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Fordjour E, Liu CL, Yang Y, Bai Z. Recent advances in lycopene and germacrene a biosynthesis and their role as antineoplastic drugs. World J Microbiol Biotechnol 2024; 40:254. [PMID: 38916754 DOI: 10.1007/s11274-024-04057-0] [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: 04/26/2024] [Accepted: 06/17/2024] [Indexed: 06/26/2024]
Abstract
Sesquiterpenes and tetraterpenes are classes of plant-derived natural products with antineoplastic effects. While plant extraction of the sesquiterpene, germacrene A, and the tetraterpene, lycopene suffers supply chain deficits and poor yields, chemical synthesis has difficulties in separating stereoisomers. This review highlights cutting-edge developments in producing germacrene A and lycopene from microbial cell factories. We then summarize the antineoplastic properties of β-elemene (a thermal product from germacrene A), sesquiterpene lactones (metabolic products from germacrene A), and lycopene. We also elaborate on strategies to optimize microbial-based germacrene A and lycopene production.
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Affiliation(s)
- Eric Fordjour
- The Key Laboratory of Industrial Biotechnology, School of Biotechnology, Ministry of Education, Jiangnan University, Wuxi, 214122, China
- National Engineering Research Center of Cereal Fermentation, and Food Biomanufacturing, Jiangnan University, 1800 Lihu Road, Wuxi, Jiangsu , 214122, China
- Jiangsu Provincial Research Centre for Bioactive Product Processing Technology, Jiangnan University, Wuxi, 214122, China
| | - Chun-Li Liu
- The Key Laboratory of Industrial Biotechnology, School of Biotechnology, Ministry of Education, Jiangnan University, Wuxi, 214122, China.
- National Engineering Research Center of Cereal Fermentation, and Food Biomanufacturing, Jiangnan University, 1800 Lihu Road, Wuxi, Jiangsu , 214122, China.
- Jiangsu Provincial Research Centre for Bioactive Product Processing Technology, Jiangnan University, Wuxi, 214122, China.
| | - Yankun Yang
- The Key Laboratory of Industrial Biotechnology, School of Biotechnology, Ministry of Education, Jiangnan University, Wuxi, 214122, China
- National Engineering Research Center of Cereal Fermentation, and Food Biomanufacturing, Jiangnan University, 1800 Lihu Road, Wuxi, Jiangsu , 214122, China
- Jiangsu Provincial Research Centre for Bioactive Product Processing Technology, Jiangnan University, Wuxi, 214122, China
| | - Zhonghu Bai
- The Key Laboratory of Industrial Biotechnology, School of Biotechnology, Ministry of Education, Jiangnan University, Wuxi, 214122, China
- National Engineering Research Center of Cereal Fermentation, and Food Biomanufacturing, Jiangnan University, 1800 Lihu Road, Wuxi, Jiangsu , 214122, China
- Jiangsu Provincial Research Centre for Bioactive Product Processing Technology, Jiangnan University, Wuxi, 214122, China
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Kumari S, Leon Magdaleno JS, Grewal RK, Narsing Rao MP, Rajjak Shaikh A, Cavallo L, Chawla M, Kumar M. High potential for biomass-degrading CAZymes revealed by pine forest soil metagenomics. J Biomol Struct Dyn 2023:1-12. [PMID: 37768075 DOI: 10.1080/07391102.2023.2262600] [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: 05/13/2023] [Accepted: 09/15/2023] [Indexed: 09/29/2023]
Abstract
The undisturbed environment in Netarhat, with its high levels of accumulated lignocellulosic biomass, presents an opportunity to identify microbes for biomass digestion. This study focuses on the bioprospecting of native soil microbes from the Netarhat forest in Jharkhand, India, with the potential for lignocellulosic substrate digestion. These biocatalysts could help overcome the bottleneck of biomass saccharification and reduce the overall cost of biofuel production, replacing harmful fossil fuels. The study used metagenomic analysis of pine forest soil via whole genome shotgun sequencing, revealing that most of the reads matched with the bacterial species, very low percentage of reads (0.1%) belongs to fungal species, with 13% of unclassified reads. Actinobacteria were found to be predominant among the bacterial species. MetaErg annotation identified 11,830 protein family genes and 2 metabolic marker genes in the soil samples. Based on the Carbohydrate Active EnZyme (CAZy) database, 3,996 carbohydrate enzyme families were identified, with family Glycosyl hydrolase (GH) dominating with 1,704 genes. Most observed GH families in the study were GH0, 3, 5, 6. 9, 12. 13, 15, 16, 39, 43, 57, and 97. Modelling analysis of a representative GH 43 gene suggested a strong affinity for cellulose than xylan. This study highlights the lignocellulosic digestion potential of the native microfauna of the lesser-known pine forest of Netarhat.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Sonam Kumari
- Department of Life Sciences, School of Natural Sciences, Central University of Jharkhand, Ranchi, Jharkhand, India
| | - Jorge S Leon Magdaleno
- Physical Sciences and Engineering Division, Kaust Catalysis Center, King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia
| | - Ravneet Kaur Grewal
- Department of Research and Innovation, STEMskills Research and Education Lab Private Limited, Faridabad, Haryana, India
| | - Manik Prabhu Narsing Rao
- Instituto de Ciencias Aplicadas, Facultad de Ingeniería, Universidad Autónoma de Chile, Sede Talca, Talca, Chile
| | - Abdul Rajjak Shaikh
- Department of Research and Innovation, STEMskills Research and Education Lab Private Limited, Faridabad, Haryana, India
| | - Luigi Cavallo
- Physical Sciences and Engineering Division, Kaust Catalysis Center, King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia
| | - Mohit Chawla
- Physical Sciences and Engineering Division, Kaust Catalysis Center, King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia
| | - Manoj Kumar
- Department of Life Sciences, School of Natural Sciences, Central University of Jharkhand, Ranchi, Jharkhand, India
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Partipilo M, Whittaker JJ, Pontillo N, Coenradij J, Herrmann A, Guskov A, Slotboom DJ. Biochemical and structural insight into the chemical resistance and cofactor specificity of the formate dehydrogenase from Starkeya novella. FEBS J 2023; 290:4238-4255. [PMID: 37213112 DOI: 10.1111/febs.16871] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Revised: 05/04/2023] [Accepted: 05/19/2023] [Indexed: 05/23/2023]
Abstract
Formate dehydrogenases (Fdhs) mediate the oxidation of formate to carbon dioxide and concomitant reduction of nicotinamide adenine dinucleotide (NAD+ ). The low cost of the substrate formate and importance of the product NADH as a cellular source of reducing power make this reaction attractive for biotechnological applications. However, the majority of Fdhs are sensitive to inactivation by thiol-modifying reagents. In this study, we report a chemically resistant Fdh (FdhSNO ) from the soil bacterium Starkeya novella strictly specific for NAD+ . We present its recombinant overproduction, purification and biochemical characterization. The mechanistic basis of chemical resistance was found to be a valine in position 255 (rather than a cysteine as in other Fdhs) preventing the inactivation by thiol-modifying compounds. To further improve the usefulness of FdhSNO as for generating reducing power, we rationally engineered the protein to reduce the coenzyme nicotinamide adenine dinucleotide phosphate (NADP+ ) with better catalytic efficiency than NAD+ . The single mutation D221Q enabled the reduction of NADP+ with a catalytic efficiency kCAT /KM of 0.4 s-1 ·mm-1 at 200 mm formate, while a quadruple mutant (A198G/D221Q/H379K/S380V) resulted in a fivefold increase in catalytic efficiency for NADP+ compared with the single mutant. We determined the cofactor-bound structure of the quadruple mutant to gain mechanistic evidence behind the improved specificity for NADP+ . Our efforts to unravel the key residues for the chemical resistance and cofactor specificity of FdhSNO may lead to wider use of this enzymatic group in a more sustainable (bio)manufacture of value-added chemicals, as for instance the biosynthesis of chiral compounds.
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Affiliation(s)
- Michele Partipilo
- Department of Biochemistry, Groningen Institute of Biomolecular Sciences & Biotechnology, University of Groningen, The Netherlands
| | - Jacob J Whittaker
- Department of Biochemistry, Groningen Institute of Biomolecular Sciences & Biotechnology, University of Groningen, The Netherlands
| | - Nicola Pontillo
- Department of Biochemistry, Groningen Institute of Biomolecular Sciences & Biotechnology, University of Groningen, The Netherlands
- Polymer Chemistry and Bioengineering, Zernike Institute for Advanced Materials, Groningen, The Netherlands
| | - Jelmer Coenradij
- Department of Biochemistry, Groningen Institute of Biomolecular Sciences & Biotechnology, University of Groningen, The Netherlands
| | - Andreas Herrmann
- Polymer Chemistry and Bioengineering, Zernike Institute for Advanced Materials, Groningen, The Netherlands
- DWI-Leibniz Institute for Interactive Materials, Aachen, Germany
- Institute of Technical and Macromolecular Chemistry, RWTH Aachen University, Germany
| | - Albert Guskov
- Department of Biochemistry, Groningen Institute of Biomolecular Sciences & Biotechnology, University of Groningen, The Netherlands
| | - Dirk Jan Slotboom
- Department of Biochemistry, Groningen Institute of Biomolecular Sciences & Biotechnology, University of Groningen, The Netherlands
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Soares-Castro P, Soares F, Reis F, Lino-Neto T, Santos PM. Bioprospection of the bacterial β-myrcene-biotransforming trait in the rhizosphere. Appl Microbiol Biotechnol 2023:10.1007/s00253-023-12650-w. [PMID: 37405434 PMCID: PMC10386936 DOI: 10.1007/s00253-023-12650-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2023] [Revised: 06/06/2023] [Accepted: 06/16/2023] [Indexed: 07/06/2023]
Abstract
The biocatalysis of β-myrcene into value-added compounds, with enhanced organoleptic/therapeutic properties, may be performed by resorting to specialized enzymatic machinery of β-myrcene-biotransforming bacteria. Few β-myrcene-biotransforming bacteria have been studied, limiting the diversity of genetic modules/catabolic pathways available for biotechnological research. In our model Pseudomonas sp. strain M1, the β-myrcene catabolic core-code was identified in a 28-kb genomic island (GI). The lack of close homologs of this β-myrcene-associated genetic code prompted a bioprospection of cork oak and eucalyptus rhizospheres, from 4 geographic locations in Portugal, to evaluate the environmental diversity and dissemination of the β-myrcene-biotransforming genetic trait (Myr+). Soil microbiomes were enriched in β-myrcene-supplemented cultures, from which β-myrcene-biotransforming bacteria were isolated, belonging to Alphaproteobacteria, Betaproteobacteria, Gammaproteobacteria, and Sphingobacteriia classes. From a panel of representative Myr+ isolates that included 7 bacterial genera, the production of β-myrcene derivatives previously reported in strain M1 was detected in Pseudomonas spp., Cupriavidus sp., Sphingobacterium sp., and Variovorax sp. A comparative genomics analysis against the genome of strain M1 found the M1-GI code in 11 new Pseudomonas genomes. Full nucleotide conservation of the β-myrcene core-code was observed throughout a 76-kb locus in strain M1 and all 11 Pseudomonas spp., resembling the structure of an integrative and conjugative element (ICE), despite being isolated from different niches. Furthermore, the characterization of isolates not harboring the Myr+-related 76-kb locus suggested that they may biotransform β-myrcene via alternative catabolic loci, being thereby a novel source of enzymes and biomolecule catalogue for biotechnological exploitation. KEY POINTS: • The isolation of 150 Myr+ bacteria hints the ubiquity of such trait in the rhizosphere. • The Myr+ trait is spread across different bacterial taxonomic classes. • The core-code for the Myr+ trait was detected in a novel ICE, only found in Pseudomonas spp.
