based switches can address these issues, their current two-stage architectures and limited dynamic range hinder their broader incorporation into systems-level genetic controllers. Here, we address these challenges by implementing an RNA-protein hybrid controller with a three-stage architecture that introduces a transcription-based amplifier between an RNA sensor and a protein actuator. To facilitate the construction of these more complex circuits, we use a model-guided strategy to efficiently match the activities of stages. The presence of the amplifier enabled the three-stage controller to have up to 200-fold higher gene expression than its two-stage counterpart and made it possible to implement higher-order controllers, such as multilayer Boolean logic and feedback systems. The modularity inherent in the three-stage architecture along with the sensing flexibility of RNA devices presents a generalizable framework for designing and building sophisticated genetic control systems.
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130
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Gober CM, Joullié MM. Joining Forces: Fermentation and Organic Synthesis for the Production of Complex Heterocycles. J Org Chem 2016; 81:10136-10144. [PMID: 27427903 PMCID: PMC5096955 DOI: 10.1021/acs.joc.6b01308] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Commercial application of many promising heterocyclic natural products is limited by their natural abundance. While organic synthesis provides access to many natural products, total synthesis of numerous complex molecules is not economically feasible. In recent years, the combination of fermentation and organic synthesis has provided a new route for the production of complex heterocycles that are inaccessible by typical synthetic methods. This JOCSynopsis will review examples of how this union of disciplines has overcome obstacles in both academia and industry.
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Affiliation(s)
- Claire M. Gober
- Department of Chemistry, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States
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131
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Jablonická V, Mansfeld J, Heilmann I, Obložinský M, Heilmann M. Identification of a secretory phospholipase A2 from Papaver somniferum L. that transforms membrane phospholipids. PHYTOCHEMISTRY 2016; 129:4-13. [PMID: 27473012 DOI: 10.1016/j.phytochem.2016.07.010] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/18/2016] [Revised: 06/22/2016] [Accepted: 07/16/2016] [Indexed: 05/29/2023]
Abstract
The full-length sequence of a new secretory phospholipase A2 was identified in opium poppy seedlings (Papaver somniferum L.). The cDNA of poppy phospholipase A2, denoted as pspla2, encodes a protein of 159 amino acids with a 31 amino acid long signal peptide at the N-terminus. PsPLA2 contains a PLA2 signature domain (PA2c), including the Ca(2+)-binding loop (YGKYCGxxxxGC) and the catalytic site motif (DACCxxHDxC) with the conserved catalytic histidine and the calcium-coordinating aspartate residues. The aspartate of the His/Asp dyad playing an important role in animal sPLA2 catalysis is substituted by a serine residue. Furthermore, the PsPLA2 sequence contains 12 conserved cysteine residues to form 6 structural disulfide bonds. The calculated molecular weight of the mature PsPLA2 is 14.0 kDa. Based on the primary structure PsPLA2 belongs to the XIB group of PLA2s. Untagged recombinant PsPLA2 obtained by expression in Escherichia coli, renaturation from inclusion bodies and purification by cation-exchange chromatography was characterized in vitro. The pH optimum for activity of PsPLA2 was found to be pH 7, when using mixed micelles of 1,2-dioleoyl-sn-glycero-3-phosphocholine (DOPC) and Triton X-100. PsPLA2 specifically cleaves fatty acids from the sn-2 position of 1-palmitoyl-2-oleoyl-sn-glycero-3-phosphocholine and shows a pronounced preference for PC over phosphatidyl ethanolamine, -glycerol and -inositol. The active recombinant enzyme was tested in vitro against natural phospholipids isolated from poppy plants and preferably released the unsaturated fatty acids, linoleic acid and linolenic acid, from the naturally occurring mixture of substrate lipids.
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Affiliation(s)
- Veronika Jablonická
- Department of Cell and Molecular Biology of Drugs, Faculty of Pharmacy, Comenius University in Bratislava, Kalinčiakova 8, 832 32 Bratislava, Slovakia
| | - Johanna Mansfeld
- Department of Cellular Biochemistry, Institute of Biochemistry and Biotechnology, Martin-Luther-University Halle-Wittenberg, Kurt-Mothes-Str.3, 06120 Halle (Saale), Germany
| | - Ingo Heilmann
- Department of Cellular Biochemistry, Institute of Biochemistry and Biotechnology, Martin-Luther-University Halle-Wittenberg, Kurt-Mothes-Str.3, 06120 Halle (Saale), Germany
| | - Marek Obložinský
- Department of Cell and Molecular Biology of Drugs, Faculty of Pharmacy, Comenius University in Bratislava, Kalinčiakova 8, 832 32 Bratislava, Slovakia.
