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Ribeiro ALJL, Pérez-Arnaiz P, Sánchez-Costa M, Pérez L, Almendros M, van Vliet L, Gielen F, Lim J, Charnock S, Hollfelder F, González-Pastor JE, Berenguer J, Hidalgo A. Thermostable in vitro transcription-translation compatible with microfluidic droplets. Microb Cell Fact 2024; 23:169. [PMID: 38858677 PMCID: PMC11165818 DOI: 10.1186/s12934-024-02440-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2023] [Accepted: 05/25/2024] [Indexed: 06/12/2024] Open
Abstract
BACKGROUND In vitro expression involves the utilization of the cellular transcription and translation machinery in an acellular context to produce one or more proteins of interest and has found widespread application in synthetic biology and in pharmaceutical biomanufacturing. Most in vitro expression systems available are active at moderate temperatures, but to screen large libraries of natural or artificial genetic diversity for highly thermostable enzymes or enzyme variants, it is instrumental to enable protein synthesis at high temperatures. OBJECTIVES Develop an in vitro expression system operating at high temperatures compatible with enzymatic assays and with technologies that enable ultrahigh-throughput protein expression in reduced volumes, such as microfluidic water-in-oil (w/o) droplets. RESULTS We produced cell-free extracts from Thermus thermophilus for in vitro translation including thermostable enzymatic cascades for energy regeneration and a moderately thermostable RNA polymerase for transcription, which ultimately limited the temperature of protein synthesis. The yield was comparable or superior to other thermostable in vitro expression systems, while the preparation procedure is much simpler and can be suited to different Thermus thermophilus strains. Furthermore, these extracts have enabled in vitro expression in microfluidic droplets at high temperatures for the first time. CONCLUSIONS Cell-free extracts from Thermus thermophilus represent a simpler alternative to heavily optimized or pure component thermostable in vitro expression systems. Moreover, due to their compatibility with droplet microfluidics and enzyme assays at high temperatures, the reported system represents a convenient gateway for enzyme screening at higher temperatures with ultrahigh-throughput.
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Grants
- 324439, 635595, 685474, 695669 and 10100560 European Commission
- 324439, 635595, 685474, 695669 and 10100560 European Commission
- 324439, 635595, 685474, 695669 and 10100560 European Commission
- 324439, 635595, 685474, 695669 and 10100560 European Commission
- 324439, 635595, 685474, 695669 and 10100560 European Commission
- 324439, 635595, 685474, 695669 and 10100560 European Commission
- 324439, 635595, 685474, 695669 and 10100560 European Commission
- 324439, 635595, 685474, 695669 and 10100560 European Commission
- 324439, 635595, 685474, 695669 and 10100560 European Commission
- 324439, 635595, 685474, 695669 and 10100560 European Commission
- 324439, 635595, 685474, 695669 and 10100560 European Commission
- 324439, 635595, 685474, 695669 and 10100560 European Commission
- 324439, 635595, 685474, 695669 and 10100560 European Commission
- BIO-2013-44963-R, RED2022-134755-T, CEX2021-001154-S Ministerio de Ciencia e Innovación
- BIO-2013-44963-R, RED2022-134755-T, CEX2021-001154-S Ministerio de Ciencia e Innovación
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Affiliation(s)
- Ana L J L Ribeiro
- Centro de Biología Molecular "Severo Ochoa" (UAM-CSIC), Nicolás Cabrera 1, 28049, Madrid, Spain
- Instituto de Biología Molecular, Universidad Autónoma de Madrid, Nicolás Cabrera 1, 28049, Madrid, Spain
- Departamento de Biología Molecular, Universidad Autónoma de Madrid, Campus de Cantoblanco, 28049, Madrid, Spain
| | - Patricia Pérez-Arnaiz
- Centro de Biología Molecular "Severo Ochoa" (UAM-CSIC), Nicolás Cabrera 1, 28049, Madrid, Spain
- Instituto de Biología Molecular, Universidad Autónoma de Madrid, Nicolás Cabrera 1, 28049, Madrid, Spain
- Departamento de Biología Molecular, Universidad Autónoma de Madrid, Campus de Cantoblanco, 28049, Madrid, Spain
| | - Mercedes Sánchez-Costa
