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Santos‐Beneit F. What is the role of microbial biotechnology and genetic engineering in medicine? Microbiologyopen 2024; 13:e1406. [PMID: 38556942 PMCID: PMC10982607 DOI: 10.1002/mbo3.1406] [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: 01/12/2024] [Revised: 02/26/2024] [Accepted: 03/12/2024] [Indexed: 04/02/2024] Open
Abstract
Microbial products are essential for developing various therapeutic agents, including antibiotics, anticancer drugs, vaccines, and therapeutic enzymes. Genetic engineering techniques, functional genomics, and synthetic biology unlock previously uncharacterized natural products. This review highlights major advances in microbial biotechnology, focusing on gene-based technologies for medical applications.
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Affiliation(s)
- Fernando Santos‐Beneit
- Institute of Sustainable ProcessesValladolidSpain
- Department of Chemical Engineering and Environmental Technology, School of Industrial EngineeringUniversity of ValladolidValladolidSpain
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2
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Wang R, Nguyen J, Hecht J, Schwartz N, Brown KV, Ponomareva LV, Niemczura M, van Dissel D, van Wezel GP, Thorson JS, Metsä-Ketelä M, Shaaban KA, Nybo SE. A BioBricks Metabolic Engineering Platform for the Biosynthesis of Anthracyclinones in Streptomyces coelicolor. ACS Synth Biol 2022; 11:4193-4209. [PMID: 36378506 PMCID: PMC9764417 DOI: 10.1021/acssynbio.2c00498] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Actinomycetes produce a variety of clinically indispensable molecules, such as antineoplastic anthracyclines. However, the actinomycetes are hindered in their further development as genetically engineered hosts for the synthesis of new anthracycline analogues due to their slow growth kinetics associated with their mycelial life cycle and the lack of a comprehensive genetic toolbox for combinatorial biosynthesis. In this report, we tackled both issues via the development of the BIOPOLYMER (BIOBricks POLYketide Metabolic EngineeRing) toolbox: a comprehensive synthetic biology toolbox consisting of engineered strains, promoters, vectors, and biosynthetic genes for the synthesis of anthracyclinones. An improved derivative of the production host Streptomyces coelicolor M1152 was created by deleting the matAB gene cluster that specifies extracellular poly-β-1,6-N-acetylglucosamine (PNAG). This resulted in a loss of mycelial aggregation, with improved biomass accumulation and anthracyclinone production. We then leveraged BIOPOLYMER to engineer four distinct anthracyclinone pathways, identifying optimal combinations of promoters, genes, and vectors to produce aklavinone, 9-epi-aklavinone, auramycinone, and nogalamycinone at titers between 15-20 mg/L. Optimization of nogalamycinone production strains resulted in titers of 103 mg/L. We structurally characterized six anthracyclinone products from fermentations, including new compounds 9,10-seco-7-deoxy-nogalamycinone and 4-O-β-d-glucosyl-nogalamycinone. Lastly, we tested the antiproliferative activity of the anthracyclinones in a mammalian cancer cell viability assay, in which nogalamycinone, auramycinone, and aklavinone exhibited moderate cytotoxicity against several cancer cell lines. We envision that BIOPOLYMER will serve as a foundational platform technology for the synthesis of designer anthracycline analogues.
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Affiliation(s)
- Rongbin Wang
- Department
of Life Technologies, University of Turku, FIN-20014 Turku, Finland
| | - Jennifer Nguyen
- Department
of Pharmaceutical Sciences, College of Pharmacy, Ferris State University, Big Rapids, Michigan 49307, United States
| | - Jacob Hecht
- Department
of Pharmaceutical Sciences, College of Pharmacy, Ferris State University, Big Rapids, Michigan 49307, United States
| | - Nora Schwartz
- Department
of Pharmaceutical Sciences, College of Pharmacy, Ferris State University, Big Rapids, Michigan 49307, United States
| | - Katelyn V. Brown
- Department
of Pharmaceutical Sciences, College of Pharmacy, Ferris State University, Big Rapids, Michigan 49307, United States
| | - Larissa V. Ponomareva
- §Center for Pharmaceutical
Research and Innovation, ∥Department of Pharmaceutical Sciences,
College of Pharmacy, University of Kentucky, Lexington, Kentucky 40536, United States
| | - Magdalena Niemczura
- Department
of Life Technologies, University of Turku, FIN-20014 Turku, Finland
| | - Dino van Dissel
- Institute
of Biology, Leiden University, Sylviusweg 72, 2333
BE Leiden, The Netherlands,Department
of Biotechnology and Nanomedicine, SINTEF
AS, P.O. Box 4760 Torgarden, NO-7465 Trondheim, Norway
| | - Gilles P. van Wezel
- Institute
of Biology, Leiden University, Sylviusweg 72, 2333
BE Leiden, The Netherlands
| | - Jon S. Thorson
- §Center for Pharmaceutical
Research and Innovation, ∥Department of Pharmaceutical Sciences,
College of Pharmacy, University of Kentucky, Lexington, Kentucky 40536, United States
| | - Mikko Metsä-Ketelä
- Department
of Life Technologies, University of Turku, FIN-20014 Turku, Finland,
| | - Khaled A. Shaaban
- §Center for Pharmaceutical
Research and Innovation, ∥Department of Pharmaceutical Sciences,
College of Pharmacy, University of Kentucky, Lexington, Kentucky 40536, United States,
| | - S. Eric Nybo
- Department
of Pharmaceutical Sciences, College of Pharmacy, Ferris State University, Big Rapids, Michigan 49307, United States,
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3
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Klaus M, Rossini E, Linden A, Paithankar KS, Zeug M, Ignatova Z, Urlaub H, Khosla C, Köfinger J, Hummer G, Grininger M. Solution Structure and Conformational Flexibility of a Polyketide Synthase Module. JACS AU 2021; 1:2162-2171. [PMID: 34977887 PMCID: PMC8717363 DOI: 10.1021/jacsau.1c00043] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/02/2021] [Indexed: 05/28/2023]
Abstract
Polyketide synthases (PKSs) are versatile C-C bond-forming enzymes that are broadly distributed in bacteria and fungi. The polyketide compound family includes many clinically useful drugs such as the antibiotic erythromycin, the antineoplastic epothilone, and the cholesterol-lowering lovastatin. Harnessing PKSs for custom compound synthesis remains an open challenge, largely because of the lack of knowledge about key structural properties. Particularly, the domains-well characterized on their own-are poorly understood in their arrangement, conformational dynamics, and interplay in the intricate quaternary structure of modular PKSs. Here, we characterize module 2 from the 6-deoxyerythronolide B synthase by small-angle X-ray scattering and cross-linking mass spectrometry with coarse-grained structural modeling. The results of this hybrid approach shed light on the solution structure of a cis-AT type PKS module as well as its inherent conformational dynamics. Supported by a directed evolution approach, we also find that acyl carrier protein (ACP)-mediated substrate shuttling appears to be steered by a nonspecific electrostatic interaction network.