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Affiliation(s)
- Pedro Soares-Castro
- CBMA - Centre of Molecular and Environmental Biology, University of Minho, Campus de Gualtar, Braga, Portugal
- Faculdade de Medicina, Instituto de Medicina Molecular, Universidade de Lisboa, Av. Prof. Egas Moniz, Lisbon, Portugal
| | - Filipa Soares
- CBMA - Centre of Molecular and Environmental Biology, University of Minho, Campus de Gualtar, Braga, Portugal
| | - Francisca Reis
- CBMA - Centre of Molecular and Environmental Biology, University of Minho, Campus de Gualtar, Braga, Portugal
| | - Teresa Lino-Neto
- CBMA - Centre of Molecular and Environmental Biology, University of Minho, Campus de Gualtar, Braga, Portugal
| | - Pedro M Santos
- CBMA - Centre of Molecular and Environmental Biology, University of Minho, Campus de Gualtar, Braga, Portugal.
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Singh N, Singh V, Singh MP. Microbial degradation of lignocellulosic biomass for bioenergy production: A metagenomic-based approach. BIOCATAL BIOTRANSFOR 2022. [DOI: 10.1080/10242422.2022.2056451] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Affiliation(s)
- Nidhi Singh
- Centre of Bioinformatics, University of Allahabad, Allahabad, India
- School of Biochemical Engineering, IIT (BHU), Varanasi, India
| | - Veer Singh
- Centre of Biotechnology, University of Allahabad, Allahabad, India
| | - Mohan P. Singh
- Centre of Biotechnology, University of Allahabad, Allahabad, India
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Vuong P, Wise MJ, Whiteley AS, Kaur P. Small investments with big returns: environmental genomic bioprospecting of microbial life. Crit Rev Microbiol 2022; 48:641-655. [PMID: 35100064 DOI: 10.1080/1040841x.2021.2011833] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Microorganisms and their natural products are major drivers of ecological processes and industrial applications. Microbial bioprospecting has been critical for the advancement in various fields such as pharmaceuticals, sustainable industries, food security and bioremediation. Next generation sequencing has been paramount in the exploration of diverse environmental microbiomes. It presents a culture-independent approach to investigating hitherto uncultured taxa, resulting in the creation of massive sequence databases, which are available in the public domain. Genome mining searches available (meta)genomic data for target biosynthetic genes, and combined with the large-scale public data, this in-silico bioprospecting method presents an efficient and extensive way to uncover microbial bioproducts. Bioinformatic tools have progressed to a stage where we can recover genomes from the environment; these metagenome-assembled genomes present a way to understand the metabolic capacity of microorganisms in a physiological and ecological context. Environmental sampling been extensive across various ecological settings, including microbiomes with unique physicochemical properties that could influence the discovery of novel functions and metabolic pathways. Although in-silico methods cannot completely substitute in-vitro studies, the contextual information it provides is invaluable for understanding the ecological and taxonomic distribution of microbial genotypes and to form effective strategies for future microbial bioprospecting efforts.
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Affiliation(s)
- Paton Vuong
- UWA School of Agriculture & Environment, University of Western Australia, Perth, Australia
| | - Michael J Wise
- School of Physics, Mathematics and Computing, University of Western Australia, Perth, Australia
| | - Andrew S Whiteley
- Centre for Environment & Life Sciences, Commonwealth Scientific and Industrial Research Organisation (CSIRO), Floreat, Australia
| | - Parwinder Kaur
- UWA School of Agriculture & Environment, University of Western Australia, Perth, Australia
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Filho JAF, Rosolen RR, Almeida DA, de Azevedo PHC, Motta MLL, Aono AH, dos Santos CA, Horta MAC, de Souza AP. Trends in biological data integration for the selection of enzymes and transcription factors related to cellulose and hemicellulose degradation in fungi. 3 Biotech 2021; 11:475. [PMID: 34777932 PMCID: PMC8548487 DOI: 10.1007/s13205-021-03032-y] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2021] [Accepted: 10/15/2021] [Indexed: 12/13/2022] Open
Abstract
Fungi are key players in biotechnological applications. Although several studies focusing on fungal diversity and genetics have been performed, many details of fungal biology remain unknown, including how cellulolytic enzymes are modulated within these organisms to allow changes in main plant cell wall compounds, cellulose and hemicellulose, and subsequent biomass conversion. With the advent and consolidation of DNA/RNA sequencing technology, different types of information can be generated at the genomic, structural and functional levels, including the gene expression profiles and regulatory mechanisms of these organisms, during degradation-induced conditions. This increase in data generation made rapid computational development necessary to deal with the large amounts of data generated. In this context, the origination of bioinformatics, a hybrid science integrating biological data with various techniques for information storage, distribution and analysis, was a fundamental step toward the current state-of-the-art in the postgenomic era. The possibility of integrating biological big data has facilitated exciting discoveries, including identifying novel mechanisms and more efficient enzymes, increasing yields, reducing costs and expanding opportunities in the bioprocess field. In this review, we summarize the current status and trends of the integration of different types of biological data through bioinformatics approaches for biological data analysis and enzyme selection.
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Affiliation(s)
- Jaire A. Ferreira Filho
- Center for Molecular Biology and Genetic Engineering (CBMEG), University of Campinas (UNICAMP), Campinas, SP Brazil
| | - Rafaela R. Rosolen
- Center for Molecular Biology and Genetic Engineering (CBMEG), University of Campinas (UNICAMP), Campinas, SP Brazil
| | - Deborah A. Almeida
- Center for Molecular Biology and Genetic Engineering (CBMEG), University of Campinas (UNICAMP), Campinas, SP Brazil
| | - Paulo Henrique C. de Azevedo
- Center for Molecular Biology and Genetic Engineering (CBMEG), University of Campinas (UNICAMP), Campinas, SP Brazil
| | - Maria Lorenza L. Motta
- Center for Molecular Biology and Genetic Engineering (CBMEG), University of Campinas (UNICAMP), Campinas, SP Brazil
| | - Alexandre H. Aono
- Center for Molecular Biology and Genetic Engineering (CBMEG), University of Campinas (UNICAMP), Campinas, SP Brazil
| | - Clelton A. dos Santos
- Center for Molecular Biology and Genetic Engineering (CBMEG), University of Campinas (UNICAMP), Campinas, SP Brazil
- Brazilian Biorenewables National Laboratory (LNBR), Brazilian Center for Research in Energy and Materials (CNPEM), Campinas, SP Brazil
| | - Maria Augusta C. Horta
- Center for Molecular Biology and Genetic Engineering (CBMEG), University of Campinas (UNICAMP), Campinas, SP Brazil
- Faculty of Pharmaceutical Sciences of Ribeirão Preto, University of São Paulo, Ribeirão Preto, SP Brazil
| | - Anete P. de Souza
- Center for Molecular Biology and Genetic Engineering (CBMEG), University of Campinas (UNICAMP), Campinas, SP Brazil
- Department of Plant Biology, Institute of Biology, UNICAMP, Universidade Estadual de Campinas, Campinas, SP 13083-875 Brazil
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Climatic Zone and Soil Properties Determine the Biodiversity of the Soil Bacterial Communities Associated to Native Plants from Desert Areas of North-Central Algeria. Microorganisms 2021; 9:microorganisms9071359. [PMID: 34201731 PMCID: PMC8303931 DOI: 10.3390/microorganisms9071359] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2021] [Revised: 06/16/2021] [Accepted: 06/17/2021] [Indexed: 12/15/2022] Open
Abstract
Algeria is the largest country in Africa characterized by semi-arid and arid sites, located in the North, and hypersaline zones in the center and South of the country. Several autochthonous plants are well known as medicinal plants, having in common tolerance to aridity, drought and salinity. In their natural environment, they live with a great amount of microbial species that altogether are indicated as plant microbiota, while the plants are now viewed as a “holobiont”. In this work, the microbiota of the soil associated to the roots of fourteen economically relevant autochthonous plants from Algeria have been characterized by an innovative metagenomic approach with a dual purpose: (i) to deepen the knowledge of the arid and semi-arid environment and (ii) to characterize the composition of bacterial communities associated with indigenous plants with a strong economic/commercial interest, in order to make possible the improvement of their cultivation. The results presented in this work highlighted specific signatures which are mainly determined by climatic zone and soil properties more than by the plant species.
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Pal S, Sengupta K. In silico analysis of phylogeny, structure, and function of arsenite oxidase from unculturable microbiome of arsenic contaminated soil. J Genet Eng Biotechnol 2021; 19:47. [PMID: 33779860 PMCID: PMC8006529 DOI: 10.1186/s43141-021-00146-x] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2020] [Accepted: 03/12/2021] [Indexed: 11/10/2022]
Abstract
Background Arsenite oxidase (EC 1.20.2.1) is a metalloenzyme that catalyzes the oxidation of arsenite into lesser toxic arsenate. In this study, 78 amino acid sequences of arsenite oxidase from unculturable bacteria available in metagenomic data of arsenic-contaminated soil have been characterized by using standard bioinformatics tools to investigate its phylogenetic relationships, three-dimensional structure and functional parameters. Results The phylogenetic relationship of all arsenite oxidase from unculturable microorganisms was revealed their closeness to bacterial order Rhizobiales. The higher aliphatic content showed that these enzymes are thermostable and could be used for in situ bioremediation. A representative protein from each phylogenetic cluster was analysed for secondary structure arrangements which indicated the presence of α-helices (~63%), β-sheets (57–60%) and turns (13–15%). The validated 3D models suggested that these proteins are hetero-dimeric with two chains whereas alpha chain is the main catalytic subunit which binds with arsenic oxides. Three representative protein models were deposited in Protein Model Database. The query enzymes were predicted with two conserved motifs, one is Rieske 3Fe-4S and the other is molybdopterin protein. Conclusions Computational analysis of protein interactome revealed the protein partners might be involved in the whole process of arsenic detoxification by Rhizobiales. The overall report is unique to the best of our knowledge, and the importance of this study is to understand the theoretical aspects of the structure and functions of arsenite oxidase in unculturable bacteria residing in arsenic-contaminated sites. Supplementary Information The online version contains supplementary material available at 10.1186/s43141-021-00146-x.