| | - Mareike Heilmann
- Department of Cellular Biochemistry, Institute of Biochemistry and Biotechnology, Martin-Luther-University Halle-Wittenberg, Kurt-Mothes-Str.3, 06120 Halle (Saale), Germany
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132
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Robin AY, Giustini C, Graindorge M, Matringe M, Dumas R. Crystal structure of norcoclaurine-6-O-methyltransferase, a key rate-limiting step in the synthesis of benzylisoquinoline alkaloids. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2016; 87:641-53. [PMID: 27232113 DOI: 10.1111/tpj.13225] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/13/2015] [Revised: 05/23/2016] [Accepted: 05/25/2016] [Indexed: 05/25/2023]
Abstract
Growing pharmaceutical interest in benzylisoquinoline alkaloids (BIA) coupled with their chemical complexity make metabolic engineering of microbes to create alternative platforms of production an increasingly attractive proposition. However, precise knowledge of rate-limiting enzymes and negative feedback inhibition by end-products of BIA metabolism is of paramount importance for this emerging field of synthetic biology. In this work we report the structural characterization of (S)-norcoclaurine-6-O-methyltransferase (6OMT), a key rate-limiting step enzyme involved in the synthesis of reticuline, the final intermediate to be shared between the different end-products of BIA metabolism, such as morphine, papaverine, berberine and sanguinarine. Four different crystal structures of the enzyme from Thalictrum flavum (Tf 6OMT) were solved: the apoenzyme, the complex with S-adenosyl-l-homocysteine (SAH), the complexe with SAH and the substrate and the complex with SAH and a feedback inhibitor, sanguinarine. The Tf 6OMT structural study provides a molecular understanding of its substrate specificity, active site structure and reaction mechanism. This study also clarifies the inhibition of Tf 6OMT by previously suggested feedback inhibitors. It reveals its high and time-dependent sensitivity toward sanguinarine.
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Affiliation(s)
- Adeline Y Robin
- Laboratoire de Physiologie Cellulaire et Végétale, Université Grenoble Alpes, CNRS UMR5168, CEA/DRF/BIG, INRA UMR 1417, 17, Avenue des Martyrs, 38054 Grenoble, France
| | - Cécile Giustini
- Laboratoire de Physiologie Cellulaire et Végétale, Université Grenoble Alpes, CNRS UMR5168, CEA/DRF/BIG, INRA UMR 1417, 17, Avenue des Martyrs, 38054 Grenoble, France
| | - Matthieu Graindorge
- Laboratoire de Physiologie Cellulaire et Végétale, Université Grenoble Alpes, CNRS UMR5168, CEA/DRF/BIG, INRA UMR 1417, 17, Avenue des Martyrs, 38054 Grenoble, France
| | - Michel Matringe
- Laboratoire de Physiologie Cellulaire et Végétale, Université Grenoble Alpes, CNRS UMR5168, CEA/DRF/BIG, INRA UMR 1417, 17, Avenue des Martyrs, 38054 Grenoble, France.
| | - Renaud Dumas
- Laboratoire de Physiologie Cellulaire et Végétale, Université Grenoble Alpes, CNRS UMR5168, CEA/DRF/BIG, INRA UMR 1417, 17, Avenue des Martyrs, 38054 Grenoble, France.
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133
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Torres MA, Hoffarth E, Eugenio L, Savtchouk J, Chen X, Morris JS, Facchini PJ, Ng KKS. Structural and Functional Studies of Pavine N-Methyltransferase from Thalictrum flavum Reveal Novel Insights into Substrate Recognition and Catalytic Mechanism. J Biol Chem 2016; 291:23403-23415. [PMID: 27573242 DOI: 10.1074/jbc.m116.747261] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2016] [Indexed: 11/06/2022] Open
Abstract
Benzylisoquinoline alkaloids (BIAs) are produced in a wide variety of plants and include many common analgesic, antitussive, and anticancer compounds. Several members of a distinct family of S-adenosylmethionine (SAM)-dependent N-methyltransferases (NMTs) play critical roles in BIA biosynthesis, but the molecular basis of substrate recognition and catalysis is not known for NMTs involved in BIA metabolism. To address this issue, the crystal structure of pavine NMT from Thalictrum flavum was solved using selenomethionine-substituted protein (dmin = 2.8 Å). Additional structures were determined for the native protein (dmin = 2.0 Å) as well as binary complexes with SAM (dmin = 2.3 Å) or the reaction product S-adenosylhomocysteine (dmin = 1.6 Å). The structure of a complex with S-adenosylhomocysteine and two molecules of tetrahydropapaverine (THP; one as the S conformer and a second in the R configuration) (dmin = 1.8 Å) revealed key features of substrate recognition. Pavine NMT converted racemic THP to laudanosine, but the enzyme showed a preference for (±)-pavine and (S)-reticuline as substrates. These structures suggest the involvement of highly conserved residues at the active site. Mutagenesis of three residues near the methyl group of SAM and the nitrogen atom of the alkaloid acceptor decreased enzyme activity without disrupting the structure of the protein. The binding site for THP provides a framework for understanding substrate specificity among numerous NMTs involved in the biosynthesis of BIAs and other specialized metabolites. This information will facilitate metabolic engineering efforts aimed at producing medicinally important compounds in heterologous systems, such as yeast.