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Affiliation(s)
- Maja Klaus
- Institute
of Organic Chemistry and Chemical Biology, Buchmann Institute for
Molecular Life Sciences, Goethe University
Frankfurt, Max-von-Laue Strasse 15, Frankfurt am Main 60438, Germany
| | - Emanuele Rossini
- Department
of Theoretical Biophysics, Max Planck Institute
of Biophysics, Max-von-Laue
Strasse 3, Frankfurt am Main 60438, Germany
| | - Andreas Linden
- Max
Planck Institute for Biophysical Chemistry, Am Fassberg 11, Goettingen 37077, Germany
- Institute
for Clinical Chemistry, University Medical
Center Göttingen, Robert Koch Strasse 40, Goettingen 37075, Germany
| | - Karthik S. Paithankar
- Institute
of Organic Chemistry and Chemical Biology, Buchmann Institute for
Molecular Life Sciences, Goethe University
Frankfurt, Max-von-Laue Strasse 15, Frankfurt am Main 60438, Germany
| | - Matthias Zeug
- Institute
of Organic Chemistry and Chemical Biology, Buchmann Institute for
Molecular Life Sciences, Goethe University
Frankfurt, Max-von-Laue Strasse 15, Frankfurt am Main 60438, Germany
| | - Zoya Ignatova
- Institute
for Biochemistry and Molecular Biology, University of Hamburg, Notkestrasse 85, Hamburg 22607, Germany
| | - Henning Urlaub
- Max
Planck Institute for Biophysical Chemistry, Am Fassberg 11, Goettingen 37077, Germany
- Institute
for Clinical Chemistry, University Medical
Center Göttingen, Robert Koch Strasse 40, Goettingen 37075, Germany
| | - Chaitan Khosla
- Department
of Chemistry, Stanford ChEM-H, Department of Chemical Engineering Stanford University, Stanford, California 94305, United States
| | - Jürgen Köfinger
- Department
of Theoretical Biophysics, Max Planck Institute
of Biophysics, Max-von-Laue
Strasse 3, Frankfurt am Main 60438, Germany
| | - Gerhard Hummer
- Department
of Theoretical Biophysics, Max Planck Institute
of Biophysics, Max-von-Laue
Strasse 3, Frankfurt am Main 60438, Germany
- Institute
of Biophysics, Goethe University Frankfurt, Max-von-Laue Strasse 1, Frankfurt am Main 60438, Germany
| | - Martin Grininger
- Institute
of Organic Chemistry and Chemical Biology, Buchmann Institute for
Molecular Life Sciences, Goethe University
Frankfurt, Max-von-Laue Strasse 15, Frankfurt am Main 60438, Germany
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4
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Baltz RH. Genome mining for drug discovery: progress at the front end. J Ind Microbiol Biotechnol 2021; 48:6324007. [PMID: 34279640 PMCID: PMC8788784 DOI: 10.1093/jimb/kuab044] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2021] [Accepted: 07/11/2021] [Indexed: 12/12/2022]
Abstract
Microbial genome mining for drug discovery and development has been accelerating in recent years, driven by technical advancements in genome sequencing, bioinformatics, metabolomics/metabologenomics, and synthetic biology. Microbial genome mining is a multistep process that starts with the sequencing of microbes that encode multiple secondary metabolites and identifying new and novel secondary metabolite biosynthetic gene clusters (BGCs) to pursue. The initial steps in the process are critical for the overall success, and they encompass the most innovative new technologies to revitalize natural product discovery. As microbial genome mining has matured in recent years, unvalidated conjectures about what microbes to pursue, how to identify legitimate secondary metabolite BGCs, and how to sequence DNA to satisfactory levels of completion have been identified. The solutions to correct the misconceptions around these topics are beginning to be implemented.
