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Karaiyan P, Chang CCH, Chan ES, Tey BT, Ramanan RN, Ooi CW. In silico screening and heterologous expression of soluble dimethyl sulfide monooxygenases of microbial origin in Escherichia coli. Appl Microbiol Biotechnol 2022; 106:4523-4537. [PMID: 35713659 PMCID: PMC9259527 DOI: 10.1007/s00253-022-12008-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2022] [Revised: 05/30/2022] [Accepted: 06/01/2022] [Indexed: 11/28/2022]
Abstract
Abstract Sequence-based screening has been widely applied in the discovery of novel microbial enzymes. However, majority of the sequences in the genomic databases were annotated using computational approaches and lacks experimental characterization. Hence, the success in obtaining the functional biocatalysts with improved characteristics requires an efficient screening method that considers a wide array of factors. Recombinant expression of microbial enzymes is often hampered by the undesirable formation of inclusion body. Here, we present a systematic in silico screening method to identify the proteins expressible in soluble form and with the desired biological properties. The screening approach was adopted in the recombinant expression of dimethyl sulfide (DMS) monooxygenase in Escherichia coli. DMS monooxygenase, a two-component enzyme consisting of DmoA and DmoB subunits, was used as a model protein. The success rate of producing soluble and active DmoA is 71% (5 out of 7 genes). Interestingly, the soluble recombinant DmoA enzymes exhibited the NADH:FMN oxidoreductase activity in the absence of DmoB (second subunit), and the cofactor FMN, suggesting that DmoA is also an oxidoreductase. DmoA originated from Janthinobacterium sp. AD80 showed the maximum NADH oxidation activity (maximum reaction rate: 6.6 µM/min; specific activity: 133 µM/min/mg). This novel finding may allow DmoA to be used as an oxidoreductase biocatalyst for various industrial applications. The in silico gene screening methodology established from this study can increase the success rate of producing soluble and functional enzymes while avoiding the laborious trial and error involved in the screening of a large pool of genes available. Key points • A systematic gene screening method was demonstrated. • DmoA is also an oxidoreductase capable of oxidizing NADH and reducing FMN. • DmoA oxidizes NADH in the absence of external FMN. Supplementary Information The online version contains supplementary material available at 10.1007/s00253-022-12008-8.
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Affiliation(s)
- Prasanth Karaiyan
- Chemical Engineering Discipline, School of Engineering, Monash University Malaysia, Jalan Lagoon Selatan, 47500, Bandar Sunway, Selangor, Malaysia
| | - Catherine Ching Han Chang
- Arkema Thiochemicals Sdn. Bhd., Jalan PJU 1A/7A OASIS Ara Damansara, 47301, Petaling Jaya, Selangor Darul Ehsan, Malaysia
| | - Eng-Seng Chan
- Chemical Engineering Discipline, School of Engineering, Monash University Malaysia, Jalan Lagoon Selatan, 47500, Bandar Sunway, Selangor, Malaysia
| | - Beng Ti Tey
- Chemical Engineering Discipline, School of Engineering, Monash University Malaysia, Jalan Lagoon Selatan, 47500, Bandar Sunway, Selangor, Malaysia.,Advanced Engineering Platform, Monash University Malaysia, Jalan Lagoon Selatan, 47500, Bandar Sunway, Selangor, Malaysia
| | - Ramakrishnan Nagasundara Ramanan
- Chemical Engineering Discipline, School of Engineering, Monash University Malaysia, Jalan Lagoon Selatan, 47500, Bandar Sunway, Selangor, Malaysia. .,Arkema Thiochemicals Sdn. Bhd., Jalan PJU 1A/7A OASIS Ara Damansara, 47301, Petaling Jaya, Selangor Darul Ehsan, Malaysia.
| | - Chien Wei Ooi
- Chemical Engineering Discipline, School of Engineering, Monash University Malaysia, Jalan Lagoon Selatan, 47500, Bandar Sunway, Selangor, Malaysia. .,Advanced Engineering Platform, Monash University Malaysia, Jalan Lagoon Selatan, 47500, Bandar Sunway, Selangor, Malaysia.
