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1.
Nat Chem Biol ; 16(1): 60-68, 2020 01.
Artigo em Inglês | MEDLINE | ID: mdl-31768033

RESUMO

Genome mining has become a key technology to exploit natural product diversity. Although initially performed on a single-genome basis, the process is now being scaled up to mine entire genera, strain collections and microbiomes. However, no bioinformatic framework is currently available for effectively analyzing datasets of this size and complexity. In the present study, a streamlined computational workflow is provided, consisting of two new software tools: the 'biosynthetic gene similarity clustering and prospecting engine' (BiG-SCAPE), which facilitates fast and interactive sequence similarity network analysis of biosynthetic gene clusters and gene cluster families; and the 'core analysis of syntenic orthologues to prioritize natural product gene clusters' (CORASON), which elucidates phylogenetic relationships within and across these families. BiG-SCAPE is validated by correlating its output to metabolomic data across 363 actinobacterial strains and the discovery potential of CORASON is demonstrated by comprehensively mapping biosynthetic diversity across a range of detoxin/rimosamide-related gene cluster families, culminating in the characterization of seven detoxin analogues.


Assuntos
Actinobacteria/genética , Vias Biossintéticas/genética , Biologia Computacional/métodos , Genoma Bacteriano , Algoritmos , Produtos Biológicos , Análise por Conglomerados , Mineração de Dados/métodos , Genômica , Metabolômica , Microbiota , Família Multigênica , Filogenia , Reprodutibilidade dos Testes , Software
2.
ACS Chem Biol ; 13(4): 1029-1037, 2018 04 20.
Artigo em Inglês | MEDLINE | ID: mdl-29510029

RESUMO

Natural products (NPs) are a rich source of medicines, but traditional discovery methods are often unsuccessful due to high rates of rediscovery. Genetic approaches for NP discovery are promising, but progress has been slow due to the difficulty of identifying unique biosynthetic gene clusters (BGCs) and poor gene expression. We previously developed the metabologenomics method, which combines genomic and metabolomic data to discover new NPs and their BGCs. Here, we utilize metabologenomics in combination with molecular networking to discover a novel class of NPs, the tyrobetaines: nonribosomal peptides with an unusual trimethylammonium tyrosine residue. The BGC for this unusual class of compounds was identified using metabologenomics and computational structure prediction data. Heterologous expression confirmed the BGC and suggests an unusual mechanism for trimethylammonium formation. Overall, the discovery of the tyrobetaines shows the great potential of metabologenomics combined with molecular networking and computational structure prediction for identifying interesting biosynthetic reactions and novel NPs.


Assuntos
Produtos Biológicos/metabolismo , Descoberta de Drogas , Genômica , Metabolômica , Família Multigênica , Betaína/análogos & derivados , Vias Biossintéticas
3.
ACS Synth Biol ; 6(1): 39-44, 2017 01 20.
Artigo em Inglês | MEDLINE | ID: mdl-27478992

RESUMO

Genome sequencing has revealed that a far greater number of natural product biosynthetic pathways exist than there are known natural products. To access these molecules directly and deterministically, a new generation of heterologous expression methods is needed. Cell-free protein synthesis has not previously been used to study nonribosomal peptide biosynthesis, and provides a tunable platform with advantages over conventional methods for protein expression. Here, we demonstrate the use of cell-free protein synthesis to biosynthesize a cyclic dipeptide with correct absolute stereochemistry. From a single-pot reaction, we measured the expression of two nonribosomal peptide synthetases larger than 100 kDa, and detected high-level production of a diketopiperazine. Using quantitative LC-MS and synthetically prepared standard, we observed production of this metabolite at levels higher than previously reported from cell-based recombinant expression, approximately 12 mg/L. Overall, this work represents a first step to apply cell-free protein synthesis to discover and characterize new natural products.


Assuntos
DNA/genética , Biossíntese de Peptídeos Independentes de Ácido Nucleico/genética , Vias Biossintéticas , Sistema Livre de Células , Cromatografia Líquida , Dipeptídeos/biossíntese , Dipeptídeos/química , Escherichia coli/genética , Escherichia coli/metabolismo , Gramicidina/biossíntese , Gramicidina/química , Técnicas In Vitro , Espectrometria de Massas , Peptídeo Sintases/metabolismo , Peptídeos Cíclicos/biossíntese , Peptídeos Cíclicos/química , Piperazinas/química , Piperazinas/metabolismo , Biologia Sintética
4.
ACS Chem Biol ; 11(12): 3452-3460, 2016 12 16.
Artigo em Inglês | MEDLINE | ID: mdl-27809474