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Affiliation(s)
- Richard H Baltz
- CognoGen Biotechnology Consulting, 7757 Uliva Way, Sarasota, FL 34238, USA
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5
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Zhang J, Zheng M, Yan J, Deng Z, Zhu D, Qu X. A Permissive Medium Chain Acyl-CoA Carboxylase Enables the Efficient Biosynthesis of Extender Units for Engineering Polyketide Carbon Scaffolds. ACS Catal 2021. [DOI: 10.1021/acscatal.1c03818] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Affiliation(s)
- Jun Zhang
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery Ministry of Education, School of Pharmaceuticeal Sciences, Wuhan University, 185 Donghu Rd., Wuhan 430071, China
- State Key Laboratory of Microbial Metabolism and School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Mengmeng Zheng
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery Ministry of Education, School of Pharmaceuticeal Sciences, Wuhan University, 185 Donghu Rd., Wuhan 430071, China
- State Key Laboratory of Microbial Metabolism and School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Jiayan Yan
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery Ministry of Education, School of Pharmaceuticeal Sciences, Wuhan University, 185 Donghu Rd., Wuhan 430071, China
| | - Zixin Deng
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery Ministry of Education, School of Pharmaceuticeal Sciences, Wuhan University, 185 Donghu Rd., Wuhan 430071, China
| | - Dongqing Zhu
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery Ministry of Education, School of Pharmaceuticeal Sciences, Wuhan University, 185 Donghu Rd., Wuhan 430071, China
| | - Xudong Qu
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery Ministry of Education, School of Pharmaceuticeal Sciences, Wuhan University, 185 Donghu Rd., Wuhan 430071, China
- State Key Laboratory of Microbial Metabolism and School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
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6
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Baltz RH. Genome mining for drug discovery: cyclic lipopeptides related to daptomycin. J Ind Microbiol Biotechnol 2021; 48:6178872. [PMID: 33739403 PMCID: PMC9113097 DOI: 10.1093/jimb/kuab020] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2020] [Accepted: 11/17/2020] [Indexed: 11/25/2022]
Abstract
The cyclic lipopeptide antibiotics structurally related to daptomycin were first reported in the 1950s. Several have common lipopeptide initiation, elongation, and termination mechanisms. Initiation requires the use of a fatty acyl-AMP ligase (FAAL), a free-standing acyl carrier protein (ACP), and a specialized condensation (CIII) domain on the first NRPS elongation module to couple the long chain fatty acid to the first amino acid. Termination is carried out by a dimodular NRPS that contains a terminal thioesterase (Te) domain (CAT-CATTe). Lipopeptide BGCs also encode ABC transporters, apparently for export and resistance. The use of this mechanism of initiation, elongation, and termination, coupled with molecular target-agnostic resistance, has provided a unique basis for robust natural and experimental combinatorial biosynthesis to generate a large variety of structurally related compounds, some with altered or different antibacterial mechanisms of action. The FAAL, ACP, and dimodular NRPS genes were used as molecular beacons to identify phylogenetically related BGCs by BLASTp analysis of finished and draft genome sequences. These and other molecular beacons have identified: (i) known, but previously unsequenced lipopeptide BGCs in draft genomes; (ii) a new daptomycin family BGC in a draft genome of Streptomyces sedi; and (iii) novel lipopeptide BGCs in the finished genome of Streptomyces ambofaciens and the draft genome of Streptomyces zhaozhouensis.
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Affiliation(s)
- Richard H Baltz
- CognoGen Biotechnology Consulting, 7757 Uliva Way, Sarasota, FL 34238, USA
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7
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Siebels I, Nowak S, Heil CS, Tufar P, Cortina NS, Bode HB, Grininger M. Cell-Free Synthesis of Natural Compounds from Genomic DNA of Biosynthetic Gene Clusters. ACS Synth Biol 2020; 9:2418-2426. [PMID: 32818377 DOI: 10.1021/acssynbio.0c00186] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
A variety of chemicals can be produced in a living host cell via optimized and engineered biosynthetic pathways. Despite the successes, pathway engineering remains demanding because of the lack of specific functions or substrates in the host cell, the cell's sensitivity in vital physiological processes to the heterologous components, or constrained mass transfer across the membrane. In this study, we show that complex multidomain proteins involved in natural compound biosynthesis can be produced from encoding DNA in vitro in a minimal complex PURE system to directly run multistep reactions. Specifically, we synthesize indigoidine and rhabdopeptides with the in vitro produced multidomain nonribosomal peptide synthetases BpsA and KJ12ABC from the organisms Streptomyces lavendulae and Xenorhabdus KJ12.1, respectively. These in vitro produced proteins are analyzed in yield, post-translational modification and in their ability to synthesize the natural compounds, and compared to recombinantly produced proteins. Our study highlights cell-free PURE system as suitable setting for the characterization of biosynthetic gene clusters that can potentially be harnessed for the rapid engineering of biosynthetic pathways.
