1
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Chen R, Ren S, Li S, Zhou H, Jia X, Han D, Gao Z. Synthetic biology for the food industry: advances and challenges. Crit Rev Biotechnol 2024:1-25. [PMID: 38797660 DOI: 10.1080/07388551.2024.2340530] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2023] [Accepted: 03/13/2024] [Indexed: 05/29/2024]
Abstract
As global environmental pollution increases, climate change worsens, and population growth continues, the challenges of securing a safe, nutritious, and sustainable food supply have become enormous. This has led to new requirements for future food supply methods and functions. The use of synthetic biology technology to create cell factories suitable for food industry production and renewable raw material conversion into: important food components, functional food additives, and nutritional chemicals, represents an important method of solving the problems faced by the food industry. Here, we review the recent progress and applications of synthetic biology in the food industry, including alternatives to: traditional (artificial pigments, meat, starch, and milk), functional (sweeteners, sugar substitutes, nutrients, flavoring agents), and green (green fiber, degradable packing materials, green packaging materials and food traceability) foods. Furthermore, we discuss the future prospects of synthetic biology-based applications in the food industry. Thus, this review may serve as a reference for research on synthetic biology in the: food safety, food nutrition, public health, and health-related fields.
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Affiliation(s)
- Ruipeng Chen
- Tianjin Key Laboratory of Risk Assessment and Control Technology for Environment and Food Safety, Tianjin Institute of Environmental and Operational Medicine, Tianjin, China
| | - Shuyue Ren
- Tianjin Key Laboratory of Risk Assessment and Control Technology for Environment and Food Safety, Tianjin Institute of Environmental and Operational Medicine, Tianjin, China
| | - Shuang Li
- Tianjin Key Laboratory of Risk Assessment and Control Technology for Environment and Food Safety, Tianjin Institute of Environmental and Operational Medicine, Tianjin, China
| | - Huanying Zhou
- Tianjin Key Laboratory of Risk Assessment and Control Technology for Environment and Food Safety, Tianjin Institute of Environmental and Operational Medicine, Tianjin, China
| | - Xuexia Jia
- Tianjin Key Laboratory of Risk Assessment and Control Technology for Environment and Food Safety, Tianjin Institute of Environmental and Operational Medicine, Tianjin, China
| | - Dianpeng Han
- Tianjin Key Laboratory of Risk Assessment and Control Technology for Environment and Food Safety, Tianjin Institute of Environmental and Operational Medicine, Tianjin, China
| | - Zhixian Gao
- Tianjin Key Laboratory of Risk Assessment and Control Technology for Environment and Food Safety, Tianjin Institute of Environmental and Operational Medicine, Tianjin, China
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2
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Stock M, Gorochowski TE. Open-endedness in synthetic biology: A route to continual innovation for biological design. SCIENCE ADVANCES 2024; 10:eadi3621. [PMID: 38241375 DOI: 10.1126/sciadv.adi3621] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/20/2023] [Accepted: 12/20/2023] [Indexed: 01/21/2024]
Abstract
Design in synthetic biology is typically goal oriented, aiming to repurpose or optimize existing biological functions, augmenting biology with new-to-nature capabilities, or creating life-like systems from scratch. While the field has seen many advances, bottlenecks in the complexity of the systems built are emerging and designs that function in the lab often fail when used in real-world contexts. Here, we propose an open-ended approach to biological design, with the novelty of designed biology being at least as important as how well it fulfils its goal. Rather than solely focusing on optimization toward a single best design, designing with novelty in mind may allow us to move beyond the diminishing returns we see in performance for most engineered biology. Research from the artificial life community has demonstrated that embracing novelty can automatically generate innovative and unexpected solutions to challenging problems beyond local optima. Synthetic biology offers the ideal playground to explore more creative approaches to biological design.
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Affiliation(s)
- Michiel Stock
- KERMIT & Biobix, Department of Data Analysis and Mathematical Modelling, Ghent University, Ghent, Belgium
| | - Thomas E Gorochowski
- School of Biological Sciences, University of Bristol, Life Sciences Building, 24 Tyndall Avenue, Bristol BS8 1TQ, UK
- BrisEngBio, School of Chemistry, University of Bristol, Cantock's Close, Bristol BS8 1TS, UK
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3
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Hamilton T, Joris BR, Shrestha A, Browne TS, Rodrigue S, Karas BJ, Gloor GB, Edgell DR. De Novo Synthesis of a Conjugative System from Human Gut Metagenomic Data for Targeted Delivery of Cas9 Antimicrobials. ACS Synth Biol 2023; 12:3578-3590. [PMID: 38049144 PMCID: PMC10729033 DOI: 10.1021/acssynbio.3c00319] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Revised: 11/03/2023] [Accepted: 11/08/2023] [Indexed: 12/06/2023]
Abstract
Metagenomic sequences represent an untapped source of genetic novelty, particularly for conjugative systems that could be used for plasmid-based delivery of Cas9-derived antimicrobial agents. However, unlocking the functional potential of conjugative systems purely from metagenomic sequences requires the identification of suitable candidate systems as starting scaffolds for de novo DNA synthesis. Here, we developed a bioinformatics approach that searches through the metagenomic "trash bin" for genes associated with conjugative systems present on contigs that are typically excluded from common metagenomic analysis pipelines. Using a human metagenomic gut data set representing 2805 taxonomically distinct units, we identified 1598 contigs containing conjugation genes with a differential distribution in human cohorts. We synthesized de novo an entire Citrobacter spp. conjugative system of 54 kb containing at least 47 genes and assembled it into a plasmid, pCitro. We found that pCitro conjugates from Escherichia coli to Citrobacter rodentium with a 30-fold higher frequency than to E. coli, and is compatible with Citrobacter resident plasmids. Mutations in the traV and traY conjugation components of pCitro inhibited conjugation. We showed that pCitro can be repurposed as an antimicrobial delivery agent by programming it with the TevCas9 nuclease and Citrobacter-specific sgRNAs to kill C. rodentium. Our study reveals a trove of uncharacterized conjugative systems in metagenomic data and describes an experimental framework to animate these large genetic systems as novel target-adapted delivery vectors for Cas9-based editing of bacterial genomes.
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Affiliation(s)
- Thomas
A. Hamilton
- Department
of Biochemistry, Schulich School of Medicine & Dentistry, Western University, London N6A 5C1, ON, Canada
| | - Benjamin R. Joris
- Department
of Biochemistry, Schulich School of Medicine & Dentistry, Western University, London N6A 5C1, ON, Canada
| | - Arina Shrestha
- Department
of Biochemistry, Schulich School of Medicine & Dentistry, Western University, London N6A 5C1, ON, Canada
| | - Tyler S. Browne
- Department
of Biochemistry, Schulich School of Medicine & Dentistry, Western University, London N6A 5C1, ON, Canada
| | - Sébastien Rodrigue
- Départment
de Biologie, Université de Sherbrooke, Sherbrooke J1K 2R1, QC, Canada
| | - Bogumil J. Karas
- Department
of Biochemistry, Schulich School of Medicine & Dentistry, Western University, London N6A 5C1, ON, Canada
| | - Gregory B. Gloor
- Department
of Biochemistry, Schulich School of Medicine & Dentistry, Western University, London N6A 5C1, ON, Canada
| | - David R. Edgell
- Department
of Biochemistry, Schulich School of Medicine & Dentistry, Western University, London N6A 5C1, ON, Canada
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4
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Huanca-Juarez J, Nascimento-Silva EA, Silva NH, Silva-Rocha R, Guazzaroni ME. Identification and functional analysis of novel protein-encoding sequences related to stress-resistance. Front Microbiol 2023; 14:1268315. [PMID: 37840709 PMCID: PMC10568318 DOI: 10.3389/fmicb.2023.1268315] [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: 07/27/2023] [Accepted: 08/30/2023] [Indexed: 10/17/2023] Open
Abstract
Currently, industrial bioproducts are less competitive than chemically produced goods due to the shortcomings of conventional microbial hosts. Thus, is essential developing robust bacteria for improved cell tolerance to process-specific parameters. In this context, metagenomic approaches from extreme environments can provide useful biological parts to improve bacterial robustness. Here, in order to build genetic constructs that increase bacterial resistance to diverse stress conditions, we recovered novel protein-encoding sequences related to stress-resistance from metagenomic databases using an in silico approach based on Hidden-Markov-Model profiles. For this purpose, we used metagenomic shotgun sequencing data from microbial communities of extreme environments to identify genes encoding chaperones and other proteins that confer resistance to stress conditions. We identified and characterized 10 novel protein-encoding sequences related to the DNA-binding protein HU, the ATP-dependent protease ClpP, and the chaperone protein DnaJ. By expressing these genes in Escherichia coli under several stress conditions (including high temperature, acidity, oxidative and osmotic stress, and UV radiation), we identified five genes conferring resistance to at least two stress conditions when expressed in E. coli. Moreover, one of the identified HU coding-genes which was retrieved from an acidic soil metagenome increased E. coli tolerance to four different stress conditions, implying its suitability for the construction of a synthetic circuit directed to expand broad bacterial resistance.