- Centro de Biología Molecular "Severo Ochoa" (UAM-CSIC), Nicolás Cabrera 1, 28049, Madrid, Spain
- Departamento de Biología Molecular, Universidad Autónoma de Madrid, Campus de Cantoblanco, 28049, Madrid, Spain
| | - Lara Pérez
- Centro de Biología Molecular "Severo Ochoa" (UAM-CSIC), Nicolás Cabrera 1, 28049, Madrid, Spain
- Departamento de Biología Molecular, Universidad Autónoma de Madrid, Campus de Cantoblanco, 28049, Madrid, Spain
| | - Marcos Almendros
- Centro de Biología Molecular "Severo Ochoa" (UAM-CSIC), Nicolás Cabrera 1, 28049, Madrid, Spain
- Departamento de Biología Molecular, Universidad Autónoma de Madrid, Campus de Cantoblanco, 28049, Madrid, Spain
| | - Liisa van Vliet
- Departament of Biochemistry, Cambridge University, 80 Tennis Court Road, Cambridge, CB2 1GA, UK
- DropTech Ltd, 91 Canterbury Court, Cambridge, CB4 3QU, UK
| | - Fabrice Gielen
- DropTech Ltd, 91 Canterbury Court, Cambridge, CB4 3QU, UK
- Living Systems Institute, Faculty of Health and Life Sciences, University of Exeter, Stocker Road, Exeter, EX4 4QD, UK
- Department of Physics and Astronomy, Faculty of Environment, Science and Economy, University of Exeter, Stocker Road, Exeter, EX4 4QL, UK
| | - Jesmine Lim
- Prozomix Ltd, Building 4, West End Ind. Estate, Haltwhistle, Northumberland, NE49 9HA, UK
| | - Simon Charnock
- Prozomix Ltd, Building 4, West End Ind. Estate, Haltwhistle, Northumberland, NE49 9HA, UK
| | - Florian Hollfelder
- Departament of Biochemistry, Cambridge University, 80 Tennis Court Road, Cambridge, CB2 1GA, UK
| | - J Eduardo González-Pastor
- Centro de Astrobiología (CAB), CSIC-INTA, Ctra de Torrejón a Ajalvir, Km 4, 28850, Torrejón de Ardoz, Spain
| | - José Berenguer
- Centro de Biología Molecular "Severo Ochoa" (UAM-CSIC), Nicolás Cabrera 1, 28049, Madrid, Spain
- Instituto de Biología Molecular, Universidad Autónoma de Madrid, Nicolás Cabrera 1, 28049, Madrid, Spain
- Departamento de Biología Molecular, Universidad Autónoma de Madrid, Campus de Cantoblanco, 28049, Madrid, Spain
| | - Aurelio Hidalgo
- Centro de Biología Molecular "Severo Ochoa" (UAM-CSIC), Nicolás Cabrera 1, 28049, Madrid, Spain.
- Instituto de Biología Molecular, Universidad Autónoma de Madrid, Nicolás Cabrera 1, 28049, Madrid, Spain.
- Departamento de Biología Molecular, Universidad Autónoma de Madrid, Campus de Cantoblanco, 28049, Madrid, Spain.
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Han Y, Dierkes RF, Streit WR. Metagenomic Screening of a Novel PET Esterase via In Vitro Expression System. Methods Mol Biol 2023; 2555:167-179. [PMID: 36306086 DOI: 10.1007/978-1-0716-2795-2_12] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
Metagenomic screening is a widely applied biotechnological approach for screening of novel industrial enzymes. The traditional method of metagenomic screening is based on the functional analyses of heterologously expressed environmental genes in a suitable host, which is the bottleneck of this method. To avoid limitation from the clone-dependent system, an in vitro expression technology has been developed in combination with next-generation sequencing and bioinformatics. First, the sequence profile of a target enzyme, e.g., poly(ethylene terephthalate) esterase in this protocol, is constructed according to the sequences of well-characterized enzymes. Then, the sequence screening is performed with this computationally generated profile among all available metagenomic databases. Afterwards, the candidate genes are synthesized and expressed in vitro with RNA polymerase and translation machinery from special cell extract. Finally, such in vitro produced enzymes are directly applied for the functional analyses. Comparing to the traditional screening methods, this in vitro screening technology can not only save time and materials, but also be easily developed for high-throughput screening with an automatic pipetting robot.
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Affiliation(s)
- Yuchen Han
- Department of Microbiology and Biotechnology, University of Hamburg, Hamburg, Germany
| | - Robert F Dierkes
- Department of Microbiology and Biotechnology, University of Hamburg, Hamburg, Germany
| | - Wolfgang R Streit
- Department of Microbiology and Biotechnology, University of Hamburg, Hamburg, Germany.