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Affiliation(s)
- Ilka Siebels
- Institute of Organic Chemistry and Chemical Biology, Goethe University Frankfurt, Frankfurt am Main, 60438, Germany
- Buchmann Institute for Molecular Life Sciences, Goethe University Frankfurt, Frankfurt am Main, 60438, Germany
| | - Sarah Nowak
- Fachbereich Biowissenschaften, Molecular Biotechnology, Goethe University Frankfurt, Frankfurt am Main, 60438, Germany
| | - Christina S. Heil
- Institute of Organic Chemistry and Chemical Biology, Goethe University Frankfurt, Frankfurt am Main, 60438, Germany
- Buchmann Institute for Molecular Life Sciences, Goethe University Frankfurt, Frankfurt am Main, 60438, Germany
| | - Peter Tufar
- Institute of Organic Chemistry and Chemical Biology, Goethe University Frankfurt, Frankfurt am Main, 60438, Germany
- Buchmann Institute for Molecular Life Sciences, Goethe University Frankfurt, Frankfurt am Main, 60438, Germany
| | - Niña S. Cortina
- Institute of Organic Chemistry and Chemical Biology, Goethe University Frankfurt, Frankfurt am Main, 60438, Germany
- Buchmann Institute for Molecular Life Sciences, Goethe University Frankfurt, Frankfurt am Main, 60438, Germany
| | - Helge B. Bode
- Buchmann Institute for Molecular Life Sciences, Goethe University Frankfurt, Frankfurt am Main, 60438, Germany
- Fachbereich Biowissenschaften, Molecular Biotechnology, Goethe University Frankfurt, Frankfurt am Main, 60438, Germany
- Senckenberg Gesellschaft für Naturforschung, Frankfurt am Main, 60325, Germany
| | - Martin Grininger
- Institute of Organic Chemistry and Chemical Biology, Goethe University Frankfurt, Frankfurt am Main, 60438, Germany
- Buchmann Institute for Molecular Life Sciences, Goethe University Frankfurt, Frankfurt am Main, 60438, Germany
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8
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Abstract
Type II polyketides are a group of secondary metabolites with various biological activities. In nature, biosynthesis of type II polyketides involves multiple enzymatic steps whereby key enzymes, including ketoacyl-synthase (KSα), chain length factor (KSβ), and acyl carrier protein (ACP), are utilized to elongate the polyketide chain through a repetitive condensation reaction. During each condensation, the biosynthesis intermediates are covalently attached to KSα or ACP via a thioester bond and are then cleaved to release an elongated polyketide chain for successive postmodification. Type II polyketides are a group of secondary metabolites with various biological activities. In nature, biosynthesis of type II polyketides involves multiple enzymatic steps whereby key enzymes, including ketoacyl-synthase (KSα), chain length factor (KSβ), and acyl carrier protein (ACP), are utilized to elongate the polyketide chain through a repetitive condensation reaction. During each condensation, the biosynthesis intermediates are covalently attached to KSα or ACP via a thioester bond and are then cleaved to release an elongated polyketide chain for successive postmodification. Despite its critical role in type II polyketide biosynthesis, the enzyme and its corresponding mechanism for type II polyketide chain release through thioester bond breakage have yet to be determined. Here, kinamycin was used as a model compound to investigate the chain release step of type II polyketide biosynthesis. Using a genetic knockout strategy, we confirmed that AlpS is required for the complete biosynthesis of kinamycins. Further in vitro biochemical assays revealed high hydrolytic activity of AlpS toward a thioester bond in an aromatic polyketide-ACP analog, suggesting its distinct role in offloading the polyketide chain from ACP during the kinamycin biosynthesis. Finally, we successfully utilized AlpS to enhance the heterologous production of dehydrorabelomycin in Escherichia coli by nearly 25-fold, which resulted in 0.50 g/liter dehydrorabelomycin in a simple batch-mode shake flask culture. Taken together, our results provide critical knowledge to gain an insightful understanding of the chain-releasing process during type II polyketide synthesis, which, in turn, lays a solid foundation for future new applications in type II polyketide bioproduction.
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9
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Klaus M, Buyachuihan L, Grininger M. Ketosynthase Domain Constrains the Design of Polyketide Synthases. ACS Chem Biol 2020; 15:2422-2432. [PMID: 32786257 DOI: 10.1021/acschembio.0c00405] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
Modular polyketide synthases (PKSs) produce complex, bioactive secondary metabolites in assembly line-like multistep reactions. Longstanding efforts to produce novel, biologically active compounds by recombining intact modules to new modular PKSs have mostly resulted in poorly active chimeras and decreased product yields. Recent findings demonstrate that the low efficiencies of modular chimeric PKSs also result from rate limitations in the transfer of the growing polyketide chain across the noncognate module:module interface and further processing of the non-native polyketide substrate by the ketosynthase (KS) domain. In this study, we aim at disclosing and understanding the low efficiency of chimeric modular PKSs and at establishing guidelines for modular PKSs engineering. To do so, we work with a bimodular PKS testbed and systematically vary substrate specificity, substrate identity, and domain:domain interfaces of the KS involved reactions. We observe that KS domains employed in our chimeric bimodular PKSs are bottlenecks with regards to both substrate specificity as well as interaction with the acyl carrier protein (ACP). Overall, our systematic study can explain in quantitative terms why early oversimplified engineering strategies based on the plain shuffling of modules mostly failed and why more recent approaches show improved success rates. We moreover identify two mutations of the KS domain that significantly increased turnover rates in chimeric systems and interpret this finding in mechanistic detail.