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Affiliation(s)
- Joshelin Huanca-Juarez
- Department of Cell and Molecular Biology, Ribeirão Preto School of Medicine (FMRP) – University of São Paulo (USP), São Paulo, Brazil
- Department of Biology, Faculty of Philosophy, Sciences and Letters of Ribeirão Preto (FFCLRP) – University of São Paulo (USP), São Paulo, Brazil
| | - Edson Alexandre Nascimento-Silva
- Department of Cell and Molecular Biology, Ribeirão Preto School of Medicine (FMRP) – University of São Paulo (USP), São Paulo, Brazil
- Department of Biology, Faculty of Philosophy, Sciences and Letters of Ribeirão Preto (FFCLRP) – University of São Paulo (USP), São Paulo, Brazil
| | - Ninna Hirata Silva
- Department of Cell and Molecular Biology, Ribeirão Preto School of Medicine (FMRP) – University of São Paulo (USP), São Paulo, Brazil
| | | | - María-Eugenia Guazzaroni
- Department of Biology, Faculty of Philosophy, Sciences and Letters of Ribeirão Preto (FFCLRP) – University of São Paulo (USP), São Paulo, Brazil
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5
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Apjok G, Számel M, Christodoulou C, Seregi V, Vásárhelyi BM, Stirling T, Eszenyi B, Sári T, Vidovics F, Nagrand E, Kovács D, Szili P, Lantos II, Méhi O, Jangir PK, Herczeg R, Gálik B, Urbán P, Gyenesei A, Draskovits G, Nyerges Á, Fekete G, Bodai L, Zsindely N, Dénes B, Yosef I, Qimron U, Papp B, Pál C, Kintses B. Characterization of antibiotic resistomes by reprogrammed bacteriophage-enabled functional metagenomics in clinical strains. Nat Microbiol 2023; 8:410-423. [PMID: 36759752 PMCID: PMC9981461 DOI: 10.1038/s41564-023-01320-2] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2021] [Accepted: 01/04/2023] [Indexed: 02/11/2023]
Abstract
Functional metagenomics is a powerful experimental tool to identify antibiotic resistance genes (ARGs) in the environment, but the range of suitable host bacterial species is limited. This limitation affects both the scope of the identified ARGs and the interpretation of their clinical relevance. Here we present a functional metagenomics pipeline called Reprogrammed Bacteriophage Particle Assisted Multi-species Functional Metagenomics (DEEPMINE). This approach combines and improves the use of T7 bacteriophage with exchanged tail fibres and targeted mutagenesis to expand phage host-specificity and efficiency for functional metagenomics. These modified phage particles were used to introduce large metagenomic plasmid libraries into clinically relevant bacterial pathogens. By screening for ARGs in soil and gut microbiomes and clinical genomes against 13 antibiotics, we demonstrate that this approach substantially expands the list of identified ARGs. Many ARGs have species-specific effects on resistance; they provide a high level of resistance in one bacterial species but yield very limited resistance in a related species. Finally, we identified mobile ARGs against antibiotics that are currently under clinical development or have recently been approved. Overall, DEEPMINE expands the functional metagenomics toolbox for studying microbial communities.
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Affiliation(s)
- Gábor Apjok
- grid.481814.00000 0004 0479 9817Synthetic and System Biology Unit, Institute of Biochemistry, Biological Research Centre, National Laboratory of Biotechnology, Eötvös Loránd Research Network (ELKH), Szeged, Hungary ,grid.9008.10000 0001 1016 9625Doctoral School of Biology, University of Szeged, Szeged, Hungary
| | - Mónika Számel
- grid.481814.00000 0004 0479 9817Synthetic and System Biology Unit, Institute of Biochemistry, Biological Research Centre, National Laboratory of Biotechnology, Eötvös Loránd Research Network (ELKH), Szeged, Hungary ,grid.9008.10000 0001 1016 9625Doctoral School of Biology, University of Szeged, Szeged, Hungary
| | - Chryso Christodoulou
- grid.481814.00000 0004 0479 9817Synthetic and System Biology Unit, Institute of Biochemistry, Biological Research Centre, National Laboratory of Biotechnology, Eötvös Loránd Research Network (ELKH), Szeged, Hungary
| | - Viktória Seregi
- grid.481814.00000 0004 0479 9817Synthetic and System Biology Unit, Institute of Biochemistry, Biological Research Centre, National Laboratory of Biotechnology, Eötvös Loránd Research Network (ELKH), Szeged, Hungary ,HCEMM-BRC Translational Microbiology Research Group, Szeged, Hungary
| | - Bálint Márk Vásárhelyi
- grid.481814.00000 0004 0479 9817Synthetic and System Biology Unit, Institute of Biochemistry, Biological Research Centre, National Laboratory of Biotechnology, Eötvös Loránd Research Network (ELKH), Szeged, Hungary
| | - Tamás Stirling
- grid.481814.00000 0004 0479 9817Synthetic and System Biology Unit, Institute of Biochemistry, Biological Research Centre, National Laboratory of Biotechnology, Eötvös Loránd Research Network (ELKH), Szeged, Hungary ,grid.9008.10000 0001 1016 9625Doctoral School of Biology, University of Szeged, Szeged, Hungary ,grid.481814.00000 0004 0479 9817Institute of Biochemistry, Biological Research Centre, National Laboratory for Health Security, Eötvös Loránd Research Network (ELKH), Szeged, Hungary
| | - Bálint Eszenyi
- grid.481814.00000 0004 0479 9817Synthetic and System Biology Unit, Institute of Biochemistry, Biological Research Centre, National Laboratory of Biotechnology, Eötvös Loránd Research Network (ELKH), Szeged, Hungary
| | - Tóbiás Sári
- grid.481814.00000 0004 0479 9817Synthetic and System Biology Unit, Institute of Biochemistry, Biological Research Centre, National Laboratory of Biotechnology, Eötvös Loránd Research Network (ELKH), Szeged, Hungary ,grid.9008.10000 0001 1016 9625Doctoral School of Biology, University of Szeged, Szeged, Hungary
| | - Fanni Vidovics
- grid.481814.00000 0004 0479 9817Synthetic and System Biology Unit, Institute of Biochemistry, Biological Research Centre, National Laboratory of Biotechnology, Eötvös Loránd Research Network (ELKH), Szeged, Hungary
| | - Erika Nagrand
- grid.481814.00000 0004 0479 9817Synthetic and System Biology Unit, Institute of Biochemistry, Biological Research Centre, National Laboratory of Biotechnology, Eötvös Loránd Research Network (ELKH), Szeged, Hungary
| | - Dorina Kovács
- grid.481814.00000 0004 0479 9817Synthetic and System Biology Unit, Institute of Biochemistry, Biological Research Centre, National Laboratory of Biotechnology, Eötvös Loránd Research Network (ELKH), Szeged, Hungary
| | - Petra Szili
- grid.481814.00000 0004 0479 9817Synthetic and System Biology Unit, Institute of Biochemistry, Biological Research Centre, National Laboratory of Biotechnology, Eötvös Loránd Research Network (ELKH), Szeged, Hungary ,grid.9008.10000 0001 1016 9625Doctoral School of Multidisciplinary Medical Sciences, University of Szeged, Szeged, Hungary
| | - Ildikó Ilona Lantos
- grid.481814.00000 0004 0479 9817Synthetic and System Biology Unit, Institute of Biochemistry, Biological Research Centre, National Laboratory of Biotechnology, Eötvös Loránd Research Network (ELKH), Szeged, Hungary
| | - Orsolya Méhi
- grid.481814.00000 0004 0479 9817Synthetic and System Biology Unit, Institute of Biochemistry, Biological Research Centre, National Laboratory of Biotechnology, Eötvös Loránd Research Network (ELKH), Szeged, Hungary
| | - Pramod K. Jangir
- grid.481814.00000 0004 0479 9817Synthetic and System Biology Unit, Institute of Biochemistry, Biological Research Centre, National Laboratory of Biotechnology, Eötvös Loránd Research Network (ELKH), Szeged, Hungary ,grid.9008.10000 0001 1016 9625Doctoral School of Biology, University of Szeged, Szeged, Hungary ,grid.4991.50000 0004 1936 8948Present Address: Department of Zoology, University of Oxford, Oxford, UK
| | - Róbert Herczeg
- grid.9679.10000 0001 0663 9479Bioinformatics Research Group, Genomics and Bioinformatics Core Facility, Szentágothai Research Centre, University of Pécs, Pécs, Hungary
| | - Bence Gálik
- grid.9679.10000 0001 0663 9479Bioinformatics Research Group, Genomics and Bioinformatics Core Facility, Szentágothai Research Centre, University of Pécs, Pécs, Hungary ,grid.48324.390000000122482838Department of Clinical Molecular Biology, Medical University of Bialystok, Bialystok, Poland
| | - Péter Urbán