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Affiliation(s)
- Siddhartha Pal
- National Centre for Cell Science, Ganeshkhind, Pune, 411007, India
| | - Kriti Sengupta
- Bioenergy Group, Agharkar Research Institute, Gopal Ganesh Agarkar Road, Pune, 411004, India.
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Two-step functional screen on multiple proteinaceous substrates reveals temperature-robust proteases with a broad-substrate range. Appl Microbiol Biotechnol 2021; 105:3195-3209. [PMID: 33770243 PMCID: PMC8053189 DOI: 10.1007/s00253-021-11235-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2020] [Revised: 02/15/2021] [Accepted: 03/14/2021] [Indexed: 01/21/2023]
Abstract
Abstract To support the bio-based industry in development of environment-friendly processes and products, an optimal toolbox of biocatalysts is key. Although functional screen of (meta)genomic libraries may potentially contribute to identifying new enzymes, the discovery of new enzymes meeting industry compliance demands is still challenging. This is particularly noticeable in the case of proteases, for which the reports of metagenome-derived proteases with industrial applicability are surprisingly limited. Indeed, proteolytic clones have been typically assessed by its sole activity on casein or skim milk and limited to mild screening conditions. Here, we demonstrate the use of six industry-relevant animal and plant by-products, namely bone, feather, blood meals, gelatin, gluten, and zein, as complementary substrates in functional screens and show the utility of temperature as a screening parameter to potentially discover new broad-substrate range and robust proteases for the biorefinery industry. By targeting 340,000 clones from two libraries of pooled isolates of mesophilic and thermophilic marine bacteria and two libraries of microbial communities inhabiting marine environments, we identified proteases in four of eleven selected clones that showed activity against all substrates herein tested after prolonged incubation at 55 °C. Following sequencing, in silico analysis and recombinant expression in Escherichia coli, one functional protease, 58% identical at sequence level to previously reported homologs, was found to readily hydrolyze highly insoluble zein at temperatures up to 50 °C and pH 9–11. It is derived from a bacterial group whose ability to degrade zein was unknown. This study reports a two-step screen resulting in identification of a new marine metagenome-derived protease with zein-hydrolytic properties at common biomass processing temperatures that could be useful for the modern biorefinery industry. Key points • A two-step multi-substrate strategy for discovery of robust proteases. • Feasible approach for shortening enzyme optimization to industrial demands. • A new temperature-tolerant protease efficiently hydrolyzes insoluble zein. Supplementary Information The online version contains supplementary material available at 10.1007/s00253-021-11235-9.
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Ali R, Mehta P, Kyriaki Monou P, Arshad MS, Panteris E, Rasekh M, Singh N, Qutachi O, Wilson P, Tzetzis D, Chang MW, Fatouros DG, Ahmad Z. Electrospinning/electrospraying coatings for metal microneedles: A design of experiments (DOE) and quality by design (QbD) approach. Eur J Pharm Biopharm 2020; 156:20-39. [DOI: 10.1016/j.ejpb.2020.08.023] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2020] [Revised: 08/11/2020] [Accepted: 08/24/2020] [Indexed: 01/09/2023]
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Ma F, Guo T, Zhang Y, Bai X, Li C, Lu Z, Deng X, Li D, Kurabayashi K, Yang GY. An ultrahigh-throughput screening platform based on flow cytometric droplet sorting for mining novel enzymes from metagenomic libraries. Environ Microbiol 2020; 23:996-1008. [PMID: 32985743 DOI: 10.1111/1462-2920.15257] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2020] [Accepted: 09/26/2020] [Indexed: 11/27/2022]
Abstract
Uncultivable microbial communities provide enormous reservoirs of enzymes, but their experimental identification by functional metagenomics is challenging, mainly due to the difficulty of screening enormous metagenomic libraries. Here, we propose a reliable and convenient ultrahigh-throughput screening platform based on flow cytometric droplet sorting (FCDS). The FCDS platform employs water-in-oil-in-water double emulsion droplets serving as single-cell enzymatic micro-reactors and a commercially available flow cytometer, and it can efficiently isolate novel biocatalysts from metagenomic libraries by processing single cells as many as 108 per day. We demonstrated the power of this platform by screening a metagenomic library constructed from domestic running water samples. The FCDS assay screened 30 million micro-reactors in only 1 h, yielding a collection of esterase genes. Among these positive hits, Est WY was identified as a novel esterase with high catalytic efficiency and distinct evolutionary origin from other lipolytic enzymes. Our study manifests that the FCDS platform is a robust tool for functional metagenomics, with the potential to significantly improve the efficiency of exploring novel enzymes from nature.
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Affiliation(s)
- Fuqiang Ma
- CAS Key Lab of Bio-Medical Diagnostics, Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Sciences, Suzhou, Jiangsu, 215163, China
| | - Tianjie Guo
- CAS Key Lab of Bio-Medical Diagnostics, Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Sciences, Suzhou, Jiangsu, 215163, China
| | - Yifan Zhang
- CAS Key Lab of Bio-Medical Diagnostics, Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Sciences, Suzhou, Jiangsu, 215163, China
| | - Xue Bai
- State Key Laboratory of Microbial Metabolism, Joint International Research Laboratory of Metabolic and Developmental Sciences, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, 200240, China.,Institute of Food Science and Engineering, University of Shanghai for Science and Technology, Shanghai, 200093, China
| | - Changlong Li
- CAS Key Lab of Bio-Medical Diagnostics, Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Sciences, Suzhou, Jiangsu, 215163, China
| | - Zelin Lu
- CAS Key Lab of Bio-Medical Diagnostics, Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Sciences, Suzhou, Jiangsu, 215163, China
| | - Xi Deng
- State Key Laboratory of Microbial Metabolism, Joint International Research Laboratory of Metabolic and Developmental Sciences, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, 200240, China
| | - Daixi Li
- Institute of Food Science and Engineering, University of Shanghai for Science and Technology, Shanghai, 200093, China
| | - Katsuo Kurabayashi
- Department of Mechanical Engineering, University of Michigan, Ann Arbor, Michigan, 48109, USA.,Department of Electrical Engineering and Computer Science, University of Michigan, Ann Arbor, Michigan, 48109, USA
| | - Guang-Yu Yang
- State Key Laboratory of Microbial Metabolism, Joint International Research Laboratory of Metabolic and Developmental Sciences, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, 200240, China
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Khan AL, Asaf S, M. Abed RM, Ning Chai Y, N. Al-Rawahi A, Mohanta TK, Al-Rawahi A, Schachtman DP, Al-Harrasi A. Rhizosphere Microbiome of Arid Land Medicinal Plants and Extra Cellular Enzymes Contribute to Their Abundance. Microorganisms 2020; 8:microorganisms8020213. [PMID: 32033333 PMCID: PMC7074696 DOI: 10.3390/microorganisms8020213] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2019] [Revised: 01/30/2020] [Accepted: 02/01/2020] [Indexed: 02/07/2023] Open
Abstract
Revealing the unexplored rhizosphere microbiome of plants in arid environments can help in understanding their interactions between microbial communities and plants during harsh growth conditions. Here, we report the first investigation of rhizospheric fungal and bacterial communities of Adenium obesum, Aloe dhufarensis and Cleome austroarabica using next-generation sequencing approaches. A. obesum and A. dhufarensis grows in dry tropical and C. austroarabica in arid conditions of Arabian Peninsula. The results indicated the presence of 121 fungal and 3662 bacterial operational taxonomic units (OTUs) whilst microbial diversity was significantly high in the rhizosphere of A. obesum and A. dhufarensis and low in C. austroarabica. Among fungal phyla, Ascomycota and Basidiomycota were abundantly associated within rhizospheres of all three plants. However, Mucoromycota was only present in the rhizospheres of A. obesum and A. dhufarensis, suggesting a variation in fungal niche on the basis of host and soil types. In case of bacterial communities, Actinobacteria, Proteobacteria, Bacteroidetes, Planctomycetes, Acidobacteria, and Verrucomicrobia were predominant microbial phyla. These results demonstrated varying abundances of microbial structure across different hosts and locations in arid environments. Rhizosphere’s extracellular enzymes analysis revealed varying quantities, where, glucosidase, cellulase, esterase, and 1-aminocyclopropane-1-carboxylate deaminase were significantly higher in the rhizosphere of A. dhufarensis, while phosphatase and indole-acetic acid were highest in the rhizosphere of A. obesum. In conclusion, current findings usher for the first time the core microbial communities in the rhizospheric regions of three arid plants that vary greatly with location, host and soil conditions, and suggest the presence of extracellular enzymes could help in maintaining plant growth during the harsh environmental conditions.
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Affiliation(s)
- Abdul Latif Khan
- Natural and Medical Sciences Research Centre, University of Nizwa, Nizwa 616, Sultanate of Oman; (S.A.); (A.N.A.-R.); (T.K.M.); (A.A.-R.)
- Correspondence: (A.L.K.); (A.A.-H.)
| | - Sajjad Asaf
- Natural and Medical Sciences Research Centre, University of Nizwa, Nizwa 616, Sultanate of Oman; (S.A.); (A.N.A.-R.); (T.K.M.); (A.A.-R.)
| | - Raeid M. M. Abed
- Sultan Qaboos University, College of Science, Biology Department, Muscat 123, Sultanate of Oman;
| | - Yen Ning Chai
- Department of Agronomy and Horticulture and Centre for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, NE 68588, USA; (Y.N.C.); (D.P.S.)
| | - Ahmed N. Al-Rawahi
- Natural and Medical Sciences Research Centre, University of Nizwa, Nizwa 616, Sultanate of Oman; (S.A.); (A.N.A.-R.); (T.K.M.); (A.A.-R.)
| | - Tapan Kumar Mohanta
- Natural and Medical Sciences Research Centre, University of Nizwa, Nizwa 616, Sultanate of Oman; (S.A.); (A.N.A.-R.); (T.K.M.); (A.A.-R.)
| | - Ahmed Al-Rawahi
- Natural and Medical Sciences Research Centre, University of Nizwa, Nizwa 616, Sultanate of Oman; (S.A.); (A.N.A.-R.); (T.K.M.); (A.A.-R.)
| | - Daniel P. Schachtman
- Department of Agronomy and Horticulture and Centre for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, NE 68588, USA; (Y.N.C.); (D.P.S.)
| | - Ahmed Al-Harrasi
- Natural and Medical Sciences Research Centre, University of Nizwa, Nizwa 616, Sultanate of Oman; (S.A.); (A.N.A.-R.); (T.K.M.); (A.A.-R.)
- Correspondence: (A.L.K.); (A.A.-H.)
