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Ferreira S, Balola A, Sveshnikova A, Hatzimanikatis V, Vilaça P, Maia P, Carreira R, Stoney R, Carbonell P, Souza CS, Correia J, Lousa D, Soares CM, Rocha I. Computer-aided design and implementation of efficient biosynthetic pathways to produce high added-value products derived from tyrosine in Escherichia coli. Front Bioeng Biotechnol 2024; 12:1360740. [PMID: 38978715 PMCID: PMC11228882 DOI: 10.3389/fbioe.2024.1360740] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2023] [Accepted: 06/03/2024] [Indexed: 07/10/2024] Open
Abstract
Developing efficient bioprocesses requires selecting the best biosynthetic pathways, which can be challenging and time-consuming due to the vast amount of data available in databases and literature. The extension of the shikimate pathway for the biosynthesis of commercially attractive molecules often involves promiscuous enzymes or lacks well-established routes. To address these challenges, we developed a computational workflow integrating enumeration/retrosynthesis algorithms, a toolbox for pathway analysis, enzyme selection tools, and a gene discovery pipeline, supported by manual curation and literature review. Our focus has been on implementing biosynthetic pathways for tyrosine-derived compounds, specifically L-3,4-dihydroxyphenylalanine (L-DOPA) and dopamine, with significant applications in health and nutrition. We selected one pathway to produce L-DOPA and two different pathways for dopamine-one already described in the literature and a novel pathway. Our goal was either to identify the most suitable gene candidates for expression in Escherichia coli for the known pathways or to discover innovative pathways. Although not all implemented pathways resulted in the accumulation of target compounds, in our shake-flask experiments we achieved a maximum L-DOPA titer of 0.71 g/L and dopamine titers of 0.29 and 0.21 g/L for known and novel pathways, respectively. In the case of L-DOPA, we utilized, for the first time, a mutant version of tyrosinase from Ralstonia solanacearum. Production of dopamine via the known biosynthesis route was accomplished by coupling the L-DOPA pathway with the expression of DOPA decarboxylase from Pseudomonas putida, resulting in a unique biosynthetic pathway never reported in literature before. In the context of the novel pathway, dopamine was produced using tyramine as the intermediate compound. To achieve this, tyrosine was initially converted into tyramine by expressing TDC from Levilactobacillus brevis, which, in turn, was converted into dopamine through the action of the enzyme encoded by ppoMP from Mucuna pruriens. This marks the first time that an alternative biosynthetic pathway for dopamine has been validated in microbes. These findings underscore the effectiveness of our computational workflow in facilitating pathway enumeration and selection, offering the potential to uncover novel biosynthetic routes, thus paving the way for other target compounds of biotechnological interest.
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Affiliation(s)
- Sofia Ferreira
- Systems and Synthetic Biology Laboratory, ITQB Nova-Instituto de Tecnologia Química e Biológica António Xavier, Oeiras, Portugal
| | - Alexandra Balola
- Systems and Synthetic Biology Laboratory, ITQB Nova-Instituto de Tecnologia Química e Biológica António Xavier, Oeiras, Portugal
| | - Anastasia Sveshnikova
- Laboratory of Computational Systems Biotechnology, École Polytechnique Fédérale de Lausanne, EPFL, Lausanne, Switzerland
| | - Vassily Hatzimanikatis
- Laboratory of Computational Systems Biotechnology, École Polytechnique Fédérale de Lausanne, EPFL, Lausanne, Switzerland
| | - Paulo Vilaça
- SilicoLife-Computational Biology Solutions for the Life Sciences, Braga, Portugal
| | - Paulo Maia
- SilicoLife-Computational Biology Solutions for the Life Sciences, Braga, Portugal
| | - Rafael Carreira
- SilicoLife-Computational Biology Solutions for the Life Sciences, Braga, Portugal
| | - Ruth Stoney
- Manchester Institute of Biotechnology, School of Chemistry, Faculty of Science and Engineering, University of Manchester, Manchester, United Kingdom
| | - Pablo Carbonell
- Institute of Industrial Control Systems and Computing (AI2), Universitat Politècnica de València (UPV), Valencia, Spain
- Institute for Integrative Systems Biology I2SysBio, Universitat de València-CSIC: Consejo Superior de Investigaciones Científicas, Paterna, Spain
| | - Caio Silva Souza
- Protein Modelling Laboratory, ITQB Nova-Instituto de Tecnologia Química e Biológica António Xavier, Oeiras, Portugal
| | - João Correia
- Protein Modelling Laboratory, ITQB Nova-Instituto de Tecnologia Química e Biológica António Xavier, Oeiras, Portugal
| | - Diana Lousa