- grid.9679.10000 0001 0663 9479Bioinformatics Research Group, Genomics and Bioinformatics Core Facility, Szentágothai Research Centre, University of Pécs, Pécs, Hungary
| | - Attila Gyenesei
- grid.9679.10000 0001 0663 9479Bioinformatics Research Group, Genomics and Bioinformatics Core Facility, Szentágothai Research Centre, University of Pécs, Pécs, Hungary ,grid.48324.390000000122482838Department of Clinical Molecular Biology, Medical University of Bialystok, Bialystok, Poland
| | - Gábor Draskovits
- grid.481814.00000 0004 0479 9817Synthetic and System Biology Unit, Institute of Biochemistry, Biological Research Centre, National Laboratory of Biotechnology, Eötvös Loránd Research Network (ELKH), Szeged, Hungary
| | - Ákos Nyerges
- grid.481814.00000 0004 0479 9817Synthetic and System Biology Unit, Institute of Biochemistry, Biological Research Centre, National Laboratory of Biotechnology, Eötvös Loránd Research Network (ELKH), Szeged, Hungary
| | - Gergely Fekete
- grid.481814.00000 0004 0479 9817Synthetic and System Biology Unit, Institute of Biochemistry, Biological Research Centre, National Laboratory of Biotechnology, Eötvös Loránd Research Network (ELKH), Szeged, Hungary
| | - László Bodai
- grid.9008.10000 0001 1016 9625Department of Biochemistry and Molecular Biology, Faculty of Science and Informatics, University of Szeged, Szeged, Hungary
| | - Nóra Zsindely
- grid.9008.10000 0001 1016 9625Department of Genetics, Faculty of Science and Informatics, University of Szeged, Szeged, Hungary
| | - Béla Dénes
- grid.432859.10000 0004 4647 7293Veterinary Diagnostic Directorate, National Food Chain Safety Office, Budapest, Hungary
| | - Ido Yosef
- grid.12136.370000 0004 1937 0546Department of Clinical Microbiology and Immunology, Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Udi Qimron
- grid.12136.370000 0004 1937 0546Department of Clinical Microbiology and Immunology, Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Balázs Papp
- grid.481814.00000 0004 0479 9817Synthetic and System Biology Unit, Institute of Biochemistry, Biological Research Centre, National Laboratory of Biotechnology, Eötvös Loránd Research Network (ELKH), Szeged, Hungary ,grid.481814.00000 0004 0479 9817Institute of Biochemistry, Biological Research Centre, National Laboratory for Health Security, Eötvös Loránd Research Network (ELKH), Szeged, Hungary ,HCEMM-BRC Metabolic Systems Biology Lab, Szeged, Hungary
| | - Csaba Pál
- Synthetic and System Biology Unit, Institute of Biochemistry, Biological Research Centre, National Laboratory of Biotechnology, Eötvös Loránd Research Network (ELKH), Szeged, Hungary.
| | - Bálint Kintses
- Synthetic and System Biology Unit, Institute of Biochemistry, Biological Research Centre, National Laboratory of Biotechnology, Eötvös Loránd Research Network (ELKH), Szeged, Hungary. .,HCEMM-BRC Translational Microbiology Research Group, Szeged, Hungary. .,Department of Biochemistry and Molecular Biology, Faculty of Science and Informatics, University of Szeged, Szeged, Hungary.
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6
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Hunt for α-amylase from metagenome and strategies to improve its thermostability: a systematic review. World J Microbiol Biotechnol 2022; 38:203. [PMID: 35999473 DOI: 10.1007/s11274-022-03396-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2022] [Accepted: 08/18/2022] [Indexed: 10/15/2022]
Abstract
With the advent of green chemistry, the use of enzymes in industrial processes serves as an alternative to the conventional chemical catalysts. A high demand for sustainable processes for catalysis has brought a significant attention to hunt for novel enzymes. Among various hydrolases, the α-amylase has a gamut of biotechnological applications owing to its pivotal role in starch-hydrolysis. Industrial demand requires enzymes with thermostability and to ameliorate this crucial property, various methods such as protein engineering, directed evolution and enzyme immobilisation strategies are devised. Besides the traditional culture-dependent approach, metagenome from uncultured bacteria serves as a bountiful resource for novel genes/biocatalysts. Exploring the extreme-niches metagenome, advancements in protein engineering and biotechnology tools encourage the mining of novel α-amylase and its stable variants to tap its robust biotechnological and industrial potential. This review outlines α-amylase and its genetics, its catalytic domain architecture and mechanism of action, and various molecular methods to ameliorate its production. It aims to impart understanding on mechanisms involved in thermostability of α-amylase, cover strategies to screen novel genes from futile habitats and some molecular methods to ameliorate its properties.
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7
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Escuder-Rodríguez JJ, DeCastro ME, Saavedra-Bouza A, González-Siso MI, Becerra M. Bioprospecting for Thermozymes and Characterization of a Novel Lipolytic Thermozyme Belonging to the SGNH/GDSL Family of Hydrolases. Int J Mol Sci 2022; 23:5733. [PMID: 35628544 PMCID: PMC9145741 DOI: 10.3390/ijms23105733] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Revised: 05/16/2022] [Accepted: 05/18/2022] [Indexed: 01/27/2023] Open
Abstract
Functional screenings were conducted on two metagenomic libraries from hot springs in order to find novel thermozymes with potential biotechnological applications. These included enzymes acting on plant cell walls such as endoglucanases and exoglucanases, β-glucosidases, xylanases, and β-xylosidases, and broad application enzymes such as proteases and lipolytic hydrolases. Of all the enzymes found by this bioprospection, we selected a novel lipolytic enzyme for further characterization. The protein was found to belong to the SGNH/GDSL family of hydrolases. It was purified and its biochemical parameters determined. We found that the enzyme was most active at 60 °C and pH 9 using pNP-laurate as substrate and was highly thermostable. It also showed preference for short-chained substrates and activation with temperature and with certain detergents such as Tween 80. Proteins of this family of hydrolases are relevant for their broad substrate specificity, that coupled with this protein's high temperature optima, broad pH range, and thermostability further highlights its biotechnological potential.
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Affiliation(s)
| | | | | | - María-Isabel González-Siso
- EXPRELA Group, Advanced Scientific Research Center (CICA), Department of Biology, Faculty of Sciences, Universidade da Coruña, 15071 A Coruña, Spain; (J.-J.E.-R.); (M.-E.D.); (A.S.-B.)
| | - Manuel Becerra
- EXPRELA Group, Advanced Scientific Research Center (CICA), Department of Biology, Faculty of Sciences, Universidade da Coruña, 15071 A Coruña, Spain; (J.-J.E.-R.); (M.-E.D.); (A.S.-B.)
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8
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Heavey MK, Durmusoglu D, Crook N, Anselmo AC. Discovery and delivery strategies for engineered live biotherapeutic products. Trends Biotechnol 2022; 40:354-369. [PMID: 34481657 PMCID: PMC8831446 DOI: 10.1016/j.tibtech.2021.08.002] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2021] [Revised: 08/02/2021] [Accepted: 08/03/2021] [Indexed: 10/20/2022]
Abstract
Genetically engineered microbes that secrete therapeutics, sense and respond to external environments, and/or target specific sites in the gut fall under an emergent class of therapeutics, called live biotherapeutic products (LBPs). As live organisms that require symbiotic host interactions, LBPs offer unique therapeutic opportunities, but also face distinct challenges in the gut microenvironment. In this review, we describe recent approaches (often demonstrated using traditional probiotic microorganisms) to discover LBP chassis and genetic parts utilizing omics-based methods and highlight LBP delivery strategies, with a focus on addressing physiological challenges that LBPs encounter after oral administration. Finally, we share our perspective on the opportunity to apply an integrated approach, wherein discovery and delivery strategies are utilized synergistically, towards tailoring and optimizing LBP efficacy.