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14
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Boyko KM, Kryukova MV, Petrovskaya LE, Nikolaeva AY, Korzhenevsky DA, Novototskaya-Vlasova KA, Rivkina EM, Dolgikh DA, Kirpichnikov MP, Popov VO. Crystal structure of PMGL2 esterase from the hormone-sensitive lipase family with GCSAG motif around the catalytic serine. PLoS One 2020; 15:e0226838. [PMID: 31990908 PMCID: PMC6986724 DOI: 10.1371/journal.pone.0226838] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2019] [Accepted: 12/05/2019] [Indexed: 12/26/2022] Open
Abstract
Lipases comprise a large class of hydrolytic enzymes which catalyze the cleavage of the ester bonds in triacylglycerols and find numerous biotechnological applications. Previously, we have cloned the gene coding for a novel esterase PMGL2 from a Siberian permafrost metagenomic DNA library. We have determined the 3D structure of PMGL2 which belongs to the hormone-sensitive lipase (HSL) family and contains a new variant of the active site motif, GCSAG. Similar to many other HSLs, PMGL2 forms dimers in solution and in the crystal. Our results demonstrated that PMGL2 and structurally characterized members of the GTSAG motif subfamily possess a common dimerization interface that significantly differs from that of members of the GDSAG subfamily of known structure. Moreover, PMGL2 had a unique organization of the active site cavity with significantly different topology compared to the other lipolytic enzymes from the HSL family with known structure including the distinct orientation of the active site entrances within the dimer and about four times larger size of the active site cavity. To study the role of the cysteine residue in GCSAG motif of PMGL2, the catalytic properties and structure of its double C173T/C202S mutant were examined and found to be very similar to the wild type protein. The presence of the bound PEG molecule in the active site of the mutant form allowed for precise mapping of the amino acid residues forming the substrate cavity.
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Affiliation(s)
- Konstantin M. Boyko
- Department of Enzyme Engineering, Bach Institute of Biochemistry, Research Center of Biotechnology of the Russian Academy of Sciences, Moscow, Russia
| | - Marya V. Kryukova
- Kurchatov Complex of NBICS-technologies, National Research Centre "Kurchatov Institute", Moscow, Russia
| | - Lada E. Petrovskaya
- Department of Bioengineering, Shemyakin & Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences, Moscow, Russia
| | - Alena Y. Nikolaeva
- Kurchatov Complex of NBICS-technologies, National Research Centre "Kurchatov Institute", Moscow, Russia
| | - Dmitry A. Korzhenevsky
- Kurchatov Complex of NBICS-technologies, National Research Centre "Kurchatov Institute", Moscow, Russia
| | - Ksenia A. Novototskaya-Vlasova
- Laboratory of Soil Cryology, Institute of Physicochemical and Biological Problems in Soil Science, Russian Academy of Sciences, Pushchino, Moscow Region, Russia
| | - Elizaveta M. Rivkina
- Laboratory of Soil Cryology, Institute of Physicochemical and Biological Problems in Soil Science, Russian Academy of Sciences, Pushchino, Moscow Region, Russia
| | - Dmitry A. Dolgikh
- Department of Bioengineering, Shemyakin & Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences, Moscow, Russia
- Department of Biology, M.V. Lomonosov Moscow State University, Moscow, Russia
| | - Mikhail P. Kirpichnikov
- Department of Bioengineering, Shemyakin & Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences, Moscow, Russia
- Department of Biology, M.V. Lomonosov Moscow State University, Moscow, Russia
| | - Vladimir O. Popov
- Department of Enzyme Engineering, Bach Institute of Biochemistry, Research Center of Biotechnology of the Russian Academy of Sciences, Moscow, Russia
- Kurchatov Complex of NBICS-technologies, National Research Centre "Kurchatov Institute", Moscow, Russia
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15
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Attwood GT, Wakelin SA, Leahy SC, Rowe S, Clarke S, Chapman DF, Muirhead R, Jacobs JME. Applications of the Soil, Plant and Rumen Microbiomes in Pastoral Agriculture. Front Nutr 2019; 6:107. [PMID: 31380386 PMCID: PMC6646666 DOI: 10.3389/fnut.2019.00107] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2019] [Accepted: 06/27/2019] [Indexed: 12/14/2022] Open
Abstract
The production of dairy, meat, and fiber by ruminant animals relies on the biological processes occurring in soils, forage plants, and the animals' rumens. Each of these components has an associated microbiome, and these have traditionally been viewed as distinct ecosystems. However, these microbiomes operate under similar ecological principles and are connected via water, energy flows, and the carbon and nitrogen nutrient cycles. Here, we summarize the microbiome research that has been done in each of these three environments (soils, forage plants, animals' rumen) and investigate what additional benefits may be possible through understanding the interactions between the various microbiomes. The challenge for future research is to enhance microbiome function by appropriate matching of plant and animal genotypes with the environment to improve the output and environmental sustainability of pastoral agriculture.
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Affiliation(s)
| | | | | | - Suzanne Rowe
- Animal Science, AgResearch, Invermay, New Zealand
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16
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Calderon D, Peña L, Suarez A, Villamil C, Ramirez-Rojas A, Anzola JM, García-Betancur JC, Cepeda ML, Uribe D, Del Portillo P, Mongui A. Recovery and functional validation of hidden soil enzymes in metagenomic libraries. Microbiologyopen 2019; 8:e00572. [PMID: 30851083 PMCID: PMC6460280 DOI: 10.1002/mbo3.572] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2017] [Revised: 11/01/2017] [Accepted: 11/09/2017] [Indexed: 11/10/2022] Open
Abstract
The vast microbial diversity on the planet represents an invaluable source for identifying novel activities with potential industrial and therapeutic application. In this regard, metagenomics has emerged as a group of strategies that have significantly facilitated the analysis of DNA from multiple environments and has expanded the limits of known microbial diversity. However, the functional characterization of enzymes, metabolites, and products encoded by diverse microbial genomes is limited by the inefficient heterologous expression of foreign genes. We have implemented a pipeline that combines NGS and Sanger sequencing as a way to identify fosmids within metagenomic libraries. This strategy facilitated the identification of putative proteins, subcloning of targeted genes and preliminary characterization of selected proteins. Overall, the in silico approach followed by the experimental validation allowed us to efficiently recover the activity of previously hidden enzymes derived from agricultural soil samples. Therefore, the methodology workflow described herein can be applied to recover activities encoded by environmental DNA from multiple sources.
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Affiliation(s)
- Dayana Calderon
- Molecular Biotechnology Research Group, Corporación CorpoGen, Bogotá, Colombia
| | - Luis Peña
- Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Friedrich-Schiller Universität, Jena, Germany
| | - Angélica Suarez
- Molecular Biotechnology Research Group, Corporación CorpoGen, Bogotá, Colombia
| | - Carolina Villamil
- Molecular Biotechnology Research Group, Corporación CorpoGen, Bogotá, Colombia
| | - Adan Ramirez-Rojas
- Molecular Biotechnology Research Group, Corporación CorpoGen, Bogotá, Colombia
| | - Juan M Anzola
- Computational Biology, Corporación CorpoGen, Bogotá, Colombia
| | | | - Martha L Cepeda
- Molecular Biotechnology Research Group, Corporación CorpoGen, Bogotá, Colombia
| | - Daniel Uribe
- Biotechnology Institute, Universidad Nacional de Colombia, Bogotá, Colombia
| | | | - Alvaro Mongui
- Molecular Biotechnology Research Group, Corporación CorpoGen, Bogotá, Colombia.,Department of Biological Sciences, Universidad de los Andes, Bogotá, Colombia
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17
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Istvan P, Souza AA, Garay AV, Dos Santos DFK, de Oliveira GM, Santana RH, Lopes FAC, de Freitas SM, Barbosa JARG, Krüger RH. Structural and functional characterization of a novel lipolytic enzyme from a Brazilian Cerrado soil metagenomic library. Biotechnol Lett 2018; 40:1395-1406. [PMID: 30062528 DOI: 10.1007/s10529-018-2598-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2018] [Accepted: 07/25/2018] [Indexed: 11/26/2022]
Abstract
OBJECTIVE To isolate putative lipase enzymes by screening a Cerrado soil metagenomic library with novel features. RESULTS Of 6720 clones evaluated, Clone W (10,000 bp) presented lipolytic activity and four predicted coding sequences, one of them LipW. Characterization of a predicted esterase/lipase, LipW, showed 28% sequence identity with an arylesterase from Pseudomonas fluorescens (pdb|3HEA) from protein database (PDB). Phylogenetic analysis showed LipW clustered with family V lipases; however, LipW was clustered in different subclade belonged to family V, suggesting a different subgroup of family V. In addition, LipW presented a difference in family V GH motif, a glycine replaced by a serine in GH motif. Estimated molecular weight and stokes radius values of LipW were 29,338.67-29,411.98 Da and 2.58-2.83 nm, respectively. Optimal enzyme activity was observed at pH 9.0-9.5 and at 40 °C. Circular dichroism analysis estimated secondary structures percentages as approximately 45% α-helix and 15% β-sheet, consistent with the 3D structure predicted by homology. CONCLUSION Our results demonstrate the isolation of novel family V lipolytic enzyme with biotechnological applications from a metagenomic library.
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Affiliation(s)
- Paula Istvan
- Laboratório de Enzimologia, Departamento de Biologia Celular, Instituto Central de Ciências Sul, Universidade de Brasília - UnB, Brasília, DF, 700910-900, Brazil
| | - Amanda Araújo Souza
- Laboratório de Biofísica, Departamento de Biologia Celular, Universidade de Brasília, Brasília, DF, Brazil
| | - Aisel Valle Garay
- Laboratório de Biofísica, Departamento de Biologia Celular, Universidade de Brasília, Brasília, DF, Brazil
| | - Debora Farage Knupp Dos Santos
- Laboratório de Enzimologia, Departamento de Biologia Celular, Instituto Central de Ciências Sul, Universidade de Brasília - UnB, Brasília, DF, 700910-900, Brazil
| | - Gideane Mendes de Oliveira
- Laboratório de Biofísica, Departamento de Biologia Celular, Universidade de Brasília, Brasília, DF, Brazil
| | | | - Fabyano Alvares Cardoso Lopes
- Laboratório de Enzimologia, Departamento de Biologia Celular, Instituto Central de Ciências Sul, Universidade de Brasília - UnB, Brasília, DF, 700910-900, Brazil
| | - Sonia Maria de Freitas
- Laboratório de Biofísica, Departamento de Biologia Celular, Universidade de Brasília, Brasília, DF, Brazil
| | | | - Ricardo Henrique Krüger
- Laboratório de Enzimologia, Departamento de Biologia Celular, Instituto Central de Ciências Sul, Universidade de Brasília - UnB, Brasília, DF, 700910-900, Brazil.