RESUMO

As microbial genome sequencing becomes more widespread, the capacity of microorganisms to produce an immense number of metabolites has come into better view. Utilizing a metabolite/gene cluster correlation platform, the biosynthetic origins of a new family of natural products, the rimosamides, were discovered. The rimosamides were identified in Streptomyces rimosus and associated with their NRPS/PKS-type gene cluster based upon their high frequency of co-occurrence across 179 strains of actinobacteria. This also led to the discovery of the related detoxin gene cluster. The core of each of these families of natural products contains a depsipeptide bond at the point of bifurcation in their unusual branched structures, the origins of which are definitively assigned to nonlinear biosynthetic pathways via heterologous expression in Streptomyces lividans. The rimosamides were found to antagonize the antibiotic activity of blasticidin S against Bacillus cereus.


Assuntos
Produtos Biológicos/metabolismo , Dipeptídeos/metabolismo , Fenilalanina/análogos & derivados , Pirrolidinas/metabolismo , Streptomyces rimosus/genética , Streptomyces rimosus/metabolismo , Produtos Biológicos/química , Vias Biossintéticas , Dipeptídeos/química , Dipeptídeos/genética , Genes Bacterianos , Metabolômica , Família Multigênica , Fenilalanina/química , Fenilalanina/genética , Fenilalanina/metabolismo , Pirrolidinas/química , Streptomyces rimosus/química
5.
J Am Chem Soc ; 138(35): 11124-7, 2016 09 07.
Artigo em Inglês | MEDLINE | ID: mdl-27527063

RESUMO

Methanobactins (Mbns) are a growing family of ribosomally produced, post-translationally modified natural products. Characteristic nitrogen-containing heterocycles and neighboring thioamides allow these compounds to bind copper with high affinity. Genome mining has enabled the identification of Mbn operons in bacterial genomes and the prediction of diverse Mbn structures from operon content and precursor peptide sequence. Here we report the characterization of Mbn from Methylosinus (Ms.) species (sp.) LW4. The peptide backbone is distinct from all previously characterized Mbns, and the post-translational modifications correspond precisely to those predicted on the basis of the Ms. sp. LW4 Mbn operon. Thus, prediction based on genome analysis combined with isolation and structural characterization represents a phylogenetic approach to finding diverse Mbns and elucidating their biosynthetic pathways.


Assuntos
Imidazóis/química , Imidazóis/metabolismo , Methylosinus/metabolismo , Oligopeptídeos/química , Oligopeptídeos/metabolismo , Methylosinus/genética , Oligopeptídeos/genética , Óperon/genética , Processamento de Proteína Pós-Traducional
6.
ACS Chem Biol ; 11(8): 2117-23, 2016 08 19.
Artigo em Inglês | MEDLINE | ID: mdl-27310134

RESUMO

Unlocking the biochemical stores of fungi is key for developing future pharmaceuticals. Through reduced expression of a critical histone deacetylase in Aspergillus nidulans, increases of up to 100-fold were observed in the levels of 15 new aspercryptins, recently described lipopeptides with two noncanonical amino acids derived from octanoic and dodecanoic acids. In addition to two NMR-verified structures, MS/MS networking helped uncover an additional 13 aspercryptins. The aspercryptins break the conventional structural orientation of lipopeptides and appear "backward" when compared to known compounds of this class. We have also confirmed the 14-gene aspercryptin biosynthetic gene cluster, which encodes two fatty acid synthases and several enzymes to convert saturated octanoic and dodecanoic acid to α-amino acids.


Assuntos
Aspergillus nidulans/metabolismo , Histona Desacetilases/metabolismo , Oligopeptídeos/metabolismo , Aspergillus nidulans/enzimologia , Cromatografia Líquida , Metabolômica , Família Multigênica , Oligopeptídeos/biossíntese , Oligopeptídeos/genética , Espectrometria de Massas em Tandem
7.
ACS Cent Sci ; 2(2): 99-108, 2016 Feb 24.
Artigo em Inglês | MEDLINE | ID: mdl-27163034

RESUMO

For more than half a century the pharmaceutical industry has sifted through natural products produced by microbes, uncovering new scaffolds and fashioning them into a broad range of vital drugs. We sought a strategy to reinvigorate the discovery of natural products with distinctive structures using bacterial genome sequencing combined with metabolomics. By correlating genetic content from 178 actinomycete genomes with mass spectrometry-enabled analyses of their exported metabolomes, we paired new secondary metabolites with their biosynthetic gene clusters. We report the use of this new approach to isolate and characterize tambromycin, a new chlorinated natural product, composed of several nonstandard amino acid monomeric units, including a unique pyrrolidine-containing amino acid we name tambroline. Tambromycin shows antiproliferative activity against cancerous human B- and T-cell lines. The discovery of tambromycin via large-scale correlation of gene clusters with metabolites (a.k.a. metabologenomics) illuminates a path for structure-based discovery of natural products at a sharply increased rate.