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Zhang Y, Zhao J, Wang X, Tang Y, Liu S, Wen T. Model-Guided Metabolic Rewiring for Gamma-Aminobutyric Acid and Butyrolactam Biosynthesis in Corynebacterium glutamicum ATCC13032. BIOLOGY 2022; 11:biology11060846. [PMID: 35741367 PMCID: PMC9219837 DOI: 10.3390/biology11060846] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/22/2022] [Revised: 05/16/2022] [Accepted: 05/30/2022] [Indexed: 11/16/2022]
Abstract
Gamma-aminobutyric acid (GABA) can be used as a bioactive component in the pharmaceutical industry and a precursor for the synthesis of butyrolactam, which functions as a monomer for the synthesis of polyamide 4 (nylon 4) with improved thermal stability and high biodegradability. The bio-based fermentation production of chemicals using microbes as a cell factory provides an alternative to replace petrochemical-based processes. Here, we performed model-guided metabolic engineering of Corynebacterium glutamicum for GABA and butyrolactam fermentation. A GABA biosynthetic pathway was constructed using a bi-cistronic expression cassette containing mutant glutamate decarboxylase. An in silico simulation showed that the increase in the flux from acetyl-CoA to α-ketoglutarate and the decrease in the flux from α-ketoglutarate to succinate drove more flux toward GABA biosynthesis. The TCA cycle was reconstructed by increasing the expression of acn and icd genes and deleting the sucCD gene. Blocking GABA catabolism and rewiring the transport system of GABA further improved GABA production. An acetyl-CoA-dependent pathway for in vivo butyrolactam biosynthesis was constructed by overexpressing act-encoding ß-alanine CoA transferase. In fed-batch fermentation, the engineered strains produced 23.07 g/L of GABA with a yield of 0.52 mol/mol from glucose and 4.58 g/L of butyrolactam. The metabolic engineering strategies can be used for genetic modification of industrial strains to produce target chemicals from α-ketoglutarate as a precursor, and the engineered strains will be useful to synthesize the bio-based monomer of polyamide 4 from renewable resources.
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Affiliation(s)
- Yun Zhang
- CAS Key Laboratory of Pathogenic Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China; (J.Z.); (X.W.); (Y.T.); (S.L.)
- Innovation Academy for Green Manufacture, Chinese Academy of Sciences, Beijing 100190, China
- Correspondence: (Y.Z.); (T.W.)
| | - Jing Zhao
- CAS Key Laboratory of Pathogenic Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China; (J.Z.); (X.W.); (Y.T.); (S.L.)
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Xueliang Wang
- CAS Key Laboratory of Pathogenic Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China; (J.Z.); (X.W.); (Y.T.); (S.L.)
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Yuan Tang
- CAS Key Laboratory of Pathogenic Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China; (J.Z.); (X.W.); (Y.T.); (S.L.)
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Shuwen Liu
- CAS Key Laboratory of Pathogenic Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China; (J.Z.); (X.W.); (Y.T.); (S.L.)
- Innovation Academy for Green Manufacture, Chinese Academy of Sciences, Beijing 100190, China
| | - Tingyi Wen
- CAS Key Laboratory of Pathogenic Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China; (J.Z.); (X.W.); (Y.T.); (S.L.)
- Innovation Academy for Green Manufacture, Chinese Academy of Sciences, Beijing 100190, China
- Savaid Medical School, University of Chinese Academy of Sciences, Beijing 100049, China
- Correspondence: (Y.Z.); (T.W.)
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Abstract
Modern genome-scale methods that identify new genes, such as proteogenomics and ribosome profiling, have revealed, to the surprise of many, that overlap in genes, open reading frames and even coding sequences is widespread and functionally integrated into prokaryotic, eukaryotic and viral genomes. In parallel, the constraints that overlapping regions place on genome sequences and their evolution can be harnessed in bioengineering to build more robust synthetic strains and constructs. With a focus on overlapping protein-coding and RNA-coding genes, this Review examines their discovery, topology and biogenesis in the context of their genome biology. We highlight exciting new uses for sequence overlap to control translation, compress synthetic genetic constructs, and protect against mutation.