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Affiliation(s)
- Maja Klaus
- Institute of Organic Chemistry and Chemical Biology, Buchmann Institute for Molecular Life Sciences, Goethe University, Max-von-Laue-Str. 15, Frankfurt am Main 60438, Germany
| | - Lynn Buyachuihan
- Institute of Organic Chemistry and Chemical Biology, Buchmann Institute for Molecular Life Sciences, Goethe University, Max-von-Laue-Str. 15, Frankfurt am Main 60438, Germany
| | - Martin Grininger
- Institute of Organic Chemistry and Chemical Biology, Buchmann Institute for Molecular Life Sciences, Goethe University, Max-von-Laue-Str. 15, Frankfurt am Main 60438, Germany
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10
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Modular and Integrative Vectors for Synthetic Biology Applications in Streptomyces spp. Appl Environ Microbiol 2019; 85:AEM.00485-19. [PMID: 31175189 DOI: 10.1128/aem.00485-19] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2019] [Accepted: 05/22/2019] [Indexed: 01/28/2023] Open
Abstract
With the development of synthetic biology in the field of (actinobacterial) specialized metabolism, new tools are needed for the design or refactoring of biosynthetic gene clusters. If libraries of synthetic parts (such as promoters or ribosome binding sites) and DNA cloning methods have been developed, to our knowledge, not many vectors designed for the flexible cloning of biosynthetic gene clusters have been constructed. We report here the construction of a set of 12 standardized and modular vectors designed to afford the construction or the refactoring of biosynthetic gene clusters in Streptomyces species, using a large panel of cloning methods. Three different resistance cassettes and four orthogonal integration systems are proposed. In addition, FLP recombination target sites were incorporated to allow the recycling of antibiotic markers and to limit the risks of unwanted homologous recombination in Streptomyces strains when several vectors are used. The functionality and proper integration of the vectors in three commonly used Streptomyces strains, as well as the functionality of the Flp-catalyzed excision, were all confirmed. To illustrate some possible uses of our vectors, we refactored the albonoursin gene cluster from Streptomyces noursei using the BioBrick assembly method. We also used the seamless ligase chain reaction cloning method to assemble a transcription unit in one of the vectors and genetically complement a mutant strain.IMPORTANCE One of the strategies employed today to obtain new bioactive molecules with potential applications for human health (for example, antimicrobial or anticancer agents) is synthetic biology. Synthetic biology is used to biosynthesize new unnatural specialized metabolites or to force the expression of otherwise silent natural biosynthetic gene clusters. To assist the development of synthetic biology in the field of specialized metabolism, we constructed and are offering to the community a set of vectors that were intended to facilitate DNA assembly and integration in actinobacterial chromosomes. These vectors are compatible with various DNA cloning and assembling methods. They are standardized and modular, allowing the easy exchange of a module by another one of the same nature. Although designed for the assembly or the refactoring of specialized metabolite gene clusters, they have a broader potential utility, for example, for protein production or genetic complementation.
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11
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Kornfuehrer T, Eustáquio AS. Diversification of polyketide structures via synthase engineering. MEDCHEMCOMM 2019; 10:1256-1272. [PMID: 32180918 PMCID: PMC7053703 DOI: 10.1039/c9md00141g] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/08/2019] [Accepted: 05/09/2019] [Indexed: 12/16/2022]
Abstract
Polyketide natural products possess diverse biological activities including antibiotic, anticancer, and immunosuppressive. Their equally varied and complex structures arise from head-to-tail condensation of simple carboxyacyl monomers. Since the seminal discovery that biosynthesis of polyketides such as the macrolide erythromycin is catalyzed by uncharacteristically large, multifunctional enzymes, termed modular type I polyketide synthases, chemists and biologists alike have been inspired to harness the apparent modularity of the synthases to further diversify polyketide structures. Yet, initial attempts to perform "combinatorial biosynthesis" failed due to challenges associated with maintaining the structural and catalytic integrity of large, chimeric synthases. Fast forward nearly 30 years, and advancements in our understanding of polyketide synthase structure and function have allowed the field to make significant progress toward effecting desired modifications to polyketide scaffolds in addition to engineering small, chiral fragments. This review highlights selected examples of polyketide diversification via control of monomer selection, oxidation state, stereochemistry, and cyclization. We conclude with a perspective on the present and future of polyketide structure diversification and hope that the examples presented here will encourage medicinal chemists to embrace polyketide synthetic biology as a means to revitalize polyketide drug discovery.
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Affiliation(s)
- Taylor Kornfuehrer
- Department of Medicinal Chemistry and Pharmacognosy and Center for Biomolecular Sciences , College of Pharmacy , University of Illinois at Chicago , Chicago , Illinois 60607 , USA . ; Tel: +1 3124137082
| | - Alessandra S Eustáquio
- Department of Medicinal Chemistry and Pharmacognosy and Center for Biomolecular Sciences , College of Pharmacy , University of Illinois at Chicago , Chicago , Illinois 60607 , USA . ; Tel: +1 3124137082
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12
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Sinha S, Nge CE, Leong CY, Ng V, Crasta S, Alfatah M, Goh F, Low KN, Zhang H, Arumugam P, Lezhava A, Chen SL, Kanagasundaram Y, Ng SB, Eisenhaber F, Eisenhaber B. Genomics-driven discovery of a biosynthetic gene cluster required for the synthesis of BII-Rafflesfungin from the fungus Phoma sp. F3723. BMC Genomics 2019; 20:374. [PMID: 31088369 PMCID: PMC6518819 DOI: 10.1186/s12864-019-5762-6] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2018] [Accepted: 05/02/2019] [Indexed: 12/20/2022] Open
Abstract
Background Phomafungin is a recently reported broad spectrum antifungal compound but its biosynthetic pathway is unknown. We combed publicly available Phoma genomes but failed to find any putative biosynthetic gene cluster that could account for its biosynthesis. Results Therefore, we sequenced the genome of one of our Phoma strains (F3723) previously identified as having antifungal activity in a high-throughput screen. We found a biosynthetic gene cluster that was predicted to synthesize a cyclic lipodepsipeptide that differs in the amino acid composition compared to Phomafungin. Antifungal activity guided isolation yielded a new compound, BII-Rafflesfungin, the structure of which was determined. Conclusions We describe the NRPS-t1PKS cluster ‘BIIRfg’ compatible with the synthesis of the cyclic lipodepsipeptide BII-Rafflesfungin [HMHDA-L-Ala-L-Glu-L-Asn-L-Ser-L-Ser-D-Ser-D-allo-Thr-Gly]. We report new Stachelhaus codes for Ala, Glu, Asn, Ser, Thr, and Gly. We propose a mechanism for BII-Rafflesfungin biosynthesis, which involves the formation of the lipid part by BIIRfg_PKS followed by activation and transfer of the lipid chain by a predicted AMP-ligase on to the first PCP domain of the BIIRfg_NRPS gene. Electronic supplementary material The online version of this article (10.1186/s12864-019-5762-6) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Swati Sinha
- Bioinformatics Institute (BII), Agency for Science, Technology and Research (A*STAR), 30 Biopolis Street, #07-01 Matrix, Singapore, 138671, Republic of Singapore.