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Affiliation(s)
- Mairead K. Heavey
- Division of Pharmacoengineering and Molecular Pharmaceutics, Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Deniz Durmusoglu
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, North Carolina, USA
| | - Nathan Crook
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, NC, USA.
| | - Aaron C. Anselmo
- Division of Pharmacoengineering and Molecular Pharmaceutics, Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA,Correspondence: (A.C. Anselmo), (N. Crook)
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9
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de Lorenzo V. 15 years of microbial biotechnology: the time has come to think big-and act soon. Microb Biotechnol 2022; 15:240-246. [PMID: 34932877 PMCID: PMC8719810 DOI: 10.1111/1751-7915.13993] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2021] [Accepted: 12/01/2021] [Indexed: 11/25/2022] Open
Abstract
Our epoch is largely characterized by the growing realization and concern about the reality of climate change and environmental deterioration, the surge of global pandemics, the unacceptable inequalities between developed and underdeveloped countries and their unavoidable translation into messy immigration, overpopulation and food crises. While all of these issues have a fundamentally political core, they are not altogether removed from the fact that Earth is primarily a microbial planet and microorganisms are the key agents that make the biosphere (including ourselves) function as it does. It thus makes sense that we bring the microbial world-that is the environmental microbiome-to the necessary multi-tiered conversation (hopefully followed by action) on how to avoid future threats and how to make our globe a habitable common house. Beyond discussion on governance, such a dialogue has technical and scientific aspects that only frontline microbial biotechnology can help to tackle. Fortunately, the field has witnessed the onset of new conceptual and material tools that were missing when the journal started.
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10
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Robinson SL, Piel J, Sunagawa S. A roadmap for metagenomic enzyme discovery. Nat Prod Rep 2021; 38:1994-2023. [PMID: 34821235 PMCID: PMC8597712 DOI: 10.1039/d1np00006c] [Citation(s) in RCA: 55] [Impact Index Per Article: 18.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2021] [Indexed: 12/13/2022]
Abstract
Covering: up to 2021Metagenomics has yielded massive amounts of sequencing data offering a glimpse into the biosynthetic potential of the uncultivated microbial majority. While genome-resolved information about microbial communities from nearly every environment on earth is now available, the ability to accurately predict biocatalytic functions directly from sequencing data remains challenging. Compared to primary metabolic pathways, enzymes involved in secondary metabolism often catalyze specialized reactions with diverse substrates, making these pathways rich resources for the discovery of new enzymology. To date, functional insights gained from studies on environmental DNA (eDNA) have largely relied on PCR- or activity-based screening of eDNA fragments cloned in fosmid or cosmid libraries. As an alternative, shotgun metagenomics holds underexplored potential for the discovery of new enzymes directly from eDNA by avoiding common biases introduced through PCR- or activity-guided functional metagenomics workflows. However, inferring new enzyme functions directly from eDNA is similar to searching for a 'needle in a haystack' without direct links between genotype and phenotype. The goal of this review is to provide a roadmap to navigate shotgun metagenomic sequencing data and identify new candidate biosynthetic enzymes. We cover both computational and experimental strategies to mine metagenomes and explore protein sequence space with a spotlight on natural product biosynthesis. Specifically, we compare in silico methods for enzyme discovery including phylogenetics, sequence similarity networks, genomic context, 3D structure-based approaches, and machine learning techniques. We also discuss various experimental strategies to test computational predictions including heterologous expression and screening. Finally, we provide an outlook for future directions in the field with an emphasis on meta-omics, single-cell genomics, cell-free expression systems, and sequence-independent methods.
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Affiliation(s)
| | - Jörn Piel
- Eidgenössische Technische Hochschule (ETH), Zürich, Switzerland.
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11
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Tegl G, Rahfeld P, Ostmann K, Hanson J, Withers SG. Discovery of β- N-acetylglucosaminidases from screening metagenomic libraries and their use as thioglycoligase mutants. Org Biomol Chem 2021; 19:9068-9075. [PMID: 34622263 DOI: 10.1039/d1ob01246k] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
β-N-Acetylhexosaminidases (HexNAcases) are versatile biocatalysts that cleave terminal N-acetylhexosamine units from various glycoconjugates. Established strategies to generate glycoside-forming versions of the wild type enzymes rely on the mutation of their catalytic residues; however, successful examples of synthetically useful HexNAcase mutants are scarce. In order to expand the range of HexNAcases available as targets for enzyme engineering, we functionally screened a metagenomic library derived from a human gut microbiome. From a pool of hits, we characterized four of the more active candidates by sequence analysis and phylogenetic mapping, and found that they all belonged to CAZy family GH20. After detailed kinetic analysis and characterization of their substrate specificities, active site mutants were generated which resulted in the identification of two new thioglycoligases. BvHex E294A and AsHex E301A catalyzed glycosyl transfer to all three of the 3-, 4- and 6-thio-N-acetylglucosaminides (thio-GlcNAcs) that were tested. Both mutant enzymes also catalyzed glycosyl transfer to a cysteine-containing variant of the model peptide Tab1, with AsHex E301A also transferring GlcNAc onto a thiol-containing protein. This work illustrates how large scale functional screening of expressed gene libraries allows the relatively rapid development of useful new glycoside-forming mutants of HexNAcases, expanding the pool of biocatalysts for carbohydrate synthesis.
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Affiliation(s)
- Gregor Tegl
- Department of Chemistry, University of British Columbia, Vancouver, Canada.
| | - Peter Rahfeld
- Department of Chemistry, University of British Columbia, Vancouver, Canada.
| | - Katharina Ostmann
- Department of Chemistry, University of British Columbia, Vancouver, Canada.
| | - John Hanson
- Department of Chemistry, University of Puget Sound, Tacoma, USA
| | - Stephen G Withers
- Department of Chemistry, University of British Columbia, Vancouver, Canada.
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12
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Crofts TS, McFarland AG, Hartmann EM. Mosaic Ends Tagmentation (METa) Assembly for Highly Efficient Construction of Functional Metagenomic Libraries. mSystems 2021; 6:e0052421. [PMID: 34184912 PMCID: PMC8269240 DOI: 10.1128/msystems.00524-21] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2021] [Accepted: 06/07/2021] [Indexed: 11/20/2022] Open
Abstract
Functional metagenomic libraries, physical bacterial libraries which allow the high-throughput capture and expression of microbiome genes, have been instrumental in the sequence-naive and cultivation-independent exploration of metagenomes. However, preparation of these libraries is often limited by their high DNA input requirement and their low cloning efficiency. Here, we describe a new method, mosaic ends tagmentation (METa) assembly, for highly efficient functional metagenomic library preparation. We applied tagmentation to metagenomic DNA from soil and gut microbiomes to prepare DNA inserts for high-throughput cloning into functional metagenomic libraries. The presence of mosaic end sequences in the resulting DNA fragments synergized with homology-based assembly cloning to result in a 300-fold increase in cloning efficiency compared to traditional blunt-cloning-based protocols. We show that compared to published libraries prepared by state-of-the-art protocols, METa assembly is on average ca. 20- to 200-fold more efficient and can prepare gigabase-sized libraries with as little as 200 ng of input DNA. We show the usefulness of METa assembly first by using a normative 5-μg mass of soil metagenomic DNA to prepare a 700-Gb library that allowed us to discover novel nourseothricin resistance genes and a potentially new mode of resistance to this antibiotic and second by using only 300 ng of goose fecal metagenomic DNA to prepare a 27-Gb library that captured numerous tetracycline and colistin resistance genes. METa assembly provides a streamlined, flexible, and efficient method for preparing functional metagenomic libraries, enabling new avenues of genetic and biochemical research into low-biomass or scarce microbiomes. IMPORTANCE Medically and industrially important genes can be recovered from microbial communities by high-throughput sequencing, but precise annotation is often limited to characterized genes and their relatives. Cloning a metagenome en masse into an expression host to produce a functional metagenomic library, directly connecting genes to functions, is a sequence-naive and cultivation-independent method to discover novel genes. The process of preparing these libraries is DNA greedy and inefficient, however. Here, we describe a library preparation method that is an order of magnitude more efficient and less DNA greedy. This method is consistently efficient across libraries prepared from cultures, a soil microbiome, and a goose fecal microbiome and allowed us to discover new antibiotic resistance genes and mechanisms. This library preparation method will potentially allow the functional metagenomic exploration of microbiomes that were previously off limits due to their rarity or low microbial biomass, such as biomedical swabs or exotic samples.
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Affiliation(s)
- Terence S. Crofts
- Department of Molecular Biosciences, Northwestern University, Evanston, Illinois, USA
| | - Alexander G. McFarland
- Department of Civil and Environmental Engineering, Northwestern University, Evanston, Illinois, USA
| | - Erica M. Hartmann
- Department of Civil and Environmental Engineering, Northwestern University, Evanston, Illinois, USA
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13
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Ding N, Zhou S, Deng Y. Transcription-Factor-based Biosensor Engineering for Applications in Synthetic Biology. ACS Synth Biol 2021; 10:911-922. [PMID: 33899477 DOI: 10.1021/acssynbio.0c00252] [Citation(s) in RCA: 54] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
Transcription-factor-based biosensors (TFBs) are often used for metabolite detection, adaptive evolution, and metabolic flux control. However, designing TFBs with superior performance for applications in synthetic biology remains challenging. Specifically, natural TFBs often do not meet real-time detection requirements owing to their slow response times and inappropriate dynamic ranges, detection ranges, sensitivity, and selectivity. Furthermore, designing and optimizing complex dynamic regulation networks is time-consuming and labor-intensive. This Review highlights TFB-based applications and recent engineering strategies ranging from traditional trial-and-error approaches to novel computer-model-based rational design approaches. The limitations of the applications and these engineering strategies are additionally reviewed.