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Affiliation(s)
- Miguel A Torres
- From the Department of Biological Sciences and.,Alberta Glycomics Centre, University of Calgary, Calgary, Alberta T2N 1N4, Canada
| | - Elesha Hoffarth
- From the Department of Biological Sciences and.,Alberta Glycomics Centre, University of Calgary, Calgary, Alberta T2N 1N4, Canada
| | - Luiz Eugenio
- From the Department of Biological Sciences and.,Alberta Glycomics Centre, University of Calgary, Calgary, Alberta T2N 1N4, Canada
| | - Julia Savtchouk
- From the Department of Biological Sciences and.,Alberta Glycomics Centre, University of Calgary, Calgary, Alberta T2N 1N4, Canada
| | - Xue Chen
- From the Department of Biological Sciences and
| | | | | | - Kenneth K-S Ng
- From the Department of Biological Sciences and .,Alberta Glycomics Centre, University of Calgary, Calgary, Alberta T2N 1N4, Canada
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134
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Kishimoto S, Sato M, Tsunematsu Y, Watanabe K. Evaluation of Biosynthetic Pathway and Engineered Biosynthesis of Alkaloids. Molecules 2016; 21:E1078. [PMID: 27548127 PMCID: PMC6274189 DOI: 10.3390/molecules21081078] [Citation(s) in RCA: 50] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2016] [Revised: 08/15/2016] [Accepted: 08/15/2016] [Indexed: 01/13/2023] Open
Abstract
Varieties of alkaloids are known to be produced by various organisms, including bacteria, fungi and plants, as secondary metabolites that exhibit useful bioactivities. However, understanding of how those metabolites are biosynthesized still remains limited, because most of these compounds are isolated from plants and at a trace level of production. In this review, we focus on recent efforts in identifying the genes responsible for the biosynthesis of those nitrogen-containing natural products and elucidating the mechanisms involved in the biosynthetic processes. The alkaloids discussed in this review are ditryptophenaline (dimeric diketopiperazine alkaloid), saframycin (tetrahydroisoquinoline alkaloid), strictosidine (monoterpene indole alkaloid), ergotamine (ergot alkaloid) and opiates (benzylisoquinoline and morphinan alkaloid). This review also discusses the engineered biosynthesis of these compounds, primarily through heterologous reconstitution of target biosynthetic pathways in suitable hosts, such as Escherichia coli, Saccharomyces cerevisiae and Aspergillus nidulans. Those heterologous biosynthetic systems can be used to confirm the functions of the isolated genes, economically scale up the production of the alkaloids for commercial distributions and engineer the biosynthetic pathways to produce valuable analogs of the alkaloids. In particular, extensive involvement of oxidation reactions catalyzed by oxidoreductases, such as cytochrome P450s, during the secondary metabolite biosynthesis is discussed in details.
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Affiliation(s)
- Shinji Kishimoto
- Department of Pharmaceutical Sciences, University of Shizuoka, Shizuoka 422-8526, Japan.
| | - Michio Sato
- Department of Pharmaceutical Sciences, University of Shizuoka, Shizuoka 422-8526, Japan.
| | - Yuta Tsunematsu
- Department of Pharmaceutical Sciences, University of Shizuoka, Shizuoka 422-8526, Japan.
| | - Kenji Watanabe
- Department of Pharmaceutical Sciences, University of Shizuoka, Shizuoka 422-8526, Japan.
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135
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Engineering a microbial platform for de novo biosynthesis of diverse methylxanthines. Metab Eng 2016; 38:191-203. [PMID: 27519552 DOI: 10.1016/j.ymben.2016.08.003] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2016] [Revised: 06/24/2016] [Accepted: 08/09/2016] [Indexed: 11/20/2022]
Abstract
Engineered microbial biosynthesis of plant natural products can support manufacturing of complex bioactive molecules and enable discovery of non-naturally occurring derivatives. Purine alkaloids, including caffeine (coffee), theophylline (antiasthma drug), theobromine (chocolate), and other methylxanthines, play a significant role in pharmacology and food chemistry. Here, we engineered the eukaryotic microbial host Saccharomyces cerevisiae for the de novo biosynthesis of methylxanthines. We constructed a xanthine-to-xanthosine conversion pathway in native yeast central metabolism to increase endogenous purine flux for the production of 7-methylxanthine, a key intermediate in caffeine biosynthesis. Yeast strains were further engineered to produce caffeine through expression of several enzymes from the coffee plant. By expressing combinations of different N-methyltransferases, we were able to demonstrate re-direction of flux to an alternate pathway and develop strains that support the production of diverse methylxanthines. We achieved production of 270μg/L, 61μg/L, and 3700μg/L of caffeine, theophylline, and 3-methylxanthine, respectively, in 0.3-L bench-scale batch fermentations. The constructed strains provide an early platform for de novo production of methylxanthines and with further development will advance the discovery and synthesis of xanthine derivatives.