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Wu J, Chen W, Zhang Y, Zhang X, Jin JM, Tang SY. Metabolic Engineering for Improved Curcumin Biosynthesis in Escherichia coli. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2020; 68:10772-10779. [PMID: 32864959 DOI: 10.1021/acs.jafc.0c04276] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
The biosynthetic efficiency of curcumin, a highly bioactive compound from the plant Curcuma longa, needs to be improved. In this study, we performed host cell and biosynthetic pathway engineering to improve curcumin biosynthesis. Using in vivo-directed evolution, the expression level of curcuminoid synthase (CUS), the rate-limiting enzyme in the curcumin biosynthetic pathway, was significantly improved. Furthermore, as curcumin is a highly hydrophobic compound, two cell membrane engineering strategies were applied to optimize the biosynthetic efficiency. Curcumin storage was increased by overexpression of monoglucosyldiacylglycerol synthase from Acholeplasma laidlawii, which optimized the cell membrane morphology. Furthermore, unsaturated fatty acid supplementation was used to enhance membrane fluidity, which greatly ameliorated the damaging effect of curcumin on the cell membrane. These two strategies enhanced curcumin biosynthesis and demonstrated an additive effect.
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Affiliation(s)
- Jieyuan Wu
- CAS Key Laboratory of Microbial Physiological and Metabolic Engineering, State Key Laboratory of Microbial Resources, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Wei Chen
- CAS Key Laboratory of Microbial Physiological and Metabolic Engineering, State Key Laboratory of Microbial Resources, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China
| | - Yutong Zhang
- Beijing Key Laboratory of Plant Resources Research and Development, Beijing Technology and Business University, Beijing 100048, China
| | - Xuanxuan Zhang
- CAS Key Laboratory of Microbial Physiological and Metabolic Engineering, State Key Laboratory of Microbial Resources, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Jian-Ming Jin
- Beijing Key Laboratory of Plant Resources Research and Development, Beijing Technology and Business University, Beijing 100048, China
| | - Shuang-Yan Tang
- CAS Key Laboratory of Microbial Physiological and Metabolic Engineering, State Key Laboratory of Microbial Resources, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China
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Metabolic engineering and optimization of the fermentation medium for vitamin B 12 production in Escherichia coli. Bioprocess Biosyst Eng 2020; 43:1735-1745. [PMID: 32399750 DOI: 10.1007/s00449-020-02355-z] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2020] [Accepted: 04/15/2020] [Indexed: 01/22/2023]
Abstract
Vitamin B12 is a crucial fine chemical that is widely used in the pharmaceutical, food and chemical industries, and its production solely dependents on microbial fermentation. We previously constructed an artificial vitamin B12 biosynthesis pathway in Escherichia coli, but the yield of the engineered strains was low. Here, we removed metabolic bottlenecks of the vitamin B12 biosynthesis pathway in engineered E. coli strains. After screening cobB genes from different sources, optimizing the expression of cobN and customizing the ribosome binding sites of cobS and cobT, the vitamin B12 yield increased to 152.29 μg/g dry cell weight (DCW). Optimization of the downstream module, which converts co(II)byrinic acid a,c-diamide into adenosylcobinamide phosphate, elevated the vitamin B12 yield to 249.04 μg/g DCW. A comparison of a variety of equivalent components indicated that glucose and corn steep liquor are optimal carbon and nitrogen sources, respectively. Finally, an orthogonal array design was applied to determine the optimal concentrations of glucose and nitrogen sources including corn steep liquor and yeast extract, through which a vitamin B12 yield of 530.29 μg/g DCW was obtained. The metabolic modifications and optimization of fermentation conditions achieved in this study offer a basis for further improving vitamin B12 production in E. coli and will hopefully accelerate its industrial application.