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Affiliation(s)
- Nana Ding
- National Engineering Laboratory for Cereal Fermentation Technology (NELCF), Jiangnan University, 1800 Lihu Road, Wuxi, Jiangsu 214122, China
- Jiangsu Provincial Research Center for Bioactive Product Processing Technology, Jiangnan University, 1800 Lihu Road, Wuxi, Jiangsu 214122, China
| | - Shenghu Zhou
- National Engineering Laboratory for Cereal Fermentation Technology (NELCF), Jiangnan University, 1800 Lihu Road, Wuxi, Jiangsu 214122, China
- Jiangsu Provincial Research Center for Bioactive Product Processing Technology, Jiangnan University, 1800 Lihu Road, Wuxi, Jiangsu 214122, China
| | - Yu Deng
- National Engineering Laboratory for Cereal Fermentation Technology (NELCF), Jiangnan University, 1800 Lihu Road, Wuxi, Jiangsu 214122, China
- Jiangsu Provincial Research Center for Bioactive Product Processing Technology, Jiangnan University, 1800 Lihu Road, Wuxi, Jiangsu 214122, China
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14
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Reichart NJ, Bowers RM, Woyke T, Hatzenpichler R. High Potential for Biomass-Degrading Enzymes Revealed by Hot Spring Metagenomics. Front Microbiol 2021; 12:668238. [PMID: 33968004 PMCID: PMC8098120 DOI: 10.3389/fmicb.2021.668238] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2021] [Accepted: 03/29/2021] [Indexed: 12/24/2022] Open
Abstract
Enzyme stability and activity at elevated temperatures are important aspects in biotechnological industries, such as the conversion of plant biomass into biofuels. In order to reduce the costs and increase the efficiency of biomass conversion, better enzymatic processing must be developed. Hot springs represent a treasure trove of underexplored microbiological and protein chemistry diversity. Herein, we conduct an exploratory study into the diversity of hot spring biomass-degrading potential. We describe the taxonomic diversity and carbohydrate active enzyme (CAZyme) coding potential in 71 publicly available metagenomic datasets from 58 globally distributed terrestrial geothermal features. Through taxonomic profiling, we detected a wide diversity of microbes unique to varying temperature and pH ranges. Biomass-degrading enzyme potential included all five classes of CAZymes and we described the presence or absence of genes encoding 19 glycosyl hydrolases hypothesized to be involved with cellulose, hemicellulose, and oligosaccharide degradation. Our results highlight hot springs as a promising system for the further discovery and development of thermo-stable biomass-degrading enzymes that can be applied toward generation of renewable biofuels. This study lays a foundation for future research to further investigate the functional diversity of hot spring biomass-degrading enzymes and their potential utility in biotechnological processing.
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Affiliation(s)
- Nicholas J Reichart
- Department of Chemistry and Biochemistry, Montana State University, Bozeman, MT, United States.,Thermal Biology Institute, Montana State University, Bozeman, MT, United States.,Center for Biofilm Engineering, Montana State University, Bozeman, MT, United States
| | - Robert M Bowers
- Department of Energy, Joint Genome Institute, Berkeley, CA, United States
| | - Tanja Woyke
- Department of Energy, Joint Genome Institute, Berkeley, CA, United States
| | - Roland Hatzenpichler
- Department of Chemistry and Biochemistry, Montana State University, Bozeman, MT, United States.,Thermal Biology Institute, Montana State University, Bozeman, MT, United States.,Center for Biofilm Engineering, Montana State University, Bozeman, MT, United States
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15
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Khare A. Experimental systems biology approaches reveal interaction mechanisms in model multispecies communities. Trends Microbiol 2021; 29:1083-1094. [PMID: 33865676 DOI: 10.1016/j.tim.2021.03.012] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2020] [Revised: 03/16/2021] [Accepted: 03/17/2021] [Indexed: 12/29/2022]
Abstract
Interactions between microorganisms in multispecies communities are thought to have substantial consequences for the community. Identifying the molecules and genetic pathways that contribute to such interplay is thus crucial to understand as well as modulate community dynamics. Here I focus on recent studies that utilize experimental systems biology techniques to study these phenomena in simplified model microbial communities. These unbiased biochemical and genomic approaches have identified novel interactions and described the underlying genetic and molecular mechanisms. I discuss the insights provided by these studies, describe innovative strategies used to investigate less tractable organisms and environments, and highlight the utility of integrating these and more targeted methods to comprehensively characterize interactions between species in microbial communities.
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Affiliation(s)
- Anupama Khare
- Laboratory of Molecular Biology, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USA.
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16
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Madhavan A, Arun KB, Binod P, Sirohi R, Tarafdar A, Reshmy R, Kumar Awasthi M, Sindhu R. Design of novel enzyme biocatalysts for industrial bioprocess: Harnessing the power of protein engineering, high throughput screening and synthetic biology. BIORESOURCE TECHNOLOGY 2021; 325:124617. [PMID: 33450638 DOI: 10.1016/j.biortech.2020.124617] [Citation(s) in RCA: 47] [Impact Index Per Article: 15.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/31/2020] [Revised: 12/19/2020] [Accepted: 12/22/2020] [Indexed: 05/13/2023]
Abstract
Biocatalysts have wider applications in various industries. Biocatalysts are generating bigger attention among researchers due to their unique catalytic properties like activity, specificity and stability. However the industrial use of many enzymes is hindered by low catalytic efficiency and stability during industrial processes. Properties of enzymes can be altered by protein engineering. Protein engineers are increasingly study the structure-function characteristics, engineering attributes, design of computational tools for enzyme engineering, and functional screening processes to improve the design and applications of enzymes. The potent and innovative techniques of enzyme engineering deliver outstanding opportunities for tailoring industrially important enzymes for the versatile production of biochemicals. An overview of the current trends in enzyme engineering is explored with important representative examples.
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Affiliation(s)
- Aravind Madhavan
- Rajiv Gandhi Centre for Biotechnology, Trivandrum 695 014, India
| | - K B Arun
- Rajiv Gandhi Centre for Biotechnology, Trivandrum 695 014, India
| | - Parameswaran Binod
- Microbial Processes and Technology Division, CSIR-National Institute for Interdisciplinary Science and Technology (CSIR-NIIST), Trivandrum 695 019, India
| | - Ranjna Sirohi
- The Center for Energy and Environmental Sustainability, Lucknow 226 010, Uttar Pradesh, India
| | - Ayon Tarafdar
- Division of Livestock Production and Management, ICAR - Indian Veterinary Research Institute, Izatnagar, Bareilly 243 122, Uttar Pradesh, India
| | - R Reshmy
- Post Graduate and Research Department of Chemistry, Bishop Moore College, Mavelikara 690 110, Kerala, India
| | - Mukesh Kumar Awasthi
- College of Natural Resources and Environment, North West A & F University, Yangling, Shaanxi 712 100, China
| | - Raveendran Sindhu
- Microbial Processes and Technology Division, CSIR-National Institute for Interdisciplinary Science and Technology (CSIR-NIIST), Trivandrum 695 019, India.
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17
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Kumar P, Sinha R, Shukla P. Artificial intelligence and synthetic biology approaches for human gut microbiome. Crit Rev Food Sci Nutr 2020; 62:2103-2121. [PMID: 33249867 DOI: 10.1080/10408398.2020.1850415] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
The gut microbiome comprises a variety of microorganisms whose genes encode proteins to carry out crucial metabolic functions that are responsible for the majority of health-related issues in human beings. The advent of the technological revolution in artificial intelligence (AI) assisted synthetic biology (SB) approaches will play a vital role in the modulating the therapeutic and nutritive potential of probiotics. This can turn human gut as a reservoir of beneficial bacterial colonies having an immense role in immunity, digestion, brain function, and other health benefits. Hence, in the present review, we have discussed the role of several gene editing tools and approaches in synthetic biology that have equipped us with novel tools like Clustered Regularly Interspaced Short Palindromic Repeats (CRISPR-Cas) systems to precisely engineer probiotics for diagnostic, therapeutic and nutritive value. A brief discussion over the AI techniques to understand the metagenomic data from the healthy and diseased gut microbiome is also presented. Further, the role of AI in potentially impacting the pace of developments in SB and its current challenges is also discussed. The review also describes the health benefits conferred by engineered microbes through the production of biochemicals, nutraceuticals, drugs or biotherapeutics molecules etc. Finally, the review concludes with the challenges and regulatory concerns in adopting synthetic biology engineered microbes for clinical applications. Thus, the review presents a synergistic approach of AI and SB toward human gut microbiome for better health which will provide interesting clues to researchers working in the area of rapidly evolving food and nutrition science.