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136
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Abstract
Bacterial genomes encode the biosynthetic potential to produce hundreds of thousands of complex molecules with diverse applications, from medicine to agriculture and materials. Accessing these natural products promises to reinvigorate drug discovery pipelines and provide novel routes to synthesize complex chemicals. The pathways leading to the production of these molecules often comprise dozens of genes spanning large areas of the genome and are controlled by complex regulatory networks with some of the most interesting molecules being produced by non-model organisms. In this Review, we discuss how advances in synthetic biology--including novel DNA construction technologies, the use of genetic parts for the precise control of expression and for synthetic regulatory circuits--and multiplexed genome engineering can be used to optimize the design and synthesis of pathways that produce natural products.
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137
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Li Y, Smolke CD. Engineering biosynthesis of the anticancer alkaloid noscapine in yeast. Nat Commun 2016; 7:12137. [PMID: 27378283 PMCID: PMC4935968 DOI: 10.1038/ncomms12137] [Citation(s) in RCA: 92] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2016] [Accepted: 06/03/2016] [Indexed: 01/22/2023] Open
Abstract
Noscapine is a potential anticancer drug isolated from the opium poppy Papaver somniferum, and genes encoding enzymes responsible for the synthesis of noscapine have been recently discovered to be clustered on the genome of P. somniferum. Here, we reconstitute the noscapine gene cluster in Saccharomyces cerevisiae to achieve the microbial production of noscapine and related pathway intermediates, complementing and extending previous in planta and in vitro investigations. Our work provides structural validation of the secoberberine intermediates and the description of the narcotoline-4'-O-methyltransferase, suggesting this activity is catalysed by a unique heterodimer. We also reconstitute a 14-step biosynthetic pathway of noscapine from the simple alkaloid norlaudanosoline by engineering a yeast strain expressing 16 heterologous plant enzymes, achieving reconstitution of a complex plant pathway in a microbial host. Other engineered yeasts produce previously inaccessible pathway intermediates and a novel derivative, thereby advancing protoberberine and noscapine related drug discovery.
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Affiliation(s)
- Yanran Li
- Shriram Center, Department of Bioengineering, Stanford University, 443 Via Ortega, MC 4245, Stanford, California 94305, USA
| | - Christina D. Smolke
- Shriram Center, Department of Bioengineering, Stanford University, 443 Via Ortega, MC 4245, Stanford, California 94305, USA
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138
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Abstract
Noscapine is a potential anticancer drug isolated from the opium poppy Papaver somniferum, and genes encoding enzymes responsible for the synthesis of noscapine have been recently discovered to be clustered on the genome of P. somniferum. Here, we reconstitute the noscapine gene cluster in Saccharomyces cerevisiae to achieve the microbial production of noscapine and related pathway intermediates, complementing and extending previous in planta and in vitro investigations. Our work provides structural validation of the secoberberine intermediates and the description of the narcotoline-4'-O-methyltransferase, suggesting this activity is catalysed by a unique heterodimer. We also reconstitute a 14-step biosynthetic pathway of noscapine from the simple alkaloid norlaudanosoline by engineering a yeast strain expressing 16 heterologous plant enzymes, achieving reconstitution of a complex plant pathway in a microbial host. Other engineered yeasts produce previously inaccessible pathway intermediates and a novel derivative, thereby advancing protoberberine and noscapine related drug discovery.
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Affiliation(s)
- Yanran Li
- Shriram Center, Department of Bioengineering, Stanford University, 443 Via Ortega, MC 4245, Stanford, California 94305, USA
| | - Christina D Smolke
- Shriram Center, Department of Bioengineering, Stanford University, 443 Via Ortega, MC 4245, Stanford, California 94305, USA
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139
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Suástegui M, Guo W, Feng X, Shao Z. Investigating strain dependency in the production of aromatic compounds in
Saccharomyces cerevisiae. Biotechnol Bioeng 2016; 113:2676-2685. [DOI: 10.1002/bit.26037] [Citation(s) in RCA: 35] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2016] [Revised: 05/16/2016] [Accepted: 06/13/2016] [Indexed: 12/13/2022]
Affiliation(s)
- Miguel Suástegui
- Department of Chemical and Biological EngineeringIowa State UniversityAmesIowa
- NSF Engineering Research Center for Biorenewable Chemicals (CBiRC)AmesIowa
| | - Weihua Guo
- Department of Biological Systems EngineeringVirginia Polytechnic Institute and State UniversityBlacksburgVirginia
| | - Xueyang Feng
- Department of Biological Systems EngineeringVirginia Polytechnic Institute and State UniversityBlacksburgVirginia
| | - Zengyi Shao
- Department of Chemical and Biological EngineeringIowa State UniversityAmesIowa
- NSF Engineering Research Center for Biorenewable Chemicals (CBiRC)AmesIowa
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140
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Diamond A, Desgagné-Penix I. Metabolic engineering for the production of plant isoquinoline alkaloids. PLANT BIOTECHNOLOGY JOURNAL 2016; 14:1319-1328. [PMID: 26503307 DOI: 10.1111/pbi.12494] [Citation(s) in RCA: 49] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/02/2015] [Revised: 09/15/2015] [Accepted: 09/19/2015] [Indexed: 06/05/2023]
Abstract
Several plant isoquinoline alkaloids (PIAs) possess powerful pharmaceutical and biotechnological properties. Thus, PIA metabolism and its fascinating molecules, including morphine, colchicine and galanthamine, have attracted the attention of both the industry and researchers involved in plant science, biochemistry, chemical bioengineering and medicine. Currently, access and availability of high-value PIAs [commercialized (e.g. galanthamine) or not (e.g. narciclasine)] is limited by low concentration in nature, lack of cultivation or geographic access, seasonal production and risk of overharvesting wild plant species. Nevertheless, most commercial PIAs are still extracted from plant sources. Efforts to improve the production of PIA have largely been impaired by the lack of knowledge on PIA metabolism. With the development and integration of next-generation sequencing technologies, high-throughput proteomics and metabolomics analyses and bioinformatics, systems biology was used to unravel metabolic pathways allowing the use of metabolic engineering and synthetic biology approaches to increase production of valuable PIAs. Metabolic engineering provides opportunity to overcome issues related to restricted availability, diversification and productivity of plant alkaloids. Engineered plant, plant cells and microbial cell cultures can act as biofactories by offering their metabolic machinery for the purpose of optimizing the conditions and increasing the productivity of a specific alkaloid. In this article, is presented an update on the production of PIA in engineered plant, plant cell cultures and heterologous micro-organisms.