| | - Choy-Eng Nge
- Bioinformatics Institute (BII), Agency for Science, Technology and Research (A*STAR), 30 Biopolis Street, #07-01 Matrix, Singapore, 138671, Republic of Singapore
| | - Chung Yan Leong
- Bioinformatics Institute (BII), Agency for Science, Technology and Research (A*STAR), 30 Biopolis Street, #07-01 Matrix, Singapore, 138671, Republic of Singapore
| | - Veronica Ng
- Bioinformatics Institute (BII), Agency for Science, Technology and Research (A*STAR), 30 Biopolis Street, #07-01 Matrix, Singapore, 138671, Republic of Singapore
| | - Sharon Crasta
- Bioinformatics Institute (BII), Agency for Science, Technology and Research (A*STAR), 30 Biopolis Street, #07-01 Matrix, Singapore, 138671, Republic of Singapore
| | - Mohammad Alfatah
- Bioinformatics Institute (BII), Agency for Science, Technology and Research (A*STAR), 30 Biopolis Street, #07-01 Matrix, Singapore, 138671, Republic of Singapore
| | - Falicia Goh
- Bioinformatics Institute (BII), Agency for Science, Technology and Research (A*STAR), 30 Biopolis Street, #07-01 Matrix, Singapore, 138671, Republic of Singapore
| | - Kia-Ngee Low
- Bioinformatics Institute (BII), Agency for Science, Technology and Research (A*STAR), 30 Biopolis Street, #07-01 Matrix, Singapore, 138671, Republic of Singapore
| | - Huibin Zhang
- Genome Institue of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), 60 Biopolis Street, #02-01 Genome, Singapore, 138672, Republic of Singapore
| | - Prakash Arumugam
- Bioinformatics Institute (BII), Agency for Science, Technology and Research (A*STAR), 30 Biopolis Street, #07-01 Matrix, Singapore, 138671, Republic of Singapore
| | - Alexander Lezhava
- Genome Institue of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), 60 Biopolis Street, #02-01 Genome, Singapore, 138672, Republic of Singapore
| | - Swaine L Chen
- Genome Institue of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), 60 Biopolis Street, #02-01 Genome, Singapore, 138672, Republic of Singapore.,Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, 1E Kent Ridge Road, NUHS Tower Block, Level 10, Singapore, 119228, Republic of Singapore
| | - Yoganathan Kanagasundaram
- Bioinformatics Institute (BII), Agency for Science, Technology and Research (A*STAR), 30 Biopolis Street, #07-01 Matrix, Singapore, 138671, Republic of Singapore
| | - Siew Bee Ng
- Bioinformatics Institute (BII), Agency for Science, Technology and Research (A*STAR), 30 Biopolis Street, #07-01 Matrix, Singapore, 138671, Republic of Singapore
| | - Frank Eisenhaber
- Bioinformatics Institute (BII), Agency for Science, Technology and Research (A*STAR), 30 Biopolis Street, #07-01 Matrix, Singapore, 138671, Republic of Singapore.,School of Computer Science and Engineering (SCSE), Nanyang Technological University (NTU), 50 Nanyang Drive, Singapore, 637553, Republic of Singapore
| | - Birgit Eisenhaber
- Bioinformatics Institute (BII), Agency for Science, Technology and Research (A*STAR), 30 Biopolis Street, #07-01 Matrix, Singapore, 138671, Republic of Singapore.
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13
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Natural product drug discovery in the genomic era: realities, conjectures, misconceptions, and opportunities. ACTA ACUST UNITED AC 2019; 46:281-299. [DOI: 10.1007/s10295-018-2115-4] [Citation(s) in RCA: 57] [Impact Index Per Article: 11.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2018] [Accepted: 11/20/2018] [Indexed: 12/21/2022]
Abstract
Abstract
Natural product discovery from microorganisms provided important sources for antibiotics, anti-cancer agents, immune-modulators, anthelminthic agents, and insecticides during a span of 50 years starting in the 1940s, then became less productive because of rediscovery issues, low throughput, and lack of relevant new technologies to unveil less abundant or not easily detected drug-like natural products. In the early 2000s, it was observed from genome sequencing that Streptomyces species encode about ten times as many secondary metabolites as predicted from known secondary metabolomes. This gave rise to a new discovery approach—microbial genome mining. As the cost of genome sequencing dropped, the numbers of sequenced bacteria, fungi and archaea expanded dramatically, and bioinformatic methods were developed to rapidly scan whole genomes for the numbers, types, and novelty of secondary metabolite biosynthetic gene clusters. This methodology enabled the identification of microbial taxa gifted for the biosynthesis of drug-like secondary metabolites. As genome sequencing technology progressed, the realities relevant to drug discovery have emerged, the conjectures and misconceptions have been clarified, and opportunities to reinvigorate microbial drug discovery have crystallized. This perspective addresses these critical issues for drug discovery.