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Xi G, Esfandiary R, Sacramento CB, Jouihan H, Sharma A, Roth R, Linke T. Refolding and purification of cGMP-grade recombinant human neurturin from Escherichia coli inclusion bodies. Protein Expr Purif 2019; 168:105552. [PMID: 31866372 DOI: 10.1016/j.pep.2019.105552] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2019] [Accepted: 12/18/2019] [Indexed: 10/25/2022]
Abstract
Neurturin is a potent neurotrophic factor that has been investigated as a potential therapeutic agent for the treatment of neurodegenerative diseases, including Parkinson's disease, and, more recently, for the treatment of type II diabetes. However, purification of neurturin for clinical applications has been hampered by its low solubility in aqueous solutions. Here we describe the development of a scalable manufacturing process for recombinant neurturin from E. coli. inclusion bodies. Neurturin was refolded from solubilized inclusion bodies by fed-batch dilution refolding with a titer of 90 mg per liter refold and a refold yield of 89%. A two-step purification process using cation exchange and hydrophobic interaction chromatography, followed by formulation using tangential flow filtration resulted in an overall process yield of about 56 mg purified neurturin per liter refold. Solubility of neurturin during the purification process was maintained by the addition of 15% (w/v) glycerol to all buffers. For clinical applications and parenteral administration glycerol was replaced by 15% (w/v) sulfobutyl ether-beta-cyclodextrin (i.e. Captisol) in the drug substance formulation buffer. The final purified product had low or undetectable levels of product-related impurities and concentrations of process-related contaminants such as host cell proteins, host cell DNA, endotoxins and Triton X-100 were reduced more than 10,000-fold or below the limit of detection. Bioactivity of purified recombinant neurturin was demonstrated in a cell-based assay by activation of the MAPK signaling pathway.
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Affiliation(s)
- Guoling Xi
- Department of Purification Process Sciences, AstraZeneca, Gaithersburg, MD, 20878, USA
| | - Reza Esfandiary
- Department of Dosage Form Design and Development, AstraZeneca, Gaithersburg, MD, 20878, USA
| | | | - Hani Jouihan
- Department of Cardiovascular and Metabolic Diseases, AstraZeneca, Gaithersburg, MD, 20878, USA
| | - Arun Sharma
- Department of Cardiovascular and Metabolic Diseases, AstraZeneca, Gaithersburg, MD, 20878, USA
| | - Robert Roth
- Discovery Biology, Discovery Sciences, AstraZeneca, Gothenburg, 43183, Sweden
| | - Thomas Linke
- Department of Purification Process Sciences, AstraZeneca, Gaithersburg, MD, 20878, USA.
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Li D, Fu G, Tu R, Jin Z, Zhang D. High-efficiency expression and secretion of human FGF21 in Bacillus subtilis by intercalation of a mini-cistron cassette and combinatorial optimization of cell regulatory components. Microb Cell Fact 2019; 18:17. [PMID: 30691455 PMCID: PMC6348689 DOI: 10.1186/s12934-019-1066-4] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2018] [Accepted: 01/20/2019] [Indexed: 11/10/2022] Open
Abstract
Background Recombinant human Fibroblast growth factor 21 (rhFGF21) is an endocrine hormone that has profound effects on treatment of metabolic diseases. However, rhFGF21 is prone to form inclusion body when expressed in bacteria, which results in, the downstream process of purification of bioactive rhFGF21 is time-consuming and labor intensive. The aim of this work is to explore a new method for improving the soluble expression and secretion level of rhFGF21 in B. subtilis. Results A codon optimized rhFGF21 gene was expressed under the control of a strong inducible promoter PmalA in B. subtilis. A mini-cistron cassette (from gsiB) was located upstream of rhFGF21 in expression vector (pMATEFc5), which could reduce the locally stabilized mRNA secondary structure of transcripts and enhance the efficiency of translation initiation. Then various chaperones were further overexpressed to improve the expression efficiency of rhFGF21. Results showed that overexpression of the chaperone DnaK contributed to the increase of solubility of rhFGF21. Moreover, an extracellular proteases deficient strain B. subtilis Kno6cf was used to accumulate the