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18
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Lee MH, Khan R, Tao W, Choi K, Lee SY, Lee JW, Hwang EC, Lee SW. Soil metagenome-derived 3-hydroxypalmitic acid methyl ester hydrolases suppress extracellular polysaccharide production in Ralstonia solanacearum. J Biotechnol 2018; 270:30-38. [PMID: 29407418 DOI: 10.1016/j.jbiotec.2018.01.023] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2017] [Revised: 01/30/2018] [Accepted: 01/31/2018] [Indexed: 10/18/2022]
Abstract
Autoinducers are indispensable for bacterial cell-cell communication. However, due to the reliance on culture-based techniques, few autoinducer-hydrolyzing enzymes are known. In this study, we characterized soil metagenome-derived unique enzymes capable of hydrolyzing 3-hydroxypalmitic acid methyl ester (3-OH PAME), an autoinducer of the plant pathogenic bacterium Ralstonia solanacearum. Among 146 candidate lipolytic clones from a soil metagenome library, 4 unique enzymes capable of hydrolyzing the autoinducer 3-OH PAME, termed ELP86, ELP96, ELP104, and EstDL33, were selected and characterized. Phylogenetic analysis revealed that metagenomic enzymes were novel esterase/lipase candidates as they clustered as novel subfamilies of family I, V, X, and family XI. The purified enzymes displayed various levels of hydrolytic activities towards 3-OH PAME with optimum activity at 40-50 °C and pH 7-10. Interestingly, ELP104 also displayed N-(3-oxohexanoyl)-L-homoserine lactone hydrolysis activity. Heterologous expression of the gene encoding 3-OH PAME hydrolase in R. solanacearum significantly decreased exopolysaccharide production without affecting bacterial growth. mRNA transcription analysis revealed that genes regulated by quorum-sensing, such as phcA and xpsR, were significantly down-regulated in the stationary growth phase of R. solanacearum. Therefore, metagenomic enzymes are capable of quorum-quenching by hydrolyzing the autoinducer 3-OH PAME, which could be used as a biocontrol strategy against bacterial wilt.
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Affiliation(s)
- Myung Hwan Lee
- Department of Applied Bioscience, Dong-A University, Busan 49315, Republic of Korea
| | - Raees Khan
- Department of Applied Bioscience, Dong-A University, Busan 49315, Republic of Korea
| | - Weixin Tao
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery, Wuhan University, Wuhan, 430072, China
| | - Kihyuck Choi
- Department of Applied Bioscience, Dong-A University, Busan 49315, Republic of Korea
| | - Seung Yeup Lee
- Department of Applied Bioscience, Dong-A University, Busan 49315, Republic of Korea
| | - Jae Wook Lee
- Department of Chemistry, Dong-A University, Busan 49315, Republic of Korea
| | - Eul Chul Hwang
- Department of Applied Bioscience, Dong-A University, Busan 49315, Republic of Korea
| | - Seon-Woo Lee
- Department of Applied Bioscience, Dong-A University, Busan 49315, Republic of Korea.
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19
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Katzke N, Knapp A, Loeschcke A, Drepper T, Jaeger KE. Novel Tools for the Functional Expression of Metagenomic DNA. Methods Mol Biol 2017; 1539:159-196. [PMID: 27900689 DOI: 10.1007/978-1-4939-6691-2_10] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
Functional expression of genes from metagenomic libraries is limited by various factors including inefficient transcription and/or translation of target genes as well as improper folding and assembly of the corresponding proteins caused by the lack of appropriate chaperones and cofactors. It is now well accepted that the use of different expression hosts of distinct phylogeny and physiology can dramatically increase the rate of success. In the following chapter, we therefore describe tools and protocols allowing for the comparative heterologous expression of genes in five bacterial expression hosts, namely Escherichia coli, Pseudomonas putida, Bacillus subtilis, Burkholderia glumae, and Rhodobacter capsulatus. Different broad-host-range shuttle vectors are described that allow activity-based screening of metagenomic DNA in these bacteria. Furthermore, we describe the newly developed transfer-and-expression system TREX which comprises genetic elements essential to allow for expression of large clusters of functionally coupled genes in different microbial species.
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Affiliation(s)
- Nadine Katzke
- Institute of Molecular Enzyme Technology, Forschungszentrum Jülich GmbH, Heinrich-Heine-University Düsseldorf, 52426, Jülich, Germany
| | - Andreas Knapp
- Institute of Molecular Enzyme Technology, Forschungszentrum Jülich GmbH, Heinrich-Heine-University Düsseldorf, 52426, Jülich, Germany
| | - Anita Loeschcke
- Institute of Molecular Enzyme Technology, Forschungszentrum Jülich GmbH, Heinrich-Heine-University Düsseldorf, 52426, Jülich, Germany
| | - Thomas Drepper
- Institute of Molecular Enzyme Technology, Forschungszentrum Jülich GmbH, Heinrich-Heine-University Düsseldorf, 52426, Jülich, Germany
| | - Karl-Erich Jaeger
- Institute of Molecular Enzyme Technology, Forschungszentrum Jülich GmbH, Heinrich-Heine-University Düsseldorf, 52426, Jülich, Germany.
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20
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Adu-Oppong B, Gasparrini AJ, Dantas G. Genomic and functional techniques to mine the microbiome for novel antimicrobials and antimicrobial resistance genes. Ann N Y Acad Sci 2016; 1388:42-58. [PMID: 27768825 DOI: 10.1111/nyas.13257] [Citation(s) in RCA: 35] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2016] [Revised: 08/16/2016] [Accepted: 08/22/2016] [Indexed: 02/07/2023]
Abstract
Microbial communities contain diverse bacteria that play important roles in every environment. Advances in sequencing and computational methodologies over the past decades have illuminated the phylogenetic and functional diversity of microbial communities from diverse habitats. Among the activities encoded in microbiomes are the abilities to synthesize and resist small molecules, yielding antimicrobial activity. These functions are of particular interest when viewed in light of the public health emergency posed by the increase in clinical antimicrobial resistance and the dwindling antimicrobial discovery and approval pipeline, and given the intimate ecological and evolutionary relationship between antimicrobial biosynthesis and resistance. Here, we review genomic and functional methods that have been developed for accessing the antimicrobial biosynthesis and resistance capacity of microbiomes and highlight outstanding examples of their applications.
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Affiliation(s)
- Boahemaa Adu-Oppong
- Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St. Louis, Missouri
| | - Andrew J Gasparrini
- Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St. Louis, Missouri
| | - Gautam Dantas
- Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St. Louis, Missouri.,Department of Pathology & Immunology, Washington University School of Medicine, St. Louis, Missouri.,Department of Biomedical Engineering, Washington University in St. Louis, St. Louis, Missouri.,Department of Molecular Microbiology, Washington University School of Medicine, St. Louis, Missouri
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21
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Villamil C, Del Portillo P, Monguí A. Clonación, expresión y caracterización de una nueva esterasa derivada de metagenomas de suelos agrícolas colombianos. REVISTA COLOMBIANA DE BIOTECNOLOGÍA 2016. [DOI: 10.15446/rev.colomb.biote.v18n2.61520] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Abstract
El presente trabajo tuvo como objetivo la bioprospección de ADN metagenómico derivado de comunidades microbianas asociadas a un agroecosistema de importancia nacional. Este análisis permitió realizar la producción, expresión, purificación y caracterización de una enzima novedosa con actividad esterasa. Esta enzima, denominada LipM, había sido previamente identificada en clones metagenómicos derivados de suelos dedicados al cultivo de papa criolla (Solanum pureja), mediante secuencia de nueva generación y análisis bioinformáticos. La secuencia codificante de la enzima fue clonada en el vector pBADgiii y expresada en E. coli como sistema de expresión, lo que permitió optimizar el proceso de producción recombinante y su posterior purificación.Funcionalmente la enzima presentó una mayor afinidad por sustratos de p-nitrofenil con ácidos grasos de cadena corta (<C8). LipM mostró completa funcionalidad a temperaturas entre 30 – 37 ºC y en valores de pH cercanos al fisiológico (entre 7.0 y 8.0). Igualmente, esta enzima exhibió buena estabilidad en presencia de varios iones metálicos, inhibidores y 0.1% (p/v) de SDS. Su alto nivel de estabilidad en presencia de iones metálicos e inhibidores, así como su particular especificidad en cuanto a sustratos, la hacen una enzima óptima para utilización en diferentes aplicaciones biotecnológicas.Palabras clave: metagenómica, enzima esterasa, caracterización, suelos, Lipasa/esterasa
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22
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Metagenomic discovery of novel enzymes and biosurfactants in a slaughterhouse biofilm microbial community. Sci Rep 2016; 6:27035. [PMID: 27271534 PMCID: PMC4897644 DOI: 10.1038/srep27035] [Citation(s) in RCA: 43] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2016] [Accepted: 05/04/2016] [Indexed: 12/02/2022] Open
Abstract
DNA derived from environmental samples is a rich source of novel bioactive molecules. The choice of the habitat to be sampled predefines the properties of the biomolecules to be discovered due to the physiological adaptation of the microbial community to the prevailing environmental conditions. We have constructed a metagenomic library in Escherichia coli DH10b with environmental DNA (eDNA) isolated from the microbial community of a slaughterhouse drain biofilm consisting mainly of species from the family Flavobacteriaceae. By functional screening of this library we have identified several lipases, proteases and two clones (SA343 and SA354) with biosurfactant and hemolytic activities. Sequence analysis of the respective eDNA fragments and subsequent structure homology modelling identified genes encoding putative N-acyl amino acid synthases with a unique two-domain organisation. The produced biosurfactants were identified by NMR spectroscopy as N-acyltyrosines with N-myristoyltyrosine as the predominant species. Critical micelle concentration and reduction of surface tension were similar to those of chemically synthesised N-myristoyltyrosine. Furthermore, we showed that the newly isolated N-acyltyrosines exhibit antibiotic activity against various bacteria. This is the first report describing the successful application of functional high-throughput screening assays for the identification of biosurfactant producing clones within a metagenomic library.
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23
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Itoh N, Kazama M, Takeuchi N, Isotani K, Kurokawa J. Gene-specific amplicons from metagenomes as an alternative to directed evolution for enzyme screening: a case study using phenylacetaldehyde reductases. FEBS Open Bio 2016; 6:566-75. [PMID: 27419059 PMCID: PMC4887972 DOI: 10.1002/2211-5463.12067] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2016] [Revised: 03/20/2016] [Accepted: 04/05/2016] [Indexed: 02/02/2023] Open
Abstract
Screening gene‐specific amplicons from metagenomes (S‐GAM) is a highly promising technique for the isolation of genes encoding enzymes for biochemical and industrial applications. From metagenomes, we isolated phenylacetaldehyde reductase (par) genes, which code for an enzyme that catalyzes the production of various Prelog's chiral alcohols. Nearly full‐length par genes were amplified by PCR from metagenomic DNA, the products of which were fused with engineered par sequences at both terminal regions of the expression vector to ensure proper expression and then used to construct Escherichia coli plasmid libraries. Sequence‐ and activity‐based screening of these libraries identified different homologous par genes, Hpar‐001 to ‐036, which shared more than 97% amino acid sequence identity with PAR. Comparative characterization of these active homologs revealed a wide variety of enzymatic properties including activity, substrate specificity, and thermal stability. Moreover, amino acid substitutions in these genes coincided with those of Sar268 and Har1 genes, which were independently engineered by error‐prone PCR to exhibit increased activity in the presence of concentrated 2‐propanol. The comparative data from both approaches suggest that sequence information from homologs isolated from metagenomes is quite useful for enzyme engineering. Furthermore, by examining the GAM‐based sequence dataset derived from soil metagenomes, we easily found amino acid substitutions that increase the thermal stability of PAR/PAR homologs. Thus, GAM‐based approaches can provide not only useful homologous enzymes but also an alternative to directed evolution methodologies.