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Affiliation(s)
- Andrew Diamond
- Department of Chemistry, Biochemistry and Physics, University of Québec at Trois-Rivières, Trois-Rivières, QC, Canada
| | - Isabel Desgagné-Penix
- Department of Chemistry, Biochemistry and Physics, University of Québec at Trois-Rivières, Trois-Rivières, QC, Canada
- Groupe de recherche en biologie végétale, University of Québec at Trois-Rivières, Trois-Rivières, QC, Canada
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141
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Lalonde J. Highly engineered biocatalysts for efficient small molecule pharmaceutical synthesis. Curr Opin Biotechnol 2016; 42:152-158. [PMID: 27261887 DOI: 10.1016/j.copbio.2016.04.023] [Citation(s) in RCA: 42] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2016] [Accepted: 04/05/2016] [Indexed: 02/04/2023]
Abstract
Technologies for the engineering of biocatalysts for efficient synthesis of pharmaceutical targets have advanced dramatically over the last few years. Integration of computational methods for structural modeling, combined with high through put methods for expression and screening of biocatalysts and algorithms for mining experimental data, have allowed the creation of highly engineered biocatalysts for the efficient synthesis of pharmaceuticals. Methods for the synthesis of chiral alcohols and amines have been particularly successful, along with the creation of non-natural activities for such desirable reactions as cyclopropanation and esterification.
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Affiliation(s)
- Jim Lalonde
- Research and Development, Codexis, Inc., United States.
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142
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Pereira F, Azevedo F, Parachin NS, Hahn-Hägerdal B, Gorwa-Grauslund MF, Johansson B. Yeast Pathway Kit: A Method for Metabolic Pathway Assembly with Automatically Simulated Executable Documentation. ACS Synth Biol 2016; 5:386-94. [PMID: 26916955 DOI: 10.1021/acssynbio.5b00250] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
We have developed the Yeast Pathway Kit (YPK) for rational and random metabolic pathway assembly in Saccharomyces cerevisiae using reusable and redistributable genetic elements. Genetic elements are cloned in a suicide vector in a rapid process that omits PCR product purification. Single-gene expression cassettes are assembled in vivo using genetic elements that are both promoters and terminators (TP). Cassettes sharing genetic elements are assembled by recombination into multigene pathways. A wide selection of prefabricated TP elements makes assembly both rapid and inexpensive. An innovative software tool automatically produces detailed self-contained executable documentation in the form of pydna code in the narrative Jupyter notebook format to facilitate planning and sharing YPK projects. A d-xylose catabolic pathway was created using YPK with four or eight genes that resulted in one of the highest growth rates reported on d-xylose (0.18 h(-1)) for recombinant S. cerevisiae without adaptation. The two-step assembly of single-gene expression cassettes into multigene pathways may improve the yield of correct pathways at the cost of adding overall complexity, which is offset by the supplied software tool.