8.
BMC Genomics ; 16: 343, 2015 Apr 29.
Artigo em Inglês | MEDLINE | ID: mdl-25925221

RESUMO

BACKGROUND: With thousands of fungal genomes being sequenced, each genome containing up to 70 secondary metabolite (SM) clusters 30-80 kb in size, breakthrough techniques are needed to characterize this SM wealth. RESULTS: Here we describe a novel system-level methodology for unbiased cloning of intact large SM clusters from a single fungal genome for one-step transformation and expression in a model host. All 56 intact SM clusters from Aspergillus terreus were individually captured in self-replicating fungal artificial chromosomes (FACs) containing both the E. coli F replicon and an Aspergillus autonomously replicating sequence (AMA1). Candidate FACs were successfully shuttled between E. coli and the heterologous expression host A. nidulans. As proof-of-concept, an A. nidulans FAC strain was characterized in a novel liquid chromatography-high resolution mass spectrometry (LC-HRMS) and data analysis pipeline, leading to the discovery of the A. terreus astechrome biosynthetic machinery. CONCLUSION: The method we present can be used to capture the entire set of intact SM gene clusters and/or pathways from fungal species for heterologous expression in A. nidulans and natural product discovery.


Assuntos
Aspergillus nidulans/genética , Cromossomos Artificiais/metabolismo , Genoma Fúngico , Metaboloma , Metabolômica/métodos , Cromatografia Líquida de Alta Pressão , Cromossomos Artificiais/genética , Escherichia coli/genética , Espectrometria de Massas , Família Multigênica , Piperazinas/análise , Piperazinas/metabolismo
9.
Nat Chem Biol ; 10(11): 963-8, 2014 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-25262415

RESUMO

Actinobacteria encode a wealth of natural product biosynthetic gene clusters, whose systematic study is complicated by numerous repetitive motifs. By combining several metrics, we developed a method for the global classification of these gene clusters into families (GCFs) and analyzed the biosynthetic capacity of Actinobacteria in 830 genome sequences, including 344 obtained for this project. The GCF network, comprising 11,422 gene clusters grouped into 4,122 GCFs, was validated in hundreds of strains by correlating confident mass spectrometric detection of known small molecules with the presence or absence of their established biosynthetic gene clusters. The method also linked previously unassigned GCFs to known natural products, an approach that will enable de novo, bioassay-free discovery of new natural products using large data sets. Extrapolation from the 830-genome data set reveals that Actinobacteria encode hundreds of thousands of future drug leads, and the strong correlation between phylogeny and GCFs frames a roadmap to efficiently access them.


Assuntos
Actinobacteria/genética , Actinobacteria/metabolismo , Produtos Biológicos/metabolismo , Descoberta de Drogas/métodos , Genômica , Metabolômica , Produtos Biológicos/química , Produtos Biológicos/isolamento & purificação , Estrutura Molecular , Família Multigênica/genética , Metabolismo Secundário
10.
J Ind Microbiol Biotechnol ; 41(2): 451-9, 2014 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-24242000

RESUMO

The use of proteomics for direct detection of expressed pathways producing natural products has yielded many new compounds, even when used in a screening mode without a bacterial genome sequence available. Here we quantify the advantages of having draft DNA-sequence available for strain-specific proteomics using the latest in ultrahigh-resolution mass spectrometry for both proteins and the small molecules they generate. Using the draft sequence of Streptomyces lilacinus NRRL B-1968, we show a >tenfold increase in the number of peptide identifications vs. using publicly available databases. Detected in this strain were six expressed gene clusters with varying homology to those known. To date, we have identified three of these clusters as encoding for the production of griseobactin (known), rakicidin D (an orphan NRPS/PKS hybrid cluster), and a putative thr and DHB-containing siderophore produced by a new non-ribosomal peptide sythetase gene cluster. The remaining three clusters show lower homology to those known, and likely encode enzymes for production of novel compounds. Using an interpreted strain-specific DNA sequence enables deep proteomics for the detection of multiple pathways and their encoded natural products in a single cultured bacterium.


Assuntos
Produtos Biológicos/metabolismo , Genoma Bacteriano , Proteômica/métodos , Streptomyces/genética , Produtos Biológicos/química , Vias Biossintéticas/genética , Genômica/métodos , Espectrometria de Massas , Sideróforos/genética , Sideróforos/metabolismo , Especificidade da Espécie , Streptomyces/metabolismo
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