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Affiliation(s)
- Nobuya Itoh
- Biotechnology Research Center and Department of Biotechnology Toyama Prefectural University Imizu Toyama Japan
| | - Miki Kazama
- Biotechnology Research Center and Department of Biotechnology Toyama Prefectural University Imizu Toyama Japan
| | - Nami Takeuchi
- Biotechnology Research Center and Department of Biotechnology Toyama Prefectural University Imizu Toyama Japan
| | - Kentaro Isotani
- Biotechnology Research Center and Department of Biotechnology Toyama Prefectural University Imizu Toyama Japan
| | - Junji Kurokawa
- Biotechnology Research Center and Department of Biotechnology Toyama Prefectural University Imizu Toyama Japan
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Cid FP, Rilling JI, Graether SP, Bravo LA, Mora MDLL, Jorquera MA. Properties and biotechnological applications of ice-binding proteins in bacteria. FEMS Microbiol Lett 2016; 363:fnw099. [PMID: 27190285 DOI: 10.1093/femsle/fnw099] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/12/2016] [Indexed: 01/04/2023] Open
Abstract
Ice-binding proteins (IBPs), such as antifreeze proteins (AFPs) and ice-nucleating proteins (INPs), have been described in diverse cold-adapted organisms, and their potential applications in biotechnology have been recognized in various fields. Currently, both IBPs are being applied to biotechnological processes, primarily in medicine and the food industry. However, our knowledge regarding the diversity of bacterial IBPs is limited; few studies have purified and characterized AFPs and INPs from bacteria. Phenotypically verified IBPs have been described in members belonging to Gammaproteobacteria, Actinobacteria and Flavobacteriia classes, whereas putative IBPs have been found in Gammaproteobacteria, Alphaproteobacteria and Bacilli classes. Thus, the main goal of this minireview is to summarize the current information on bacterial IBPs and their application in biotechnology, emphasizing the potential application in less explored fields such as agriculture. Investigations have suggested the use of INP-producing bacteria antagonists and AFPs-producing bacteria (or their AFPs) as a very attractive strategy to prevent frost damages in crops. UniProt database analyses of reported IBPs (phenotypically verified) and putative IBPs also show the limited information available on bacterial IBPs and indicate that major studies are required.
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Affiliation(s)
- Fernanda P Cid
- Programa de Doctorado en Ciencias de Recursos Naturales, Universidad de La Frontera, Temuco 4811230, Chile
| | - Joaquín I Rilling
- Programa de Doctorado en Ciencias de Recursos Naturales, Universidad de La Frontera, Temuco 4811230, Chile
| | - Steffen P Graether
- Department of Molecular and Cellular Biology, University of Guelph, Guelph, Ontario N1G 2W1, Canada
| | - Leon A Bravo
- Center of Plant, Soil Interaction and Natural Resources Biotechnology, Scientific and Technological Bioresource Nucleus, Universidad de La Frontera, Temuco 4811230, Chile Departamento de Ciencias Agronómicas y Recursos Naturales, Facultad de Ciencias Agropecuarias y Forestales, Universidad de la Frontera, Temuco 4811230, Chile
| | - María de La Luz Mora
- Center of Plant, Soil Interaction and Natural Resources Biotechnology, Scientific and Technological Bioresource Nucleus, Universidad de La Frontera, Temuco 4811230, Chile
| | - Milko A Jorquera
- Center of Plant, Soil Interaction and Natural Resources Biotechnology, Scientific and Technological Bioresource Nucleus, Universidad de La Frontera, Temuco 4811230, Chile
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25
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Petrovskaya LE, Novototskaya-Vlasova KA, Spirina EV, Durdenko EV, Lomakina GY, Zavialova MG, Nikolaev EN, Rivkina EM. Expression and characterization of a new esterase with GCSAG motif from a permafrost metagenomic library. FEMS Microbiol Ecol 2016; 92:fiw046. [PMID: 26929439 DOI: 10.1093/femsec/fiw046] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/24/2016] [Indexed: 11/14/2022] Open
Abstract
As a result of construction and screening of a metagenomic library prepared from a permafrost-derived microcosm, we have isolated a novel gene coding for a putative lipolytic enzyme that belongs to the hormone-sensitive lipase family. It encodes a polypeptide of 343 amino acid residues whose amino acid sequence displays maximum likelihood with uncharacterized proteins from Sphingomonas species. A putative catalytic serine residue of PMGL2 resides in a new variant of a recently discovered GTSAG sequence in which a Thr residue is replaced by a Cys residue (GCSAG). The recombinant PMGL2 was produced in Escherichia coli cells and purified by Ni-affinity chromatography. The resulting protein preferably utilizes short-chain p-nitrophenyl esters (C4 and C8) and therefore is an esterase. It possesses maximum activity at 45°C in slightly alkaline conditions and has limited thermostability at higher temperatures. Activity of PMGL2 is stimulated in the presence of 0.25-1.5 M NaCl indicating the good salt tolerance of the new enzyme. Mass spectrometric analysis demonstrated that N-terminal methionine in PMGL2 is processed and cysteine residues do not form a disulfide bond. The results of the study demonstrate the significance of the permafrost environment as a unique genetic reservoir and its potential for metagenomic exploration.
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Affiliation(s)
- Lada E Petrovskaya
- Shemyakin & Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences, ul. Miklukho-Maklaya, 16/10, 117997, Moscow, Russia
| | - Ksenia A Novototskaya-Vlasova
- Institute of Physicochemical and Biological Problems in Soil Science, Russian Academy of Sciences, Institutskaya str., 2, 142290, Pushchino, Moscow Region, Russia
| | - Elena V Spirina
- Institute of Physicochemical and Biological Problems in Soil Science, Russian Academy of Sciences, Institutskaya str., 2, 142290, Pushchino, Moscow Region, Russia
| | - Ekaterina V Durdenko
- Institute of Physicochemical and Biological Problems in Soil Science, Russian Academy of Sciences, Institutskaya str., 2, 142290, Pushchino, Moscow Region, Russia
| | - Galina Yu Lomakina
- Department of Chemistry, Lomonosov Moscow State University, Leninskiye Gory, 1/3, 119991, Moscow, Russia
| | - Maria G Zavialova
- Orekhovich Institute of Biomedical Chemistry, Russian Academy of Medical Sciences, ul. Pogodinskaya 10, 119121, Moscow, Russia
| | - Evgeny N Nikolaev
- Orekhovich Institute of Biomedical Chemistry, Russian Academy of Medical Sciences, ul. Pogodinskaya 10, 119121, Moscow, Russia Institute of Energy Problems of Chemical Physics, Russian Academy of Sciences, Leninskij pr. 38 k.2, 119334, Moscow, Russia
| | - Elizaveta M Rivkina
- Institute of Physicochemical and Biological Problems in Soil Science, Russian Academy of Sciences, Institutskaya str., 2, 142290, Pushchino, Moscow Region, Russia
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Novel α-L-Fucosidases from a Soil Metagenome for Production of Fucosylated Human Milk Oligosaccharides. PLoS One 2016; 11:e0147438. [PMID: 26800369 PMCID: PMC4723247 DOI: 10.1371/journal.pone.0147438] [Citation(s) in RCA: 53] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2015] [Accepted: 01/03/2016] [Indexed: 12/16/2022] Open
Abstract
This paper describes the discovery of novel α-L-fucosidases and evaluation of their potential to catalyse the transglycosylation reaction leading to production of fucosylated human milk oligosaccharides. Seven novel α-L-fucosidase-encoding genes were identified by functional screening of a soil-derived metagenome library and expressed in E. coli as recombinant 6xHis-tagged proteins. All seven fucosidases belong to glycosyl hydrolase family 29 (GH 29). Six of the seven α-L-fucosidases were substrate-inhibited, moderately thermostable and most hydrolytically active in the pH range 6-7, when tested with para-nitrophenyl-α-L-fucopyranoside (pNP-Fuc) as the substrate. In contrast, one fucosidase (Mfuc6) exhibited a high pH optimum and an unusual sigmoidal kinetics towards pNP-Fuc substrate. When tested for trans-fucosylation activity using pNP-Fuc as donor, most of the enzymes were able to transfer fucose to pNP-Fuc (self-condensation) or to lactose. With the α-L-fucosidase from Thermotoga maritima and the metagenome-derived Mfuc5, different fucosyllactose variants including the principal fucosylated HMO 2'-fucosyllactose were synthesised in yields of up to ~6.4%. Mfuc5 was able to release fucose from xyloglucan and could also use it as a fucosyl-donor for synthesis of fucosyllactose. This is the first study describing the use of glycosyl hydrolases for the synthesis of genuine fucosylated human milk oligosaccharides.
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Lewin A, Strand TA, Haugen T, Klinkenberg G, Kotlar HK, Valla S, Drabløs F, Wentzel A. Discovery and Characterization of a Thermostable Esterase from an Oil Reservoir Metagenome. ACTA ACUST UNITED AC 2016. [DOI: 10.4236/aer.2016.42008] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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Contemporary molecular tools in microbial ecology and their application to advancing biotechnology. Biotechnol Adv 2015; 33:1755-73. [DOI: 10.1016/j.biotechadv.2015.09.005] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2015] [Revised: 09/19/2015] [Accepted: 09/20/2015] [Indexed: 12/30/2022]
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Abstract
Metagenomics has significantly advanced the field of marine microbial ecology, revealing the vast diversity of previously unknown microbial life forms in different marine niches. The tremendous amount of data generated has enabled identification of a large number of microbial genes (metagenomes), their community interactions, adaptation mechanisms, and their potential applications in pharmaceutical and biotechnology-based industries. Comparative metagenomics reveals that microbial diversity is a function of the local environment, meaning that unique or unusual environments typically harbor novel microbial species with unique genes and metabolic pathways. The Red Sea has an abundance of unique characteristics; however, its microbiota is one of the least studied among marine environments. The Red Sea harbors approximately 25 hot anoxic brine pools, plus a vibrant coral reef ecosystem. Physiochemical studies describe the Red Sea as an oligotrophic environment that contains one of the warmest and saltiest waters in the world with year-round high UV radiations. These characteristics are believed to have shaped the evolution of microbial communities in the Red Sea. Over-representation of genes involved in DNA repair, high-intensity light responses, and osmoregulation were found in the Red Sea metagenomic databases suggesting acquisition of specific environmental adaptation by the Red Sea microbiota. The Red Sea brine pools harbor a diverse range of halophilic and thermophilic bacterial and archaeal communities, which are potential sources of enzymes for pharmaceutical and biotechnology-based application. Understanding the mechanisms of these adaptations and their function within the larger ecosystem could also prove useful in light of predicted global warming scenarios where global ocean temperatures are expected to rise by 1-3°C in the next few decades. In this review, we provide an overview of the published metagenomic studies that were conducted in the Red Sea, and the bio-prospecting potential of the Red Sea microbiota. Furthermore, we discuss the limitations of the previous studies and the need for generating a large and representative metagenomic database of the Red Sea to help establish a dynamic model of the Red Sea microbiota.