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14
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Moretto L, Heylen R, Holroyd N, Vance S, Broadhurst RW. Modular type I polyketide synthase acyl carrier protein domains share a common N-terminally extended fold. Sci Rep 2019; 9:2325. [PMID: 30787330 PMCID: PMC6382882 DOI: 10.1038/s41598-019-38747-9] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2018] [Accepted: 11/15/2018] [Indexed: 11/09/2022] Open
Abstract
Acyl carrier protein (ACP) domains act as interaction hubs within modular polyketide synthase (PKS) systems, employing specific protein-protein interactions to present acyl substrates to a series of enzyme active sites. Many domains from the multimodular PKS that generates the toxin mycolactone display an unusually high degree of sequence similarity, implying that the few sites which vary may do so for functional reasons. When domain boundaries based on prior studies were used to prepare two isolated ACP segments from this system for studies of their interaction properties, one fragment adopted the expected tertiary structure, but the other failed to fold, despite sharing a sequence identity of 49%. Secondary structure prediction uncovered a previously undetected helical region (H0) that precedes the canonical helix-bundle ACP topology in both cases. This article reports the NMR solution structures of two N-terminally extended mycolactone mACP constructs, mH0ACPa and mH0ACPb, both of which possess an additional α-helix that behaves like a rigid component of the domain. The interactions of these species with a phosphopantetheinyl transferase and a ketoreductase domain are unaffected by the presence of H0, but a shorter construct that lacks the H0 region is shown to be substantially less thermostable than mH0ACPb. Bioinformatics analysis suggests that the extended H0-ACP motif is present in 98% of type I cis-acyltransferase PKS chain-extension modules. The polypeptide linker that connects an H0-ACP motif to the preceding domain must therefore be ~12 residues shorter than previously thought, imposing strict limits on ACP-mediated substrate delivery within and between PKS modules.
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Affiliation(s)
- Luisa Moretto
- Department of Chemistry and Biomedical Sciences, Linnaeus University, Smålandsgatan-24, 392 34, Kalmar, Sweden
| | - Rachel Heylen
- Department of Biochemistry, University of Cambridge, 80 Tennis Court Road, Cambridge, CB2 1GA, UK
| | - Natalie Holroyd
- Department of Medical Physics and Bioengineering, University College London, London, WC1E 6BT, UK
| | - Steven Vance
- Crescendo Biologics Ltd, Meditrina Building 260, Babraham Research Campus, Cambridge, CB22 3AT, UK
| | - R William Broadhurst
- Department of Biochemistry, University of Cambridge, 80 Tennis Court Road, Cambridge, CB2 1GA, UK.
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15
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Liu L, Tao W, Bai L, Kim ES, Zhao YL, Shi T. Why does tautomycetin thioesterase prefer hydrolysis to macrocyclization? Theoretical study on its catalytic mechanism. Catal Sci Technol 2019. [DOI: 10.1039/c9cy01355e] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
In this study, we attempted to uncover the reasons why Tautomycetin thioesterase (TMC TE) prefers hydrolysis rather than macrocyclization, and reveal the molecular basis of TE-catalyzed hydrolysis and macrocyclization.
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Affiliation(s)
- Lei Liu
- 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
| | - Wentao Tao
- 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
| | - Linquan 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
| | - Eung-Soo Kim
- Department of Biological Engineering
- Inha University
- Incheon
- Korea
| | - Yi-Lei Zhao
- 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
| | - Ting Shi
- 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
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16
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Park JW, Yoon YJ. Recent advances in the discovery and combinatorial biosynthesis of microbial 14-membered macrolides and macrolactones. J Ind Microbiol Biotechnol 2018; 46:445-458. [PMID: 30415291 DOI: 10.1007/s10295-018-2095-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2018] [Accepted: 10/19/2018] [Indexed: 01/05/2023]
Abstract
Macrolides, especially 14-membered macrolides, are a valuable group of antibiotics that originate from various microorganisms. In addition to their antibacterial activity, newly discovered 14-membered macrolides exhibit other therapeutic potentials, such as anti-proliferative and anti-protistal activities. Combinatorial biosynthetic approaches will allow us to create structurally diversified macrolide analogs, which are especially important during the emerging post-antibiotic era. This review focuses on recent advances in the discovery of new 14-membered macrolides (also including macrolactones) from microorganisms and the current status of combinatorial biosynthetic approaches, including polyketide synthase (PKS) and post-PKS tailoring pathways, and metabolic engineering for improved production together with heterologous production of 14-membered macrolides.
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Affiliation(s)
- Je Won Park
- School of Biosystem and Biomedical Science, Korea University, Seoul, 02841, Republic of Korea
| | - Yeo Joon Yoon
- Department of Chemistry and Nanoscience, Ewha Womans University, Seoul, 03760, Republic of Korea.
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17
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Musiol-Kroll EM, Wohlleben W. Acyltransferases as Tools for Polyketide Synthase Engineering. Antibiotics (Basel) 2018; 7:antibiotics7030062. [PMID: 30022008 PMCID: PMC6164871 DOI: 10.3390/antibiotics7030062] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2018] [Revised: 07/14/2018] [Accepted: 07/16/2018] [Indexed: 12/16/2022] Open
Abstract
Polyketides belong to the most valuable natural products, including diverse bioactive compounds, such as antibiotics, anticancer drugs, antifungal agents, immunosuppressants and others. Their structures are assembled by polyketide synthases (PKSs). Modular PKSs are composed of modules, which involve sets of domains catalysing the stepwise polyketide biosynthesis. The acyltransferase (AT) domains and their “partners”, the acyl carrier proteins (ACPs), thereby play an essential role. The AT loads the building blocks onto the “substrate acceptor”, the ACP. Thus, the AT dictates which building blocks are incorporated into the polyketide structure. The precursor- and occasionally the ACP-specificity of the ATs differ across the polyketide pathways and therefore, the ATs contribute to the structural diversity within this group of complex natural products. Those features make the AT enzymes one of the most promising tools for manipulation of polyketide assembly lines and generation of new polyketide compounds. However, the AT-based PKS engineering is still not straightforward and thus, rational design of functional PKSs requires detailed understanding of the complex machineries. This review summarizes the attempts of PKS engineering by exploiting the AT attributes for the modification of polyketide structures. The article includes 253 references and covers the most relevant literature published until May 2018.