- Protein Modelling Laboratory, ITQB Nova-Instituto de Tecnologia Química e Biológica António Xavier, Oeiras, Portugal
| | - Cláudio M Soares
- Protein Modelling Laboratory, ITQB Nova-Instituto de Tecnologia Química e Biológica António Xavier, Oeiras, Portugal
| | - Isabel Rocha
- Systems and Synthetic Biology Laboratory, ITQB Nova-Instituto de Tecnologia Química e Biológica António Xavier, Oeiras, Portugal
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Farahmand S, SamadiAfshar S, Hosseini L. TA-Cloning for Diabetes Treatment: Expressing Corynebacterium Malic Enzyme Gene in E. coli. Curr Microbiol 2024; 81:167. [PMID: 38727744 DOI: 10.1007/s00284-024-03686-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Accepted: 04/02/2024] [Indexed: 05/16/2024]
Abstract
Diabetes mellitus represents a persistent metabolic condition marked by heightened levels of blood glucose, presenting a considerable worldwide health concern, and finding targeted treatment for it is a crucial priority for global health. Gram-positive aerobic bacteria, predominantly inhabiting water and soil, are known carriers of various enzyme-encoding genetic material, which includes the malic enzyme gene that plays a role in insulin secretion. Corynebacterium glutamicum bacteria (ATCC 21799) were acquired from the Pasteur Institute and confirmed using microbiological and molecular tests, including DNA extraction. After identification, gene purification and cloning of the maeB gene were performed using the TA Cloning method. Additionally, the enhancement of enzyme expression was assessed using the expression vector pET-28a, and validation of simulation results was monitored through a real-time PCR analysis. Based on previous studies, the malic enzyme plays a pivotal role in maintaining glucose homeostasis, and increased expression of this enzyme has been associated with enhanced insulin sensitivity. However, the production of malic enzyme has encountered numerous challenges and difficulties. This study successfully isolated the malic enzyme genes via Corynebacterium glutamicum and introduced them into Escherichia coli for high-yield production. According to the results, the optimum temperature for the activity of enzymes has been identified as 39 °C.
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Affiliation(s)
| | - Saber SamadiAfshar
- Pediatric Health Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Ladan Hosseini
- Department of Biology, Payame Noor University (PNU), Tehran, Iran
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Lu J, Wang G, Yang C, Peng Z, Yang L, Du B, Guo C, Sui S, Wang J, Li J, Wang R, Wang J. Study on the construction technology of β-alanine synthesizing Escherichia coli based on cellulosome assembly. Front Bioeng Biotechnol 2023; 11:1202483. [PMID: 37334270 PMCID: PMC10273014 DOI: 10.3389/fbioe.2023.1202483] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2023] [Accepted: 05/18/2023] [Indexed: 06/20/2023] Open
Abstract
Introduction: β-Alanine is the only β-amino acid in nature; it is widely used in food additives, medicines, health products, and surfactants. To avoid pollution caused by traditional production methods, the synthesis of β-alanine has been gradually replaced by microbial fermentation and enzyme catalysis, which is a green, mild, and high-yield biosynthesis method. Methods: In this study, we constructed an Escherichia coli recombinant strain for efficient β-alanine production using glucose as the raw material. The microbial synthesis pathway of L-lysine-producing strain, Escherichia coli CGMCC 1.366, was modified using gene editing by knocking out the aspartate kinase gene, lysC. The catalytic efficiency and product synthesis efficiency were improved by assembling key enzymes with cellulosome. Results: By-product accumulation was reduced by blocking the L-lysine production pathway, thereby increasing the yield of β-alanine. In addition, catalytic efficiency was improved by the two-enzyme method to further increase the β-alanine content. The key cellulosome elements, dockerin (docA) and cohesin (cohA), were combined with L-aspartate-α-decarboxylase (bspanD) from Bacillus subtilis and aspartate aminotransferase (aspC) from E.coli to improve the catalytic efficiency and expression level of the enzyme. β-alanine production reached 7.439 mg/L and 25.87 mg/L in the two engineered strains. The β-alanine content reached 755.465 mg/L in a 5 L fermenter. Discussion: The content of β-alanine synthesized by constructed β-alanine engineering strains were 10.47 times and 36.42 times higher than the engineered strain without assembled cellulosomes, respectively. This research lays the foundation for the enzymatic production of β-alanine using a cellulosome multi-enzyme self-assembly system.