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Affiliation(s)
- Prasoon Kumar
- Department of Biotechnology and Medical Engineering, National Institute of Technology, Rourkela, India.,Department of Medical Devices, National Institute of Pharmaceutical Education and Research, Ahmedabad, India
| | | | - Pratyoosh Shukla
- School of Biotechnology, Institute of Science, Banaras Hindu University, Varanasi, India.,Enzyme Technology and Protein Bioinformatics Laboratory, Department of Microbiology, Maharshi Dayanand University, Rohtak, India
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18
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Gonçalves CC, Bruce T, Silva CDOG, Fillho EXF, Noronha EF, Carlquist M, Parachin NS. Bioprospecting Microbial Diversity for Lignin Valorization: Dry and Wet Screening Methods. Front Microbiol 2020; 11:1081. [PMID: 32582068 PMCID: PMC7295907 DOI: 10.3389/fmicb.2020.01081] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2020] [Accepted: 04/30/2020] [Indexed: 01/02/2023] Open
Abstract
Lignin is an abundant cell wall component, and it has been used mainly for generating steam and electricity. Nevertheless, lignin valorization, i.e. the conversion of lignin into high value-added fuels, chemicals, or materials, is crucial for the full implementation of cost-effective lignocellulosic biorefineries. From this perspective, rapid screening methods are crucial for time- and resource-efficient development of novel microbial strains and enzymes with applications in the lignin biorefinery. The present review gives an overview of recent developments and applications of a vast arsenal of activity and sequence-based methodologies for uncovering novel microbial strains with ligninolytic potential, novel enzymes for lignin depolymerization and for unraveling the main metabolic routes during growth on lignin. Finally, perspectives on the use of each of the presented methods and their respective advantages and disadvantages are discussed.
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Affiliation(s)
- Carolyne Caetano Gonçalves
- Department of Genomic Science and Biotechnology, Universidade Católica de Brasília - UCB, Brasília, Brazil
| | - Thiago Bruce
- Department of Genomic Science and Biotechnology, Universidade Católica de Brasília - UCB, Brasília, Brazil
| | | | | | - Eliane Ferreira Noronha
- Laboratory of Enzymology, Department of Cellular Biology, University of Brasília, Brasília, Brazil
| | - Magnus Carlquist
- Division of Applied Microbiology, Department of Chemistry, Faculty of Engineering, Lund University, Lund, Sweden
| | - Nádia Skorupa Parachin
- Department of Genomic Science and Biotechnology, Universidade Católica de Brasília - UCB, Brasília, Brazil
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19
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Lee H, Baek JI, Kim SJ, Kwon KK, Rha E, Yeom SJ, Kim H, Lee DH, Kim DM, Lee SG. Sensitive and Rapid Phenotyping of Microbes With Soluble Methane Monooxygenase Using a Droplet-Based Assay. Front Bioeng Biotechnol 2020; 8:358. [PMID: 32391352 PMCID: PMC7193049 DOI: 10.3389/fbioe.2020.00358] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2019] [Accepted: 03/31/2020] [Indexed: 12/22/2022] Open
Abstract
Methanotrophs with soluble methane monooxygenase (sMMO) show high potential for various ecological and biotechnological applications. Here, we developed a high throughput method to identify sMMO-producing microbes by integrating droplet microfluidics and a genetic circuit-based biosensor system. sMMO-producers and sensor cells were encapsulated in monodispersed droplets with benzene as the substrate and incubated for 5 h. The sensor cells were analyzed as the reporter for phenol-sensitive transcription activation of fluorescence. Various combinations of methanotrophs and biosensor cells were investigated to optimize the performance of our droplet-integrated transcriptional factor biosensor system. As a result, the conditions to ensure sMMO activity to convert the starting material, benzene, into phenol, were determined. The biosensor signals were sensitive and quantitative under optimal conditions, showing that phenol is metabolically stable within both cell species and accumulates in picoliter-sized droplets, and the biosensor cells are healthy enough to respond quantitatively to the phenol produced. These results show that our system would be useful for rapid evaluation of phenotypes of methanotrophs showing sMMO activity, while minimizing the necessity of time-consuming cultivation and enzyme preparation, which are required for conventional analysis of sMMO activity.
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Affiliation(s)
- Hyewon Lee
- Synthetic Biology and Bioengineering Research Center, Korea Research Institute of Bioscience and Biotechnology, Daejeon, South Korea
| | - Ji In Baek
- Synthetic Biology and Bioengineering Research Center, Korea Research Institute of Bioscience and Biotechnology, Daejeon, South Korea
- Department of Chemical Engineering and Applied Chemistry, Chungnam National University, Daejeon, South Korea
| | - Su Jin Kim
- Synthetic Biology and Bioengineering Research Center, Korea Research Institute of Bioscience and Biotechnology, Daejeon, South Korea
| | - Kil Koang Kwon
- Synthetic Biology and Bioengineering Research Center, Korea Research Institute of Bioscience and Biotechnology, Daejeon, South Korea
| | - Eugene Rha
- Synthetic Biology and Bioengineering Research Center, Korea Research Institute of Bioscience and Biotechnology, Daejeon, South Korea
| | - Soo-Jin Yeom
- Synthetic Biology and Bioengineering Research Center, Korea Research Institute of Bioscience and Biotechnology, Daejeon, South Korea
- School of Biological Sciences and Technology, Chonnam National University, Gwangju, South Korea
| | - Haseong Kim
- Synthetic Biology and Bioengineering Research Center, Korea Research Institute of Bioscience and Biotechnology, Daejeon, South Korea
- Department of Biosystems and Bioengineering, KRIBB School of Biotechnology, University of Science and Technology, Daejeon, South Korea
| | - Dae-Hee Lee
- Synthetic Biology and Bioengineering Research Center, Korea Research Institute of Bioscience and Biotechnology, Daejeon, South Korea
- Department of Biosystems and Bioengineering, KRIBB School of Biotechnology, University of Science and Technology, Daejeon, South Korea
| | - Dong-Myung Kim
- Synthetic Biology and Bioengineering Research Center, Korea Research Institute of Bioscience and Biotechnology, Daejeon, South Korea
- Department of Chemical Engineering and Applied Chemistry, Chungnam National University, Daejeon, South Korea
| | - Seung-Goo Lee
- Synthetic Biology and Bioengineering Research Center, Korea Research Institute of Bioscience and Biotechnology, Daejeon, South Korea
- Department of Biosystems and Bioengineering, KRIBB School of Biotechnology, University of Science and Technology, Daejeon, South Korea
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20
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Song JW, Seo JH, Oh DK, Bornscheuer UT, Park JB. Design and engineering of whole-cell biocatalytic cascades for the valorization of fatty acids. Catal Sci Technol 2020. [DOI: 10.1039/c9cy01802f] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
This review presents the key factors to construct a productive whole-cell biocatalytic cascade exemplified for the biotransformation of renewable fatty acids.
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Affiliation(s)
- Ji-Won Song
- Department of Food Science and Engineering
- Ewha Womans University
- Seoul 03760
- Republic of Korea
| | - Joo-Hyun Seo
- Department of Bio and Fermentation Convergence Technology
- Kookmin University
- Seoul 02707
- Republic of Korea
| | - Doek-Kun Oh
- Department of Bioscience and Biotechnology
- Konkuk University
- Seoul 143-701
- Republic of Korea
| | - Uwe T. Bornscheuer
- Institute of Biochemistry
- Department of Biotechnology & Enzyme Catalysis
- Greifswald University
- 17487 Greifswald
- Germany
| | - Jin-Byung Park
- Department of Food Science and Engineering
- Ewha Womans University
- Seoul 03760
- Republic of Korea
- Institute of Molecular Microbiology and Biosystems Engineering
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21
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Roager L, Sonnenschein EC. Bacterial Candidates for Colonization and Degradation of Marine Plastic Debris. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2019; 53:11636-11643. [PMID: 31557003 DOI: 10.1021/acs.est.9b02212] [Citation(s) in RCA: 127] [Impact Index Per Article: 25.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/16/2023]
Abstract
With the rising plastic pollution in the oceans, research on the plastisphere-the microorganisms interacting with marine plastic debris-has emerged. Microbial communities colonizing plastic have been characterized from several ocean regions and they are distinct from the communities of the surrounding waters, and a few plastic-degrading microorganisms have been isolated from other environments. Therefore, we propose that marine microorganisms have adapted to plastic as a surface for colonization and potentially degradation. When comparing the taxonomic patterns of plastic-associated, marine bacteria, recurring groups and families such as the families Erythrobacteraceae and Rhodobacteraceae (Alphaproteobacteria), Flavobacteriaceae (Bacteriodetes), and the phylum of cyanobacteria (such as the Phormidium genus) can be identified. Thereby, we provide a perspective on which bacterial candidates could play a role in the colonization and possible degradation of plastic in the oceans due to their occurrence on marine plastic debris. We emphasize the need for extended and reproducible collection of data to assess the existence of a core microbiome or core functionalities of the plastisphere and confirm the capability of these bacterial candidates for biodegradation of plastic. Furthermore, we suggest the next steps in research to elucidate the level of natural bioremediation and the exploitation of bacterial degradative mechanisms of plastic.