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Han Y, Kinfu BM, Blombach F, Cackett G, Zhang H, Pérez-García P, Krohn I, Salomon J, Besirlioglu V, Mirzaeigarakani T, Schwaneberg U, Chow J, Werner F, Streit WR. A novel metagenome-derived viral RNA polymerase and its application in a cell-free expression system for metagenome screening. Sci Rep 2022; 12:17882. [PMID: 36284144 PMCID: PMC9596486 DOI: 10.1038/s41598-022-22383-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2022] [Accepted: 10/13/2022] [Indexed: 01/20/2023] Open
Abstract
The mining of genomes from non-cultivated microorganisms using metagenomics is a powerful tool to discover novel proteins and other valuable biomolecules. However, function-based metagenome searches are often limited by the time-consuming expression of the active proteins in various heterologous host systems. We here report the initial characterization of novel single-subunit bacteriophage RNA polymerase, EM1 RNAP, identified from a metagenome data set obtained from an elephant dung microbiome. EM1 RNAP and its promoter sequence are distantly related to T7 RNA polymerase. Using EM1 RNAP and a translation-competent Escherichia coli extract, we have developed an efficient medium-throughput pipeline and protocol allowing the expression of metagenome-derived genes and the production of proteins in cell-free system is sufficient for the initial testing of the predicted activities. Here, we have successfully identified and verified 12 enzymes acting on bis(2-hydroxyethyl) terephthalate (BHET) in a completely clone-free approach and proposed an in vitro high-throughput metagenomic screening method.
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Affiliation(s)
- Yuchen Han
- grid.9026.d0000 0001 2287 2617Department of Microbiology and Biotechnology, University of Hamburg, Ohnhorststr. 18, 22609 Hamburg, Germany
| | - Birhanu M. Kinfu
- grid.9026.d0000 0001 2287 2617Department of Microbiology and Biotechnology, University of Hamburg, Ohnhorststr. 18, 22609 Hamburg, Germany ,grid.9764.c0000 0001 2153 9986Present Address: Institute for General Microbiology, Christian-Albrechts-University, 24118 Kiel, Germany
| | - Fabian Blombach
- grid.83440.3b0000000121901201Division of Biosciences, Institute of Structural and Molecular Biology, University College London, Gower Street, London, WC1E 6BT UK
| | - Gwenny Cackett
- grid.83440.3b0000000121901201Division of Biosciences, Institute of Structural and Molecular Biology, University College London, Gower Street, London, WC1E 6BT UK
| | - Hongli Zhang
- grid.9026.d0000 0001 2287 2617Department of Microbiology and Biotechnology, University of Hamburg, Ohnhorststr. 18, 22609 Hamburg, Germany
| | - Pablo Pérez-García
- grid.9026.d0000 0001 2287 2617Department of Microbiology and Biotechnology, University of Hamburg, Ohnhorststr. 18, 22609 Hamburg, Germany
| | - Ines Krohn
- grid.9026.d0000 0001 2287 2617Department of Microbiology and Biotechnology, University of Hamburg, Ohnhorststr. 18, 22609 Hamburg, Germany
| | - Jesper Salomon
- grid.10582.3e0000 0004 0373 0797Novozymes A/S, Microbial Discovery, Bagsværd, Denmark
| | - Volkan Besirlioglu
- grid.1957.a0000 0001 0728 696XChair of Biotechnology, RWTH Aachen, Worringerweg 3, 52074 Aachen, Germany
| | - Tayebeh Mirzaeigarakani
- grid.1957.a0000 0001 0728 696XChair of Biotechnology, RWTH Aachen, Worringerweg 3, 52074 Aachen, Germany
| | - Ulrich Schwaneberg
- grid.1957.a0000 0001 0728 696XChair of Biotechnology, RWTH Aachen, Worringerweg 3, 52074 Aachen, Germany
| | - Jennifer Chow
- grid.9026.d0000 0001 2287 2617Department of Microbiology and Biotechnology, University of Hamburg, Ohnhorststr. 18, 22609 Hamburg, Germany
| | - Finn Werner
- grid.83440.3b0000000121901201Division of Biosciences, Institute of Structural and Molecular Biology, University College London, Gower Street, London, WC1E 6BT UK
| | - Wolfgang R. Streit
- grid.9026.d0000 0001 2287 2617Department of Microbiology and Biotechnology, University of Hamburg, Ohnhorststr. 18, 22609 Hamburg, Germany
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Böhnke S, Perner M. Approaches to Unmask Functioning of the Uncultured Microbial Majority From Extreme Habitats on the Seafloor. Front Microbiol 2022; 13:845562. [PMID: 35422772 PMCID: PMC9002263 DOI: 10.3389/fmicb.2022.845562] [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: 12/30/2021] [Accepted: 03/07/2022] [Indexed: 11/30/2022] Open
Abstract
Researchers have recognized the potential of enzymes and metabolic pathways hidden among the unseen majority of Earth's microorganisms for decades now. Most of the microbes expected to colonize the seafloor and its subsurface are currently uncultured. Thus, their ability and contribution to element cycling remain enigmatic. Given that the seafloor covers ∼70% of our planet, this amounts to an uncalled potential of unrecognized metabolic properties and interconnections catalyzed by this microbial dark matter. Consequently, a tremendous black box awaits discovery of novel enzymes, catalytic abilities, and metabolic properties in one of the largest habitats on Earth. This mini review summarizes the current knowledge of cultivation-dependent and -independent techniques applied to seafloor habitats to unravel the role of the microbial dark matter. It highlights the great potential that combining microbiological and biogeochemical data from in situ experiments with molecular tools has for providing a holistic understanding of bio-geo-coupling in seafloor habitats and uses hydrothermal vent systems as a case example.