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Affiliation(s)
- Filipa Pereira
- CBMA—Centre
of Molecular and Environmental Biology, Department
of Biology, University of Minho, Campus de Gualtar, Braga 4710-057, Portugal
| | - Flávio Azevedo
- CBMA—Centre
of Molecular and Environmental Biology, Department
of Biology, University of Minho, Campus de Gualtar, Braga 4710-057, Portugal
| | - Nadia Skorupa Parachin
- Division
of Applied Microbiology, Department of Chemistry, Lund University, SE-22100 Lund, Sweden
| | - Bärbel Hahn-Hägerdal
- Division
of Applied Microbiology, Department of Chemistry, Lund University, SE-22100 Lund, Sweden
| | - Marie F. Gorwa-Grauslund
- Division
of Applied Microbiology, Department of Chemistry, Lund University, SE-22100 Lund, Sweden
| | - Björn Johansson
- CBMA—Centre
of Molecular and Environmental Biology, Department
of Biology, University of Minho, Campus de Gualtar, Braga 4710-057, Portugal
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143
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Biggs BW, Rouck JE, Kambalyal A, Arnold W, Lim CG, De Mey M, O’Neil-Johnson M, Starks CM, Das A, Ajikumar PK. Orthogonal Assays Clarify the Oxidative Biochemistry of Taxol P450 CYP725A4. ACS Chem Biol 2016; 11:1445-51. [PMID: 26930136 DOI: 10.1021/acschembio.5b00968] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
Natural product metabolic engineering potentially offers sustainable and affordable access to numerous valuable molecules. However, challenges in characterizing and assembling complex biosynthetic pathways have prevented more rapid progress in this field. The anticancer agent Taxol represents an excellent case study. Assembly of a biosynthetic pathway for Taxol has long been stalled at its first functionalization, putatively an oxygenation performed by the cytochrome P450 CYP725A4, due to confounding characterizations. Here, through combined in vivo (Escherichia coli), in vitro (lipid nanodisc), and metabolite stability assays, we verify the presence and likely cause of this enzyme's inherent promiscuity. Thereby, we remove the possibility that promiscuity simply existed as an artifact of previous metabolic engineering approaches. Further, spontaneous rearrangement and the stabilizing effect of a hydrophobic overlay suggest a potential role for nonenzymatic chemistry in Taxol's biosynthesis. Taken together, this work confirms taxadiene-5α-ol as a primary enzymatic product of CYP725A4 and provides direction for future Taxol metabolic and protein engineering efforts.
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Affiliation(s)
- Bradley Walters Biggs
- Manus Biosynthesis, 1030 Massachusetts
Avenue, Suite 300, Cambridge, Massachusetts 02138, United States
- Department
of Chemical and Biological Engineering (Masters in Biotechnology Program), Northwestern University, Evanston, Illinois 60208, United States
| | - John Edward Rouck
- Department
of Comparative Biosciences, Department of Biochemistry, Department
of Bioengineering, Beckman Institute for Advanced Science and Engineering, University of Illinois Urbana−Champaign, Urbana, Illinois 61801, United States
| | - Amogh Kambalyal
- Department
of Comparative Biosciences, Department of Biochemistry, Department
of Bioengineering, Beckman Institute for Advanced Science and Engineering, University of Illinois Urbana−Champaign, Urbana, Illinois 61801, United States
| | - William Arnold
- Department
of Comparative Biosciences, Department of Biochemistry, Department
of Bioengineering, Beckman Institute for Advanced Science and Engineering, University of Illinois Urbana−Champaign, Urbana, Illinois 61801, United States
| | - Chin Giaw Lim
- Manus Biosynthesis, 1030 Massachusetts
Avenue, Suite 300, Cambridge, Massachusetts 02138, United States
| | - Marjan De Mey
- Manus Biosynthesis, 1030 Massachusetts
Avenue, Suite 300, Cambridge, Massachusetts 02138, United States
- Centre
for Industrial Biotechnology and Biocatalysis, Ghent University, Coupure
Links 653, B-9000, Ghent, Belgium
| | - Mark O’Neil-Johnson
- Sequoia Sciences, 1912 Innerbelt
Business Center Dr., Saint Louis, Missouri 63114, United States
| | - Courtney M. Starks
- Sequoia Sciences, 1912 Innerbelt
Business Center Dr., Saint Louis, Missouri 63114, United States
| | - Aditi Das
- Department
of Comparative Biosciences, Department of Biochemistry, Department
of Bioengineering, Beckman Institute for Advanced Science and Engineering, University of Illinois Urbana−Champaign, Urbana, Illinois 61801, United States
| | - Parayil Kumaran Ajikumar
- Manus Biosynthesis, 1030 Massachusetts
Avenue, Suite 300, Cambridge, Massachusetts 02138, United States
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144
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Courbet A, Endy D, Renard E, Molina F, Bonnet J. Detection of pathological biomarkers in human clinical samples via amplifying genetic switches and logic gates. Sci Transl Med 2016; 7:289ra83. [PMID: 26019219 DOI: 10.1126/scitranslmed.aaa3601] [Citation(s) in RCA: 143] [Impact Index Per Article: 17.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
Whole-cell biosensors have several advantages for the detection of biological substances and have proven to be useful analytical tools. However, several hurdles have limited whole-cell biosensor application in the clinic, primarily their unreliable operation in complex media and low signal-to-noise ratio. We report that bacterial biosensors with genetically encoded digital amplifying genetic switches can detect clinically relevant biomarkers in human urine and serum. These bactosensors perform signal digitization and amplification, multiplexed signal processing with the use of Boolean logic gates, and data storage. In addition, we provide a framework with which to quantify whole-cell biosensor robustness in clinical samples together with a method for easily reprogramming the sensor module for distinct medical detection agendas. Last, we demonstrate that bactosensors can be used to detect pathological glycosuria in urine from diabetic patients. These next-generation whole-cell biosensors with improved computing and amplification capacity could meet clinical requirements and should enable new approaches for medical diagnosis.