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Affiliation(s)
- Hayedeh Behzad
- King Abdullah University of Science and Technology, Computational Bioscience Research Center, Thuwal 23955-6900, Saudi Arabia
| | - Martin Augusto Ibarra
- King Abdullah University of Science and Technology, Computational Bioscience Research Center, Thuwal 23955-6900, Saudi Arabia
| | - Katsuhiko Mineta
- King Abdullah University of Science and Technology, Computer, Electrical, and Mathematical Sciences and Engineering Division, Thuwal 23955-6900, Saudi Arabia
| | - Takashi Gojobori
- King Abdullah University of Science and Technology, Computational Bioscience Research Center, Thuwal 23955-6900, Saudi Arabia; King Abdullah University of Science and Technology, Biological and Environmental Sciences and Engineering Division, Thuwal 23955-6900, Saudi Arabia.
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A snapshot of microbial communities from the Kutch: one of the largest salt deserts in the World. Extremophiles 2015; 19:973-87. [PMID: 26186976 DOI: 10.1007/s00792-015-0772-z] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2015] [Accepted: 07/06/2015] [Indexed: 10/23/2022]
Abstract
Here we present the first report on the taxonomic diversity of the microbial communities of the saline desert of the Great Rann of Kutch, Gujarat, India, using a metagenomic approach. Seven samples, differing in salinity levels and covering different seasons, were analysed to investigate the dynamics of microbial communities in relation to salinity and season. Metagenomic data generated using whole metagenome sequencing revealed that despite its very high salinity (4.11-30.79 %), the saline desert's microbiota had a rich microbial diversity that included all major phyla. Notably, 67 archaeal genera, representing more than 60 % of all known archaeal genera, were present in this ecosystem. A strong positive correlation (0.85) was observed between the presence of the extremely halophilic bacterium Salinibacter and salinity level. Taxonomic and functional comparisons of the saline desert metagenome with those of other publicly available metagenomes (i.e. sea, hypersaline lagoon, solar saltern, brine, hot desert) was carried out. The microbial community of the Kutch was found to be unique yet more similar to the sea biomes followed by hypersaline lagoon.
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31
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Linard B, Crampton-Platt A, Gillett CPDT, Timmermans MJTN, Vogler AP. Metagenome Skimming of Insect Specimen Pools: Potential for Comparative Genomics. Genome Biol Evol 2015; 7:1474-89. [PMID: 25979752 PMCID: PMC4494052 DOI: 10.1093/gbe/evv086] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/09/2015] [Indexed: 01/08/2023] Open
Abstract
Metagenomic analyses are challenging in metazoans, but high-copy number and repeat regions can be assembled from low-coverage sequencing by "genome skimming," which is applied here as a new way of characterizing metagenomes obtained in an ecological or taxonomic context. Illumina shotgun sequencing on two pools of Coleoptera (beetles) of approximately 200 species each were assembled into tens of thousands of scaffolds. Repeated low-coverage sequencing recovered similar scaffold sets consistently, although approximately 70% of scaffolds could not be identified against existing genome databases. Identifiable scaffolds included mitochondrial DNA, conserved sequences with hits to expressed sequence tag and protein databases, and known repeat elements of high and low complexity, including numerous copies of rRNA and histone genes. Assemblies of histones captured a diversity of gene order and primary sequence in Coleoptera. Scaffolds with similarity to multiple sites in available coleopteran genome sequences for Dendroctonus and Tribolium revealed high specificity of scaffolds to either of these genomes, in particular for high-copy number repeats. Numerous "clusters" of scaffolds mapped to the same genomic site revealed intra- and/or intergenomic variation within a metagenome pool. In addition to effect of taxonomic composition of the metagenomes, the number of mapped scaffolds also revealed structural differences between the two reference genomes, although the significance of this striking finding remains unclear. Finally, apparently exogenous sequences were recovered, including potential food plants, fungal pathogens, and bacterial symbionts. The "metagenome skimming" approach is useful for capturing the genomic diversity of poorly studied, species-rich lineages and opens new prospects in environmental genomics.
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Affiliation(s)
- Benjamin Linard
- Department of Life Sciences, Natural History Museum, London, United Kingdom
| | - Alex Crampton-Platt
- Department of Life Sciences, Natural History Museum, London, United Kingdom Department of Genetics, Evolution and Environment, University College London, United Kingdom
| | | | - Martijn J T N Timmermans
- Department of Life Sciences, Natural History Museum, London, United Kingdom Department of Life Sciences, Silwood Park Campus, Imperial College London, Ascot, United Kingdom
| | - Alfried P Vogler
- Department of Life Sciences, Natural History Museum, London, United Kingdom Department of Life Sciences, Silwood Park Campus, Imperial College London, Ascot, United Kingdom
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32
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Stöveken J, Singh R, Kolkenbrock S, Zakrzewski M, Wibberg D, Eikmeyer F, Pühler A, Schlüter A, Moerschbacher B. Successful heterologous expression of a novel chitinase identified by sequence analyses of the metagenome from a chitin-enriched soil sample. J Biotechnol 2015; 201:60-8. [DOI: 10.1016/j.jbiotec.2014.09.010] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2014] [Revised: 08/29/2014] [Accepted: 09/09/2014] [Indexed: 12/20/2022]
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33
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Vester JK, Glaring MA, Stougaard P. Improved cultivation and metagenomics as new tools for bioprospecting in cold environments. Extremophiles 2014; 19:17-29. [PMID: 25399309 PMCID: PMC4272415 DOI: 10.1007/s00792-014-0704-3] [Citation(s) in RCA: 62] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2014] [Accepted: 10/28/2014] [Indexed: 11/28/2022]
Abstract
Only a small minority of microorganisms from an environmental sample can be cultured in the laboratory leaving the enormous bioprospecting potential of the uncultured diversity unexplored. This resource can be accessed by improved cultivation methods in which the natural environment is brought into the laboratory or through metagenomic approaches where culture-independent DNA sequence information can be combined with functional screening. The coupling of these two approaches circumvents the need for pure, cultured isolates and can be used to generate targeted information on communities enriched for specific activities or properties. Bioprospecting in extreme environments is often associated with additional challenges such as low biomass, slow cell growth, complex sample matrices, restricted access, and problematic in situ analyses. In addition, the choice of vector system and expression host may be limited as few hosts are available for expression of genes with extremophilic properties. This review summarizes the methods developed for improved cultivation as well as the metagenomic approaches for bioprospecting with focus on the challenges faced by bioprospecting in cold environments.
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Affiliation(s)
- Jan Kjølhede Vester
- Department of Plant and Environmental Sciences, University of Copenhagen, Thorvaldsensvej 40, 1871, Frederiksberg C, Denmark,
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Hosokawa M, Hoshino Y, Nishikawa Y, Hirose T, Yoon DH, Mori T, Sekiguchi T, Shoji S, Takeyama H. Droplet-based microfluidics for high-throughput screening of a metagenomic library for isolation of microbial enzymes. Biosens Bioelectron 2014; 67:379-85. [PMID: 25194237 DOI: 10.1016/j.bios.2014.08.059] [Citation(s) in RCA: 53] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2014] [Revised: 08/15/2014] [Accepted: 08/22/2014] [Indexed: 10/24/2022]
Abstract
This paper proposes a high-throughput, function-based screening approach of a metagenomic library for isolating novel microbial enzymes by droplet-based microfluidics. We used gel microdroplets (GMDs) dispersed in oil as picoliter-volume reaction vessels for lipolytic enzyme by encapsulating cells in individual GMDs. Using this approach, we monitored the growth of individual cells encapsulated in GMDs and assessed the enzyme reaction activities at the level of an individual GMD. We then applied this method to screen lipolytic enzyme genes from the metagenomic library constructed from soil collected from a quercus serrate forest of Mount Tsukuba, Ibaraki, Japan. In the workflow presented in this study, metagenomic library clones were encapsulated in 100-pL GMDs with a fluorogenic reporter substrate. A total of 67,000 metagenomic library clones can be screened in only 24 h with reduced consumption of reagents (i.e., <10 μL). As a result, we identified a novel lipolytic enzyme, EstT1, belonging to the EstD2 family of esterases and containing a putative signal peptide, which facilitates enzyme export and catalyzation of substrates in the periplasm. Our study demonstrates the potential of microfluidic GMDs as an efficient tool for metagenomic library screening of industrially relevant enzymes with the potential of significantly reducing the cost and time factors involved in successful practical application of microbial enzymes.
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Affiliation(s)
- Masahito Hosokawa
- Department of Life Science and Medical Bioscience, Waseda University, 2-2 Wakamatsu-cho, Shinjuku-ku, Tokyo 162-8480, Japan; Institute for Nanoscience and Nanotechnology, Waseda University, 513, Wasedatsurumaki-cho, Shinjuku-ku, Tokyo 162-0041, Japan; Core Research for Evolutionary Science and Technology (CREST), Japan Science and Technology Agency (JST), 5, Sanbancho, Chiyoda-ku, Tokyo 102-0075, Japan
| | - Yuri Hoshino
- Department of Life Science and Medical Bioscience, Waseda University, 2-2 Wakamatsu-cho, Shinjuku-ku, Tokyo 162-8480, Japan
| | - Yohei Nishikawa
- Department of Life Science and Medical Bioscience, Waseda University, 2-2 Wakamatsu-cho, Shinjuku-ku, Tokyo 162-8480, Japan
| | - Tomotada Hirose
- Faculty of Science and Engineering, Waseda University, 3-4-1, Okubo, Shinjuku-ku, Tokyo 169-8555, Japan
| | - Dong Hyun Yoon
- Faculty of Science and Engineering, Waseda University, 3-4-1, Okubo, Shinjuku-ku, Tokyo 169-8555, Japan
| | - Tetsushi Mori
- Department of Life Science and Medical Bioscience, Waseda University, 2-2 Wakamatsu-cho, Shinjuku-ku, Tokyo 162-8480, Japan; Institute for Nanoscience and Nanotechnology, Waseda University, 513, Wasedatsurumaki-cho, Shinjuku-ku, Tokyo 162-0041, Japan; Core Research for Evolutionary Science and Technology (CREST), Japan Science and Technology Agency (JST), 5, Sanbancho, Chiyoda-ku, Tokyo 102-0075, Japan
| | - Tetsushi Sekiguchi
- Institute for Nanoscience and Nanotechnology, Waseda University, 513, Wasedatsurumaki-cho, Shinjuku-ku, Tokyo 162-0041, Japan
| | - Shuichi Shoji
- Institute for Nanoscience and Nanotechnology, Waseda University, 513, Wasedatsurumaki-cho, Shinjuku-ku, Tokyo 162-0041, Japan; Faculty of Science and Engineering, Waseda University, 3-4-1, Okubo, Shinjuku-ku, Tokyo 169-8555, Japan
| | - Haruko Takeyama
- Department of Life Science and Medical Bioscience, Waseda University, 2-2 Wakamatsu-cho, Shinjuku-ku, Tokyo 162-8480, Japan; Institute for Nanoscience and Nanotechnology, Waseda University, 513, Wasedatsurumaki-cho, Shinjuku-ku, Tokyo 162-0041, Japan; Core Research for Evolutionary Science and Technology (CREST), Japan Science and Technology Agency (JST), 5, Sanbancho, Chiyoda-ku, Tokyo 102-0075, Japan.