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Affiliation(s)
- Jie Lu
- State Key Laboratory of Biobased Material and Green Papermaking (LBMP), Qilu University of Technology, Jinan, Shandong, China
- Department of Biological Engineering, Qilu University of Technology, Jinan, Shandong, China
| | - Guodong Wang
- State Key Laboratory of Biobased Material and Green Papermaking (LBMP), Qilu University of Technology, Jinan, Shandong, China
- Department of Biological Engineering, Qilu University of Technology, Jinan, Shandong, China
| | - Cuiping Yang
- State Key Laboratory of Biobased Material and Green Papermaking (LBMP), Qilu University of Technology, Jinan, Shandong, China
- Department of Biological Engineering, Qilu University of Technology, Jinan, Shandong, China
| | - Zehao Peng
- State Key Laboratory of Biobased Material and Green Papermaking (LBMP), Qilu University of Technology, Jinan, Shandong, China
- Department of Biological Engineering, Qilu University of Technology, Jinan, Shandong, China
| | - Lu Yang
- State Key Laboratory of Biobased Material and Green Papermaking (LBMP), Qilu University of Technology, Jinan, Shandong, China
- Department of Biological Engineering, Qilu University of Technology, Jinan, Shandong, China
| | - Bowen Du
- State Key Laboratory of Biobased Material and Green Papermaking (LBMP), Qilu University of Technology, Jinan, Shandong, China
- Department of Biological Engineering, Qilu University of Technology, Jinan, Shandong, China
| | - Chuanzhuang Guo
- Zhucheng Dongxiao Biotechnology Co., Ltd., Zhucheng, Shandong, China
| | - Songsen Sui
- Zhucheng Dongxiao Biotechnology Co., Ltd., Zhucheng, Shandong, China
| | - Jianbin Wang
- Zhucheng Dongxiao Biotechnology Co., Ltd., Zhucheng, Shandong, China
| | - Junlin Li
- Zhucheng Dongxiao Biotechnology Co., Ltd., Zhucheng, Shandong, China
| | - Ruiming Wang
- State Key Laboratory of Biobased Material and Green Papermaking (LBMP), Qilu University of Technology, Jinan, Shandong, China
- Department of Biological Engineering, Qilu University of Technology, Jinan, Shandong, China
| | - Junqing Wang
- State Key Laboratory of Biobased Material and Green Papermaking (LBMP), Qilu University of Technology, Jinan, Shandong, China
- Department of Biological Engineering, Qilu University of Technology, Jinan, Shandong, China
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An Optimized Transformation Protocol for Escherichia coli BW3KD with Supreme DNA Assembly Efficiency. Microbiol Spectr 2022; 10:e0249722. [PMID: 36317996 PMCID: PMC9769673 DOI: 10.1128/spectrum.02497-22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
Abstract
DNA cloning requires two steps: the assembly of recombinant DNA molecules and the transformation of the product into a host organism for replication. High efficiencies in both processes can increase the success rate. Recently, we developed an Escherichia coli BW3KD strain with higher transformation efficiency than commonly used cloning strains. Here, we further developed a simple method named TSS-HI (transformation storage solution optimized by Hannahan and Inoue method) for competent cell preparation, which combined the advantages of three common methods for operational simplicity and high transformation efficiency. When competent BW3KD cells were prepared using this developed method, the transformation efficiency reached up to (7.21 ± 1.85) × 109 CFU/μg DNA, which exceeded the levels of commercial chemically competent cells and homemade electrocompetent cells. BW3KD cells formed colonies within 7 h on lysogeny broth agar plates, quicker than the well-known fast-growing E. coli cloning strain Mach1. The competent cells worked effectively for the transformation of assembled DNA of 1 to 7 fragments in one step and promoted efficiencies of transformation or cloning with large plasmids. The cloning efficiency of BW3KD cells prepared by this method increased up to 828-fold over that of E. coli XL1-Blue MRF' cells prepared by a common method. Thus, competent cells are suitable for different cloning jobs and should help with the increased demand for DNA assembly in biological studies and biotechnology. IMPORTANCE DNA transformation is commonly used in cloning; however, high transformation efficiency becomes a limiting factor in many applications, such as the construction of CRISPR and DNA libraries, the assembly of multiple fragments, and the transformation of large plasmids. We developed a new competent cell preparation method with unmatched transformation efficiency. When the BW3KD strain, derived from Escherichia coli BW25113 cells, was prepared by this method, its transformation efficiency reached up to (7.21 ± 1.85) × 109 CFU/μg DNA, which broke the record for chemically prepared competent cells. Routine cloning could be completed in 1 day due to the high growth rate of this strain. The competent cells were shown to be highly efficient for transformation or cloning with large plasmids and for the assembly of multiple fragments. The results highlight the effectiveness of the new protocol and the usefulness of the BW3KD strain as the host.
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