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Affiliation(s)
- Alexis Courbet
- Sys2Diag FRE3690-CNRS/ALCEDIAG, Cap Delta, 34090 Montpellier, France
| | - Drew Endy
- Department of Bioengineering, Stanford University, Stanford, CA 94305, USA
| | - Eric Renard
- Sys2Diag FRE3690-CNRS/ALCEDIAG, Cap Delta, 34090 Montpellier, France. Department of Bioengineering, Stanford University, Stanford, CA 94305, USA. Department of Endocrinology, Diabetes, Nutrition, Montpellier University Hospital; INSERM 1411 Clinical Investigation Center; Institute of Functional Genomics, CNRS UMR 5203, INSERM U661, University of Montpellier, 34090 Montpellier, France. Centre de Biochimie Structurale, INSERM U1054, CNRS UMR5048, University of Montpellier, 29 Rue de Navacelles, 34090 Montpellier, France
| | - Franck Molina
- Sys2Diag FRE3690-CNRS/ALCEDIAG, Cap Delta, 34090 Montpellier, France.
| | - Jérôme Bonnet
- Sys2Diag FRE3690-CNRS/ALCEDIAG, Cap Delta, 34090 Montpellier, France. Department of Bioengineering, Stanford University, Stanford, CA 94305, USA. Department of Endocrinology, Diabetes, Nutrition, Montpellier University Hospital; INSERM 1411 Clinical Investigation Center; Institute of Functional Genomics, CNRS UMR 5203, INSERM U661, University of Montpellier, 34090 Montpellier, France. Centre de Biochimie Structurale, INSERM U1054, CNRS UMR5048, University of Montpellier, 29 Rue de Navacelles, 34090 Montpellier, France.
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145
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Baccile JA, Spraker JE, Le HH, Brandenburger E, Gomez C, Bok JW, Macheleidt J, Brakhage AA, Hoffmeister D, Keller NP, Schroeder FC. Plant-like biosynthesis of isoquinoline alkaloids in Aspergillus fumigatus. Nat Chem Biol 2016; 12:419-24. [PMID: 27065235 PMCID: PMC5049701 DOI: 10.1038/nchembio.2061] [Citation(s) in RCA: 61] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2015] [Accepted: 02/22/2016] [Indexed: 01/09/2023]
Abstract
Natural product discovery efforts have focused primarily on microbial biosynthetic gene clusters (BGCs) containing large multi-modular PKSs and NRPSs; however, sequencing of fungal genomes has revealed a vast number of BGCs containing smaller NRPS-like genes of unknown biosynthetic function. Using comparative metabolomics, we show that a BGC in the human pathogen Aspergillus fumigatus named fsq, which contains an NRPS-like gene lacking a condensation domain, produces several novel isoquinoline alkaloids, the fumisoquins. These compounds derive from carbon-carbon bond formation between two amino acid-derived moieties followed by a sequence that is directly analogous to isoquinoline alkaloid biosynthesis in plants. Fumisoquin biosynthesis requires the N-methyltransferase FsqC and the FAD-dependent oxidase FsqB, which represent functional analogs of coclaurine N-methyltransferase and berberine bridge enzyme in plants. Our results show that BGCs containing incomplete NRPS modules may reveal new biosynthetic paradigms and suggest that plant-like isoquinoline biosynthesis occurs in diverse fungi.
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Affiliation(s)
- Joshua A Baccile
- Boyce Thompson Institute and Department of Chemistry and Chemical Biology, Cornell University, Ithaca, New York, USA
| | - Joseph E Spraker
- Department of Plant Pathology, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Henry H Le
- Boyce Thompson Institute and Department of Chemistry and Chemical Biology, Cornell University, Ithaca, New York, USA
| | - Eileen Brandenburger
- Department of Pharmaceutical Microbiology at the Hans-Knöll-Institute, Friedrich Schiller University, Jena, Germany
| | - Christian Gomez
- Boyce Thompson Institute and Department of Chemistry and Chemical Biology, Cornell University, Ithaca, New York, USA
| | - Jin Woo Bok
- Institute for Microbiology, Friedrich Schiller University, Jena, Germany
| | - Juliane Macheleidt
- Institute for Microbiology, Friedrich Schiller University, Jena, Germany.,Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology (HKI), Jena, Germany
| | - Axel A Brakhage
- Institute for Microbiology, Friedrich Schiller University, Jena, Germany.,Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology (HKI), Jena, Germany
| | - Dirk Hoffmeister
- Department of Pharmaceutical Microbiology at the Hans-Knöll-Institute, Friedrich Schiller University, Jena, Germany
| | - Nancy P Keller
- Department of Bacteriology, University of Wisconsin-Madison, Madison, Wisconsin, USA.,Department of Medical Microbiology and Immunology, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Frank C Schroeder
- Boyce Thompson Institute and Department of Chemistry and Chemical Biology, Cornell University, Ithaca, New York, USA
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146
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Biocatalysts from alkaloid producing plants. Curr Opin Chem Biol 2016; 31:22-30. [DOI: 10.1016/j.cbpa.2015.12.006] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2015] [Revised: 12/19/2015] [Accepted: 12/22/2015] [Indexed: 11/21/2022]
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147
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Jones JA, Koffas MAG. Optimizing Metabolic Pathways for the Improved Production of Natural Products. Methods Enzymol 2016; 575:179-93. [PMID: 27417929 DOI: 10.1016/bs.mie.2016.02.010] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
Metabolic engineering strives to develop microbial strains that are capable of high-titer production of a variety of industrially significant pharmaceuticals, nutraceuticals, commodity, and high-value compounds. Despite extensive success with many proof-of-concept systems there is still the need for optimization to achieve industrially relevant titers, yields, and productivities. The field of metabolic pathway optimization and balancing has formed to address this need using a scientific and systematic approach. In this chapter, we aim to outline various pathway optimization and system balancing strategies while giving insights and tips into the systems and procedures that have demonstrated recent success in the peer-reviewed literature.