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Affiliation(s)
- Ewa Maria Musiol-Kroll
- Interfakultäres Institut für Mikrobiologie und Infektionsmedizin, Eberhard Karls Universität Tübingen, Auf der Morgenstelle 28, 72076 Tübingen, Germany.
| | - Wolfgang Wohlleben
- Interfakultäres Institut für Mikrobiologie und Infektionsmedizin, Eberhard Karls Universität Tübingen, Auf der Morgenstelle 28, 72076 Tübingen, Germany.
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18
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Walker RSK, Pretorius IS. Applications of Yeast Synthetic Biology Geared towards the Production of Biopharmaceuticals. Genes (Basel) 2018; 9:E340. [PMID: 29986380 PMCID: PMC6070867 DOI: 10.3390/genes9070340] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2018] [Revised: 07/01/2018] [Accepted: 07/02/2018] [Indexed: 12/18/2022] Open
Abstract
Engineered yeast are an important production platform for the biosynthesis of high-value compounds with medical applications. Recent years have witnessed several new developments in this area, largely spurred by advances in the field of synthetic biology and the elucidation of natural metabolic pathways. This minireview presents an overview of synthetic biology applications for the heterologous biosynthesis of biopharmaceuticals in yeast and demonstrates the power and potential of yeast cell factories by highlighting several recent examples. In addition, an outline of emerging trends in this rapidly-developing area is discussed, hinting upon the potential state-of-the-art in the years ahead.
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Affiliation(s)
- Roy S K Walker
- Department of Molecular Sciences, Macquarie University, Sydney 2109, Australia.
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19
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Katz L, Chen YY, Gonzalez R, Peterson TC, Zhao H, Baltz RH. Synthetic biology advances and applications in the biotechnology industry: a perspective. ACTA ACUST UNITED AC 2018; 45:449-461. [DOI: 10.1007/s10295-018-2056-y] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2018] [Accepted: 06/06/2018] [Indexed: 12/22/2022]
Abstract
Abstract
Synthetic biology is a logical extension of what has been called recombinant DNA (rDNA) technology or genetic engineering since the 1970s. As rDNA technology has been the driver for the development of a thriving biotechnology industry today, starting with the commercialization of biosynthetic human insulin in the early 1980s, synthetic biology has the potential to take the industry to new heights in the coming years. Synthetic biology advances have been driven by dramatic cost reductions in DNA sequencing and DNA synthesis; by the development of sophisticated tools for genome editing, such as CRISPR/Cas9; and by advances in informatics, computational tools, and infrastructure to facilitate and scale analysis and design. Synthetic biology approaches have already been applied to the metabolic engineering of microorganisms for the production of industrially important chemicals and for the engineering of human cells to treat medical disorders. It also shows great promise to accelerate the discovery and development of novel secondary metabolites from microorganisms through traditional, engineered, and combinatorial biosynthesis. We anticipate that synthetic biology will continue to have broadening impacts on the biotechnology industry to address ongoing issues of human health, world food supply, renewable energy, and industrial chemicals and enzymes.
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Affiliation(s)
- Leonard Katz
- 0000 0001 2181 7878 grid.47840.3f QB3 Institute University of California-Berkeley 5885 Hollis St., 4th Floor 94608 Emeryville CA USA
| | - Yvonne Y Chen
- 0000 0000 9632 6718 grid.19006.3e Department of Chemical and Biomolecular Engineering University of California-Los Angeles 420 Westwood Plaza, Boelter Hall 5531 90095 Los Angeles CA USA
| | - Ramon Gonzalez
- 0000 0004 1936 8278 grid.21940.3e Departments of Chemical and Biomolecular Engineering and Bioengineering Rice University 6100 Main Street 77005 Houston TX USA
| | - Todd C Peterson
- grid.427368.c Synthetic Genomics, Inc. 11149 North Torrey Pines Road 92037 La Jolla CA USA
| | - Huimin Zhao
- 0000 0004 1936 9991 grid.35403.31 Department of Chemical and Biomolecular Engineering University of Illinois 600 South Mathews Avenue 61801 Urbana IL USA
| | - Richard H Baltz
- CognoGen Biotechnology Consulting 7636 Andora Drive 34238 Sarasota FL USA
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20
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Baltz RH. Synthetic biology, genome mining, and combinatorial biosynthesis of NRPS-derived antibiotics: a perspective. J Ind Microbiol Biotechnol 2017; 45:635-649. [PMID: 29288438 DOI: 10.1007/s10295-017-1999-8] [Citation(s) in RCA: 39] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2017] [Accepted: 12/18/2017] [Indexed: 11/28/2022]
Abstract
Combinatorial biosynthesis of novel secondary metabolites derived from nonribosomal peptide synthetases (NRPSs) has been in slow development for about a quarter of a century. Progress has been hampered by the complexity of the giant multimodular multienzymes. More recently, advances have been made on understanding the chemical and structural biology of these complex megaenzymes, and on learning the design rules for engineering functional hybrid enzymes. In this perspective, I address what has been learned about successful engineering of complex lipopeptides related to daptomycin, and discuss how synthetic biology and microbial genome mining can converge to broaden the scope and enhance the speed and robustness of combinatorial biosynthesis of NRPS-derived natural products for drug discovery.
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Affiliation(s)
- Richard H Baltz
- CognoGen Biotechnology Consulting, 7636 Andora Drive, Sarasota, FL, 34238, USA.
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