secreted rhFGF21 solidly. In addition, eleven signal peptides from B. subtilis were evaluated and the SPdacB appeared the highest secretion yield of rhFGF21 in B. subtilis. Finally, the combinatorial optimized strain achieved an about ninefold increase of the soluble rhFGF21 production after 24 h of flask fermentation in comparison with the initial production strain. Conclusion This work provided a comprehensive strategy for secretory expressing the heterologous protein rhFGF21 in B. subtilis. To our knowledge, this is the first report of the highly efficient production of rhFGF21 in B. subtilis and this approach may provide some suggestions for heterologous proteins production in B. subtilis. Electronic supplementary material The online version of this article (10.1186/s12934-019-1066-4) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Dandan Li
- School of Biological Engineering, Dalian Polytechnic University, Dalian, 116034, People's Republic of China.,Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, 300308, People's Republic of China
| | - Gang Fu
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, 300308, People's Republic of China.,Key Laboratory of Systems Microbial Biotechnology, Chinese Academy of Sciences, Tianjin, 300308, People's Republic of China
| | - Ran Tu
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, 300308, People's Republic of China
| | - Zhaoxia Jin
- School of Biological Engineering, Dalian Polytechnic University, Dalian, 116034, People's Republic of China.
| | - Dawei Zhang
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, 300308, People's Republic of China. .,Key Laboratory of Systems Microbial Biotechnology, Chinese Academy of Sciences, Tianjin, 300308, People's Republic of China.
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Nieuwkoop T, Claassens NJ, van der Oost J. Improved protein production and codon optimization analyses in Escherichia coli by bicistronic design. Microb Biotechnol 2019; 12:173-179. [PMID: 30484964 PMCID: PMC6302717 DOI: 10.1111/1751-7915.13332] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2018] [Revised: 10/08/2018] [Accepted: 10/09/2018] [Indexed: 12/19/2022] Open
Abstract
Different codon optimization algorithms are available that aim at improving protein production by optimizing translation elongation. In these algorithms, it is generally not considered how the altered protein coding sequence will affect the secondary structure of the corresponding RNA transcript, particularly not the effect on the 5'-UTR structure and related ribosome binding site availability. This is a serious drawback, because the influence of codon usage on mRNA secondary structures, especially near the start of a gene, may strongly influence translation initiation. In this study, we aim to reduce the effect of codon usage on translation initiation by applying a bicistronic design (BCD) element. Protein production of several codon-optimized gene variants is tested in parallel for a BCD and a standard monocistronic design (MCD). We demonstrate that these distinct architectures can drastically change the relative performance of different codon optimization algorithms. We conclude that a BCD is indispensable in future studies that aim to reveal the impact of codon optimization and codon usage correlations. Furthermore, irrespective of the algorithm used, using a BCD does improve protein production compared with an MCD. The overall highest expression from BCDs for both GFP and RFP is at least twofold higher than the highest levels found for the MCDs, while for codon variants having very low expression from the MCD, even 10-fold to 100-fold increases in expression were achieved by the BCD. This shows the great potential of the BCD element for recombinant protein production.
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Affiliation(s)
- Thijs Nieuwkoop
- Laboratory of MicrobiologyWageningen University and ResearchStippeneng 46708 WEWageningenThe Netherlands
| | - Nico J. Claassens
- Laboratory of MicrobiologyWageningen University and ResearchStippeneng 46708 WEWageningenThe Netherlands
- Max Planck Institute of Molecular Plant PhysiologyAm Mühlenberg 114476Potsdam‐GolmGermany
| | - John van der Oost
- Laboratory of MicrobiologyWageningen University and ResearchStippeneng 46708 WEWageningenThe Netherlands
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