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Affiliation(s)
- Line Roager
- Technical University of Denmark , Department of Biotechnology and Biomedicine , Søltofts Plads 221 , 2800 Kgs. Lyngby , Denmark
| | - Eva C Sonnenschein
- Technical University of Denmark , Department of Biotechnology and Biomedicine , Søltofts Plads 221 , 2800 Kgs. Lyngby , Denmark
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22
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Nora LC, Westmann CA, Guazzaroni ME, Siddaiah C, Gupta VK, Silva-Rocha R. Recent advances in plasmid-based tools for establishing novel microbial chassis. Biotechnol Adv 2019; 37:107433. [PMID: 31437573 DOI: 10.1016/j.biotechadv.2019.107433] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2018] [Revised: 07/11/2019] [Accepted: 08/16/2019] [Indexed: 12/28/2022]
Abstract
A key challenge for domesticating alternative cultivable microorganisms with biotechnological potential lies in the development of innovative technologies. Within this framework, a myriad of genetic tools has flourished, allowing the design and manipulation of complex synthetic circuits and genomes to become the general rule in many laboratories rather than the exception. More recently, with the development of novel technologies such as DNA automated synthesis/sequencing and powerful computational tools, molecular biology has entered the synthetic biology era. In the beginning, most of these technologies were established in traditional microbial models (known as chassis in the synthetic biology framework) such as Escherichia coli and Saccharomyces cerevisiae, enabling fast advances in the field and the validation of fundamental proofs of concept. However, it soon became clear that these organisms, although extremely useful for prototyping many genetic tools, were not ideal for a wide range of biotechnological tasks due to intrinsic limitations in their molecular/physiological properties. Over the last decade, researchers have been facing the great challenge of shifting from these model systems to non-conventional chassis with endogenous capacities for dealing with specific tasks. The key to address these issues includes the generation of narrow and broad host plasmid-based molecular tools and the development of novel methods for engineering genomes through homologous recombination systems, CRISPR/Cas9 and other alternative methods. Here, we address the most recent advances in plasmid-based tools for the construction of novel cell factories, including a guide for helping with "build-your-own" microbial host.
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Affiliation(s)
- Luísa Czamanski Nora
- Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, São Paulo 14049-900, Brazil
| | - Cauã Antunes Westmann
- Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, São Paulo 14049-900, Brazil
| | - María-Eugenia Guazzaroni
- Faculty of Philosophy, Science and Letters of Ribeirão Preto, University of São Paulo, Ribeirão Preto, São Paulo 14049-900, Brazil
| | | | - Vijai Kumar Gupta
- ERA Chair of Green Chemistry, Department of Chemistry and Biotechnology, School of Science, Tallinn University of Technology, 12618 Tallinn, Estonia
| | - Rafael Silva-Rocha
- Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, São Paulo 14049-900, Brazil.
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23
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Abstract
Dextran aldehyde (dexOx), resulting from the periodate oxidative cleavage of 1,2-diol moiety inside dextran, is a polymer that is very useful in many areas, including as a macromolecular carrier for drug delivery and other biomedical applications. In particular, it has been widely used for chemical engineering of enzymes, with the aim of designing better biocatalysts that possess improved catalytic properties, making them more stable and/or active for different catalytic reactions. This polymer possesses a very flexible hydrophilic structure, which becomes inert after chemical reduction; therefore, dexOx comes to be highly versatile in a biocatalyst design. This paper presents an overview of the multiple applications of dexOx in applied biocatalysis, e.g., to modulate the adsorption of biomolecules on carrier surfaces in affinity chromatography and biosensors design, to serve as a spacer arm between a ligand and the support in biomacromolecule immobilization procedures or to generate artificial microenvironments around the enzyme molecules or to stabilize multimeric enzymes by intersubunit crosslinking, among many other applications.
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24
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Du Y, Li X, Su C, Wang L, Jiang J, Hong B. The human gut microbiome - a new and exciting avenue in cardiovascular drug discovery. Expert Opin Drug Discov 2019; 14:1037-1052. [PMID: 31315489 DOI: 10.1080/17460441.2019.1638909] [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] [Indexed: 12/15/2022]
Abstract
Introduction: Over the past decade, numerous research efforts have identified the gut microbiota as a novel regulator of human metabolic syndrome and cardiovascular disease (CVD). With the elucidation of underlying molecular mechanisms of the gut microbiota and its metabolites, the drug-discovery process of CVD therapeutics might be expedited. Areas covered: The authors describe the evidence concerning the impact of gut microbiota on metabolic disorders and CVD and summarize the current knowledge of the gut microbial mechanisms that underlie CVD with a focus on microbial metabolites. In addition, they discuss the potential impact of the gut microbiota on the drug efficacy of available cardiometabolic therapeutic agents. Most importantly, the authors review the role of the gut microbiome as a promising source of potential drug targets and novel therapeutics for the development of new treatment modalities for CVD. This review also presents the various effective strategies to investigate the gut microbiome for CVD drug-discovery approaches. Expert opinion: With the elucidation of its causative role in cardiometabolic disease and atherosclerosis, the human gut microbiome holds promises as a reservoir of novel potential therapeutic targets as well as novel therapeutic agents, paving a new and exciting avenue in cardiovascular drug discovery.
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Affiliation(s)
- Yu Du
- NHC Key Laboratory of Biotechnology of Antibiotics , Beijing , China
| | - Xingxing Li
- NHC Key Laboratory of Biotechnology of Antibiotics , Beijing , China.,CAMS Key Laboratory of Synthetic Biology for Drug Innovation, Institute of Medicinal Biotechnology, Chinese Academy of Medical Sciences & Peking Union Medical College , Beijing , China
| | - Chunyan Su
- NHC Key Laboratory of Biotechnology of Antibiotics , Beijing , China
| | - Li Wang
- NHC Key Laboratory of Biotechnology of Antibiotics , Beijing , China
| | - Jiandong Jiang
- NHC Key Laboratory of Biotechnology of Antibiotics , Beijing , China
| | - Bin Hong
- NHC Key Laboratory of Biotechnology of Antibiotics , Beijing , China.,CAMS Key Laboratory of Synthetic Biology for Drug Innovation, Institute of Medicinal Biotechnology, Chinese Academy of Medical Sciences & Peking Union Medical College , Beijing , China
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25
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Breger JC, Oh E, Susumu K, Klein WP, Walper SA, Ancona MG, Medintz IL. Nanoparticle Size Influences Localized Enzymatic Enhancement—A Case Study with Phosphotriesterase. Bioconjug Chem 2019; 30:2060-2074. [DOI: 10.1021/acs.bioconjchem.9b00362] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Joyce C. Breger
- Center for Bio/Molecular Science and Engineering, Code 6900, U.S. Naval Research Laboratory, Washington, D.C. 20375, United States
| | - Eunkeu Oh
- Optical Sciences Division, Code 5600, U.S. Naval Research Laboratory, Washington, D.C. 20375, United States
- KeyW Corporation, Hanover, Maryland 21076, United States
| | - Kimihiro Susumu
- Optical Sciences Division, Code 5600, U.S. Naval Research Laboratory, Washington, D.C. 20375, United States
- KeyW Corporation, Hanover, Maryland 21076, United States
| | - William P. Klein
- Center for Bio/Molecular Science and Engineering, Code 6900, U.S. Naval Research Laboratory, Washington, D.C. 20375, United States
- National Research Council, Washington, D.C. 20001, United States
| | - Scott A. Walper
- Center for Bio/Molecular Science and Engineering, Code 6900, U.S. Naval Research Laboratory, Washington, D.C. 20375, United States
| | - Mario G. Ancona
- Electronics Science and Technology Division, Code 6800, U.S. Naval Research Laboratory, Washington, D.C. 20375, United States
| | - Igor L. Medintz
- Center for Bio/Molecular Science and Engineering, Code 6900, U.S. Naval Research Laboratory, Washington, D.C. 20375, United States
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26
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Amarelle V, Sanches-Medeiros A, Silva-Rocha R, Guazzaroni ME. Expanding the Toolbox of Broad Host-Range Transcriptional Terminators for Proteobacteria through Metagenomics. ACS Synth Biol 2019; 8:647-654. [PMID: 30943009 DOI: 10.1021/acssynbio.8b00507] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
As the field of synthetic biology moves toward the utilization of novel bacterial chassis, there is a growing need for biological parts with enhanced performance in a wide number of hosts. Is not unusual that biological parts (such as promoters and terminators), initially characterized in the model bacterium Escherichia coli, do not perform well when implemented in alternative hosts, such as Pseudomonas, therefore limiting the construction of synthetic circuits in industrially relevant bacteria, for instance Pseudomonas putida. In order to address this limitation, we present here the mining of transcriptional terminators through functional metagenomics to identify novel parts with broad host-range activity. Using a GFP-based terminator trap strategy and a broad host-range plasmid, we identified 20 clones with potential terminator activity in P. putida. Further characterization allowed the identification of 4 unique sequences ranging from 58 to 181 bp long that efficiently terminate transcription in P. putida, E. coli, Burkholderia phymatum, and two Pseudomonas strains isolated from Antarctica. Therefore, this work presents a new set of biological parts useful for the engineering of synthetic circuits in Proteobacteria.