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Affiliation(s)
- Stefanie Böhnke
- Geomicrobiology, GEOMAR Helmholtz Centre for Ocean Research Kiel, Kiel, Germany
| | - Mirjam Perner
- Geomicrobiology, GEOMAR Helmholtz Centre for Ocean Research Kiel, Kiel, Germany
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Markel U, Essani KD, Besirlioglu V, Schiffels J, Streit WR, Schwaneberg U. Advances in ultrahigh-throughput screening for directed enzyme evolution. Chem Soc Rev 2020; 49:233-262. [PMID: 31815263 DOI: 10.1039/c8cs00981c] [Citation(s) in RCA: 158] [Impact Index Per Article: 31.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Enzymes are versatile catalysts and their synthetic potential has been recognized for a long time. In order to exploit their full potential, enzymes often need to be re-engineered or optimized for a given application. (Semi-) rational design has emerged as a powerful means to engineer proteins, but requires detailed knowledge about structure function relationships. In turn, directed evolution methodologies, which consist of iterative rounds of diversity generation and screening, can improve an enzyme's properties with virtually no structural knowledge. Current diversity generation methods grant us access to a vast sequence space (libraries of >1012 enzyme variants) that may hide yet unexplored catalytic activities and selectivity. However, the time investment for conventional agar plate or microtiter plate-based screening assays represents a major bottleneck in directed evolution and limits the improvements that are obtainable in reasonable time. Ultrahigh-throughput screening (uHTS) methods dramatically increase the number of screening events per time, which is crucial to speed up biocatalyst design, and to widen our knowledge about sequence function relationships. In this review, we summarize recent advances in uHTS for directed enzyme evolution. We shed light on the importance of compartmentalization to preserve the essential link between genotype and phenotype and discuss how cells and biomimetic compartments can be applied to serve this function. Finally, we discuss how uHTS can inspire novel functional metagenomics approaches to identify natural biocatalysts for novel chemical transformations.
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Affiliation(s)
- Ulrich Markel
- Institute of Biotechnology, RWTH Aachen University, Worringer Weg 3, 52074 Aachen, Germany.
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Peculiarities and biotechnological potential of environmental adaptation by Geobacillus species. Appl Microbiol Biotechnol 2018; 102:10425-10437. [PMID: 30310966 DOI: 10.1007/s00253-018-9422-6] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2018] [Revised: 09/25/2018] [Accepted: 09/26/2018] [Indexed: 12/21/2022]
Abstract
The genus Geobacillus comprises thermophilic bacilli capable of endospore formation. The members of this genus provide thermostable proteins and can be used in whole cell applications at elevated temperatures; therefore, these organisms are of biotechnological importance. While these applications have been described in previous reviews, the present paper highlights the environmental adaptations and genome diversifications of Geobacillus spp. and their applications in evolutionary-protein engineering. Despite their obligate thermophilic properties, Geobacillus spp. are widely distributed in nature. Because several isolates demonstrate remarkable properties for cell reproduction in their respective niches, they seem to exist not only as endospores but also as vegetative cells in diverse environments. This suggests their excellence in environmental adaptation via genome diversification; in fact, evidence suggests that Geobacillus spp. were derived from Bacillus spp. while diversifying their genomes via horizontal gene transfer. Moreover, when subjected to an environmental stressor, Geobacillus spp. diversify their genomes using inductive mutations and transposable elements to produce derivative cells that are adaptive to the stressor. Notably, inductive mutations in Geobacillus spp. occur more rapidly and frequently than the stress-induced mutagenesis observed in other microorganisms. Owing to this, Geobacillus spp. can efficiently generate mutant genes coding for thermostable enzyme variants from the thermolabile enzyme genes under appropriate selection pressures. This phenomenon provides a new approach to generate thermostable enzymes, termed as thermoadaptation-directed enzyme evolution, thereby expanding the biotechnological potentials of Geobacillus spp. In this review, we have discussed this approach using successful examples and major challenges yet to be addressed.
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