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35
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Identification of Periplasmic α-Amlyase from Cow Dung Metagenome by Product Induced Gene Expression Profiling (Pigex). Indian J Microbiol 2014. [DOI: 10.1007/s12088-014-0487-3] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
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36
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Efficient PCR-based amplification of diverse alcohol dehydrogenase genes from metagenomes for improving biocatalysis: screening of gene-specific amplicons from metagenomes. Appl Environ Microbiol 2014; 80:6280-9. [PMID: 25085492 DOI: 10.1128/aem.01529-14] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Screening of gene-specific amplicons from metagenomes (S-GAM) has tremendous biotechnological potential. We used this approach to isolate alcohol dehydrogenase (adh) genes from metagenomes based on the Leifsonia species adh gene (lsadh), the enzyme product of which can produce various chiral alcohols. A primer combination was synthesized by reference to homologs of lsadh, and PCR was used to amplify nearly full-length adh genes from metagenomic DNAs. All adh preparations were fused with lsadh at the terminal region and used to construct Escherichia coli plasmid libraries. Of the approximately 2,000 colonies obtained, 1,200 clones were identified as adh positive (∼60%). Finally, 40 adh genes, Hladh-001 to Hladh-040 (for homologous Leifsonia adh), were identified from 223 clones with high efficiency, which were randomly sequenced from the 1,200 clones. The Hladh genes obtained via this approach encoded a wide variety of amino acid sequences (8 to 99%). After screening, the enzymes obtained (HLADH-012 and HLADH-021) were confirmed to be superior to LSADH in some respects for the production of anti-Prelog chiral alcohols.
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37
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Charlop-Powers Z, Milshteyn A, Brady SF. Metagenomic small molecule discovery methods. Curr Opin Microbiol 2014; 19:70-75. [PMID: 25000402 DOI: 10.1016/j.mib.2014.05.021] [Citation(s) in RCA: 65] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2014] [Revised: 05/10/2014] [Accepted: 05/28/2014] [Indexed: 12/18/2022]
Abstract
Metagenomic approaches to natural product discovery provide the means to harvest bioactive small molecules synthesized by environmental bacteria without the requirement of first culturing these organisms. Advances in sequencing technologies and general metagenomic methods are beginning to provide the tools necessary to unlock the unexplored biosynthetic potential encoded by the genomes of uncultured environmental bacteria. Here, we highlight recent advances in sequence-based and functional-based metagenomic approaches that promise to facilitate antibiotic discovery from diverse environmental microbiomes.
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Affiliation(s)
- Zachary Charlop-Powers
- Laboratory of Genetically Encoded Small Molecules, Howard Hughes Medical Institute, The Rockefeller University, 1230 York Avenue, New York, NY 10065, United States
| | - Aleksandr Milshteyn
- Laboratory of Genetically Encoded Small Molecules, Howard Hughes Medical Institute, The Rockefeller University, 1230 York Avenue, New York, NY 10065, United States
| | - Sean F Brady
- Laboratory of Genetically Encoded Small Molecules, Howard Hughes Medical Institute, The Rockefeller University, 1230 York Avenue, New York, NY 10065, United States.
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38
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Reid G, Nduti N, Sybesma W, Kort R, Kollmann TR, Adam R, Boga H, Brown EM, Einerhand A, El-Nezami H, Gloor GB, Kavere II, Lindahl J, Manges A, Mamo W, Martin R, McMillan A, Obiero J, Ochieng’ PA, Onyango A, Rulisa S, Salminen E, Salminen S, Sije A, Swann JR, van Treuren W, Waweru D, Kemp SJ. Harnessing microbiome and probiotic research in sub-Saharan Africa: recommendations from an African workshop. MICROBIOME 2014; 2:12. [PMID: 24739094 PMCID: PMC3996947 DOI: 10.1186/2049-2618-2-12] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/15/2014] [Accepted: 03/06/2014] [Indexed: 05/07/2023]
Abstract
To augment capacity-building for microbiome and probiotic research in Africa, a workshop was held in Nairobi, Kenya, at which researchers discussed human, animal, insect, and agricultural microbiome and probiotics/prebiotics topics. Five recommendations were made to promote future basic and translational research that benefits Africans.
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Affiliation(s)
- Gregor Reid
- Lawson Health Research Institute and Departments of Microbiology & Immunology, and Surgery, University of Western Ontario, 268 Grosvenor Street, London, Ontario N6A 4V2, Canada
| | - Nicholas Nduti
- Ministry of Agriculture, Waruhiu Agriculture training Center, P.O. Box 800, Githunguri, Kenya
| | - Wilbert Sybesma
- Yoba for Life Foundation, Hunzestraat 133-A, 1079 WB Amsterdam, The Netherlands
| | - Remco Kort
- Yoba for Life Foundation, Hunzestraat 133-A, 1079 WB Amsterdam, The Netherlands
- TNO Microbiology and Systems Biology, Utrechtseweg 48, 3704 HE Zeist, and Molecular Cell Physiology, De Boelelaan 1085, 1081 HV, VU University, Amsterdam, The Netherlands
| | - Tobias R Kollmann
- Department of Pediatrics, Division of Infectious Diseases, University of British Columbia, CFRI A5-147, 950 W28th Ave, Vancouver, BC V5Z 4H4, Canada
| | - Rod Adam
- Department of Pathology, Aga Khan University Hospital, Nairobi, Kenya
| | - Hamadi Boga
- Taita Taveta University College, P.O. Box 635–80300, Voi, Kenya
| | - Eric M Brown
- Michael Smith Laboratories and Department of Microbiology and Immunology, University of British Columbia, Vancouver, Canada
| | | | - Hani El-Nezami
- School of Biological Sciences, University of Hong Kong, Pokfulam Rd, Hong Kong, Hong Kong SAR
| | - Gregory B Gloor
- Department of Biochemistry, University of Western Ontario, London, ON, Canada
| | - Irene I Kavere
- Jomo Kenyatta University of Agriculture and Technology, P.O. Box 62000, (00200) Nairobi, Kenya
| | - Johanna Lindahl
- Consultative Group on International Agricultural Research, ILRI, Nairobi, Kenya
| | - Amee Manges
- School of Population and Public Health, Faculty of Medicine, University of British Columbia, Vancouver, BC V6T 1Z3, Canada
| | - Wondu Mamo
- Department of Animal Production, College of Veterinary Medicine and Agriculture, Addis Ababa University, Debre Zeyte, Ethiopia
| | - Rocio Martin
- Danone Nutricia Research, Uppsalalaan 12, 3584 CT Utrecht, The Netherlands
| | - Amy McMillan
- Lawson Health Research Institute and Departments of Microbiology & Immunology, and Surgery, University of Western Ontario, 268 Grosvenor Street, London, Ontario N6A 4V2, Canada
| | - Jael Obiero
- Department of Reproductive Health/Biology, Institute of Primate Research, Karen, Nairobi, Kenya
| | - Pamela A Ochieng’
- Jomo Kenyatta University of Agriculture and Technology, P.O. Box 62000, (00200) Nairobi, Kenya
| | - Arnold Onyango
- Jomo Kenyatta University of Agriculture and Technology, P.O. Box 62000, (00200) Nairobi, Kenya
| | - Stephen Rulisa
- University Teaching Hospital of Kigali, National University of Rwanda, Kigali, Rwanda
| | - Eeva Salminen
- Functional Foods Forum, The Medical School, University of Turku, 20014 Turku, Finland
| | - Seppo Salminen
- Department of Oncology, Turku University Hospital, 20520 Turku, Finland
| | - Antony Sije
- Jomo Kenyatta University of Agriculture and Technology, P.O. Box 62000, (00200) Nairobi, Kenya
| | - Jonathan R Swann
- Department of Food and Nutritional Sciences, School of Chemistry, Food and Pharmacy, University of Reading, Reading RG6 6AP, United Kingdom
| | - William van Treuren
- Department of Chemistry and Biochemistry and BioFrontiers Institute, University of Colorado at Boulder, Boulder, CO 80309, USA
| | - Daniel Waweru
- Jomo Kenyatta University of Agriculture and Technology, P.O. Box 62000, (00200) Nairobi, Kenya
| | - Steve J Kemp
- International Livestock Research Institute, Nairobi, Kenya
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Kürsten D, Kothe E, Wetzel K, Bergmann K, Köhler JM. Micro-segmented flow and multisensor-technology for microbial activity profiling. ENVIRONMENTAL SCIENCE. PROCESSES & IMPACTS 2014; 16:2362-2370. [PMID: 25119668 DOI: 10.1039/c4em00255e] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/03/2023]
Abstract
The combination of micro-segmented flow with miniaturized flow-through multisensor-technology has been utilized for metabolite profiling of soil bacteria. Series of sub-μl segments were generated containing soil sample slurry from historic copper mining sites and exposed to heavy metal salts of copper and nickel. Segments were examined for bacterial growth and spectral properties as well as for the effect of heavy metal-treatment after different incubation times. In order to evaluate microbial growth, extinction was recorded with 4 different spectral channels. Fluorescence was measured using a microflow-through fluorometer to detect both growth and production of fluorescent dyes or metabolites. The incidence of single segments with enhanced absorption in one of the spectral channels or enhanced fluorescence was scored to detect soil microorganisms with interesting properties for further screening. The study could show that the number of vegetated segments, the density of microorganisms in the segments after cultivation and the spectral response are different for separate soil samples and different metals. Thus, the highly parallelized and miniaturized segmented flow method is a promising tool for profiling of soil samples with regard to identifying micro-organisms with interesting profiles for secondary metabolite-production.
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Affiliation(s)
- Dana Kürsten
- Institute of Micro-and Nanotechnologies/Institute for Chemistry and Biotechnology, Dept. of Phys. Chem. and Microreaction Technology, Ilmenau University of Technology, PF 10 05 65, D-98684 Ilmenau, Germany.
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