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Affiliation(s)
- Vanesa Amarelle
- Department of Microbial Biochemistry and Genomics, Biological Research Institute Clemente Estable, 11600 Montevideo, Uruguay
- FFCLRP, University of São Paulo, 14049-901 Ribeirão Preto, São Paulo, Brazil
| | | | - Rafael Silva-Rocha
- FMRP, University of São Paulo, 14049-901 Ribeirão Preto, São Paulo, Brazil
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27
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Buerger J, Gronenberg LS, Genee HJ, Sommer MOA. Wiring cell growth to product formation. Curr Opin Biotechnol 2019; 59:85-92. [PMID: 30928842 DOI: 10.1016/j.copbio.2019.02.014] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2018] [Revised: 01/24/2019] [Accepted: 02/19/2019] [Indexed: 01/07/2023]
Abstract
Microbial cell factories offer new and sustainable production routes for high-value chemicals. However, identification of high producers within a library of clones remains a challenge. When product formation is coupled to growth, millions of metabolic variants can be effectively interrogated by growth selection, dramatically increasing the throughput of strain evaluation. While growth-coupled selections for cell factories have a long history of success based on metabolite auxotrophies and toxic antimetabolites, such methods are generally restricted to molecules native to their host metabolism. New synthetic biology tools offer the opportunity to rewire cellular metabolism to depend on specific and non-native products for growth.
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Affiliation(s)
- Josi Buerger
- Biosyntia ApS, DK-2100 Copenhagen OE, Denmark; Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, DK-2800 Kgs. Lyngby, Denmark
| | | | | | - Morten O A Sommer
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, DK-2800 Kgs. Lyngby, Denmark.
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28
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Uribe RV, van der Helm E, Misiakou MA, Lee SW, Kol S, Sommer MOA. Discovery and Characterization of Cas9 Inhibitors Disseminated across Seven Bacterial Phyla. Cell Host Microbe 2019; 25:233-241.e5. [PMID: 30737174 DOI: 10.1016/j.chom.2019.01.003] [Citation(s) in RCA: 48] [Impact Index Per Article: 9.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2018] [Revised: 08/24/2018] [Accepted: 01/02/2019] [Indexed: 01/07/2023]
Abstract
CRISPR-Cas systems in bacteria and archaea provide immunity against bacteriophages and plasmids. To overcome CRISPR immunity, phages have acquired anti-CRISPR genes that reduce CRISPR-Cas activity. Using a synthetic genetic circuit, we developed a high-throughput approach to discover anti-CRISPR genes from metagenomic libraries based on their functional activity rather than sequence homology or genetic context. We identified 11 DNA fragments from soil, animal, and human metagenomes that circumvent Streptococcus pyogenes Cas9 activity in our selection strain. Further in vivo and in vitro characterization of a subset of these hits validated the activity of four anti-CRISPRs. Notably, homologs of some of these anti-CRISPRs were detected in seven different phyla, namely Firmicutes, Proteobacteria, Bacteroidetes, Actinobacteria, Cyanobacteria, Spirochaetes, and Balneolaeota, and have high sequence identity suggesting recent horizontal gene transfer. Thus, anti-CRISPRs against type II-A CRISPR-Cas systems are widely distributed across bacterial phyla, suggesting a more complex ecological role than previously appreciated.
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Affiliation(s)
- Ruben V Uribe
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Lyngby 2800, Denmark
| | - Eric van der Helm
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Lyngby 2800, Denmark
| | - Maria-Anna Misiakou
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Lyngby 2800, Denmark
| | - Sang-Woo Lee
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Lyngby 2800, Denmark
| | - Stefan Kol
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Lyngby 2800, Denmark
| | - Morten O A Sommer
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Lyngby 2800, Denmark.
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29
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Atkinson JT, Wu B, Segatori L, Silberg JJ. Overcoming component limitations in synthetic biology through transposon-mediated protein engineering. Methods Enzymol 2019; 621:191-212. [DOI: 10.1016/bs.mie.2019.02.014] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
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30
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Yeom SJ, Kim M, Kwon KK, Fu Y, Rha E, Park SH, Lee H, Kim H, Lee DH, Kim DM, Lee SG. A synthetic microbial biosensor for high-throughput screening of lactam biocatalysts. Nat Commun 2018; 9:5053. [PMID: 30498220 PMCID: PMC6265244 DOI: 10.1038/s41467-018-07488-0] [Citation(s) in RCA: 56] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2017] [Accepted: 11/01/2018] [Indexed: 11/09/2022] Open
Abstract
Biocatalytic cyclization is highly desirable for efficient synthesis of biologically derived chemical substances, such as the commodity chemicals ε-caprolactam and δ-valerolactam. To identify biocatalysts in lactam biosynthesis, we develop a caprolactam-detecting genetic enzyme screening system (CL-GESS). The Alcaligenes faecalis regulatory protein NitR is adopted for the highly specific detection of lactam compounds against lactam biosynthetic intermediates. We further systematically optimize the genetic components of the CL-GESS to enhance sensitivity, achieving 10-fold improvement. Using this highly sensitive GESS, we screen marine metagenomes and find an enzyme that cyclizes ω-amino fatty acids to lactam. Moreover, we determine the X-ray crystal structure and catalytic residues based on mutational analysis of the cyclase. The cyclase is also used as a helper enzyme to sense intracellular ω-amino fatty acids. We expect this simple and accurate biosensor to have wide-ranging applications in rapid screening of new lactam-synthesizing enzymes and metabolic engineering for lactam bio-production.
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Affiliation(s)
- Soo-Jin Yeom
- Synthetic Biology and Bioengineering Research Center, KRIBB, Daejeon, 34141, Republic of Korea
| | - Moonjeong Kim
- Synthetic Biology and Bioengineering Research Center, KRIBB, Daejeon, 34141, Republic of Korea.,Department of Chemical Engineering and Applied Chemistry, Chungnam National University, Daejeon, 34134, Republic of Korea
| | - Kil Koang Kwon
- Synthetic Biology and Bioengineering Research Center, KRIBB, Daejeon, 34141, Republic of Korea
| | - Yaoyao Fu
- Synthetic Biology and Bioengineering Research Center, KRIBB, Daejeon, 34141, Republic of Korea
| | - Eugene Rha
- Synthetic Biology and Bioengineering Research Center, KRIBB, Daejeon, 34141, Republic of Korea
| | - Sung-Hyun Park
- Synthetic Biology and Bioengineering Research Center, KRIBB, Daejeon, 34141, Republic of Korea.,Department of Biosystems and Bioengineering, KRIBB School of Biotechnology, University of Science and Technology, Daejeon, 34113, Republic of Korea
| | - Hyewon Lee
- Synthetic Biology and Bioengineering Research Center, KRIBB, Daejeon, 34141, Republic of Korea
| | - Haseong Kim
- Synthetic Biology and Bioengineering Research Center, KRIBB, Daejeon, 34141, Republic of Korea.,Department of Biosystems and Bioengineering, KRIBB School of Biotechnology, University of Science and Technology, Daejeon, 34113, Republic of Korea
| | - Dae-Hee Lee
- Synthetic Biology and Bioengineering Research Center, KRIBB, Daejeon, 34141, Republic of Korea.,Department of Biosystems and Bioengineering, KRIBB School of Biotechnology, University of Science and Technology, Daejeon, 34113, Republic of Korea
| | - Dong-Myung Kim
- Department of Chemical Engineering and Applied Chemistry, Chungnam National University, Daejeon, 34134, Republic of Korea
| | - Seung-Goo Lee
- Synthetic Biology and Bioengineering Research Center, KRIBB, Daejeon, 34141, Republic of Korea. .,Department of Biosystems and Bioengineering, KRIBB School of Biotechnology, University of Science and Technology, Daejeon, 34113, Republic of Korea.
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