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Affiliation(s)
- J A Jones
- Rensselaer Polytechnic Institute, Troy, NY, United States; Center for Biotechnology and Interdisciplinary Sciences, Rensselaer Polytechnic Institute, Troy, NY, United States
| | - M A G Koffas
- Rensselaer Polytechnic Institute, Troy, NY, United States; Center for Biotechnology and Interdisciplinary Sciences, Rensselaer Polytechnic Institute, Troy, NY, United States.
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148
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Overcoming heterologous protein interdependency to optimize P450-mediated Taxol precursor synthesis in Escherichia coli. Proc Natl Acad Sci U S A 2016; 113:3209-14. [PMID: 26951651 DOI: 10.1073/pnas.1515826113] [Citation(s) in RCA: 155] [Impact Index Per Article: 19.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023] Open
Abstract
Recent advances in metabolic engineering have demonstrated the potential to exploit biological chemistry for the synthesis of complex molecules. Much of the progress to date has leveraged increasingly precise genetic tools to control the transcription and translation of enzymes for superior biosynthetic pathway performance. However, applying these approaches and principles to the synthesis of more complex natural products will require a new set of tools for enabling various classes of metabolic chemistries (i.e., cyclization, oxygenation, glycosylation, and halogenation) in vivo. Of these diverse chemistries, oxygenation is one of the most challenging and pivotal for the synthesis of complex natural products. Here, using Taxol as a model system, we use nature's favored oxygenase, the cytochrome P450, to perform high-level oxygenation chemistry in Escherichia coli. An unexpected coupling of P450 expression and the expression of upstream pathway enzymes was discovered and identified as a key obstacle for functional oxidative chemistry. By optimizing P450 expression, reductase partner interactions, and N-terminal modifications, we achieved the highest reported titer of oxygenated taxanes (∼570 ± 45 mg/L) in E. coli. Altogether, this study establishes E. coli as a tractable host for P450 chemistry, highlights the potential magnitude of protein interdependency in the context of synthetic biology and metabolic engineering, and points to a promising future for the microbial synthesis of complex chemical entities.
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149
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Nemhauser JL, Torii KU. Plant synthetic biology for molecular engineering of signalling and development. NATURE PLANTS 2016; 2:16010. [PMID: 27249346 PMCID: PMC5164986 DOI: 10.1038/nplants.2016.10] [Citation(s) in RCA: 40] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
Abstract
Molecular genetic studies of model plants in the past few decades have identified many key genes and pathways controlling development, metabolism and environmental responses. Recent technological and informatics advances have led to unprecedented volumes of data that may uncover underlying principles of plants as biological systems. The newly emerged discipline of synthetic biology and related molecular engineering approaches is built on this strong foundation. Today, plant regulatory pathways can be reconstituted in heterologous organisms to identify and manipulate parameters influencing signalling outputs. Moreover, regulatory circuits that include receptors, ligands, signal transduction components, epigenetic machinery and molecular motors can be engineered and introduced into plants to create novel traits in a predictive manner. Here, we provide a brief history of plant synthetic biology and significant recent examples of this approach, focusing on how knowledge generated by the reference plant Arabidopsis thaliana has contributed to the rapid rise of this new discipline, and discuss potential future directions.
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Affiliation(s)
| | - Keiko U Torii
- Department of Biology, University of Washington, Seattle, Washington 98195, USA
- Howard Hughes Medical Institute, University of Washington, Seattle, Washington 98195, USA
- Institute of Transformative Biomolecules (WPI-ITbM), Nagoya University, Chikusa, Nagoya 464-8601, Japan
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150
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Microbial Factories for the Production of Benzylisoquinoline Alkaloids. Trends Biotechnol 2016; 34:228-241. [DOI: 10.1016/j.tibtech.2015.12.005] [Citation(s) in RCA: 51] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2015] [Revised: 11/24/2015] [Accepted: 12/10/2015] [Indexed: 12/28/2022]
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