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1.
ACS Chem Biol ; 18(4): 711-723, 2023 04 21.
Artigo em Inglês | MEDLINE | ID: mdl-36215670

RESUMO

Opportunistic infections by Burkholderia cenocepacia are life threatening for patients suffering from cystic fibrosis and chronic granulomatous disease. These infections are often associated with variable clinical outcomes, prompting an interest in molecular investigations of phenotypes associated with disease severity. The production of the pyomelanin pigment is one such phenotype, which was recently linked to the ability of clinical strains to carry out biotransformation of the antibiotic trimethoprim. However, this biotransformation product was not identified, and differences in metabolite production associated with pyomelanin pigmentation are poorly understood. Here, we identify several key metabolites produced exclusively by the pyomelanin-producing strains. To provide insight into the structures and biosynthetic origin of these metabolites, we developed a mass spectrometry-based strategy coupling unsupervised in silico substructure prediction with stable isotope labeling referred to as MAS-SILAC (Metabolite Annotation assisted by Substructure discovery and Stable Isotope Labeling by Amino acids in Cell culture). This approach led to discovery of homogentisic acid as a precursor for biosynthesis of several natural products and for biotransformation of trimethoprim, representing a previously unknown mechanism of antibiotic tolerance. This work presents application of computational methods for analysis of untargeted metabolomic data to link the chemotype of pathogenic microorganisms with a specific phenotype. The observations made in this study provide insights into the clinical significance of the melanated phenotype.


Assuntos
Produtos Biológicos , Trimetoprima , Antibacterianos , Produtos Biológicos/metabolismo , Ácido Homogentísico/metabolismo , Metabolômica , Trimetoprima/química , Trimetoprima/metabolismo
2.
Methods Enzymol ; 663: 273-302, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-35168793

RESUMO

Peptidic natural products (PNPs) are valuable sources for drug development as they are often associated with desirable bioactivities. Chemoenzymatic approaches coupled with description of structure-activity relationships have enabled the production of analogs to PNPs such as daptomycin and vancomycin which exhibit optimized bioactivities. The natural promiscuity of biosynthetic enzymes allows the producer organism to generate various analogs potentially serving as multiple hits for one target or to diversify the bioactivity of a given natural product. Thus, approaches that allow rapid discovery of novel peptide natural products by mining their presence in crude extracts while providing insights into promiscuity of biosynthetic enzymes are sought out by natural product biochemists and chemists. In this chapter, we describe how two different molecular networking-based approaches combined with in silico tools can be used to dereplicate PNPs from untargeted mass spectrometry data acquired on crude extracts and how to propagate annotations to structurally related molecules. We further describe steps to gain knowledge of enzyme promiscuity by combining molecular networking analysis with gene cluster analysis.


Assuntos
Produtos Biológicos , Produtos Biológicos/química , Análise por Conglomerados , Família Multigênica , Peptídeos/química , Espectrometria de Massas em Tandem/métodos
3.
Sci Rep ; 11(1): 21419, 2021 11 01.
Artigo em Inglês | MEDLINE | ID: mdl-34725378

RESUMO

Infections by Burkholderia cenocepacia lead to life-threatening disease in immunocompromised individuals, including those living with cystic fibrosis (CF). While genetic variation in various B. cenocepacia strains has been reported, it remains unclear how the chemical environment of CF lung influences the production of small molecule virulence factors by these strains. Here we compare metabolomes of three clinical B. cenocepacia strains in synthetic CF sputum medium (SCFM2) and in a routine laboratory medium (LB), in the presence and absence of the antibiotic trimethoprim. Using a mass spectrometry-based untargeted metabolomics approach, we identify several compound classes which are differentially produced in SCFM2 compared to LB media, including siderophores, antimicrobials, quorum sensing signals, and various lipids. Furthermore, we describe that specific metabolites are induced in the presence of the antibiotic trimethoprim only in SCFM2 when compared to LB. Herein, C13-acyl-homoserine lactone, a quorum sensing signal previously not known to be produced by B. cenocepacia as well as pyochelin-type siderophores were exclusively detected during growth in SCFM2 in the presence of trimethoprim. The comparative metabolomics approach described in this study provides insight into environment-dependent production of secondary metabolites by B. cenocepacia strains and suggests future work which could identify personalized strain-specific regulatory mechanisms involved in production of secondary metabolites. Investigations into whether antibiotics with different mechanisms of action induce similar metabolic alterations will inform development of combination treatments aimed at effective clearance of Burkholderia spp. pathogens.


Assuntos
Antibacterianos/farmacologia , Burkholderia cenocepacia/metabolismo , Fibrose Cística/metabolismo , Fibrose Cística/microbiologia , Metaboloma , Metabolômica , Proteínas de Bactérias/metabolismo , Infecções por Burkholderia , Burkholderia cenocepacia/genética , Cromatografia Líquida de Alta Pressão , Meios de Cultura/farmacologia , Humanos , Lipídeos/química , Testes de Sensibilidade Microbiana , Percepção de Quorum , Escarro/metabolismo , Trimetoprima/farmacologia , Fatores de Virulência/metabolismo
4.
ACS Infect Dis ; 6(5): 1154-1168, 2020 05 08.
Artigo em Inglês | MEDLINE | ID: mdl-32212725

RESUMO

The Burkholderia cepacia complex is a group of closely related bacterial species with large genomes that infect immunocompromised individuals and those living with cystic fibrosis. Some of these species are found more frequently and cause more severe disease than others, yet metabolomic differences between these have not been described. Furthermore, our understanding of how these species respond to antibiotics is limited. We investigated the metabolomics differences between three most prevalent Burkholderia spp. associated with cystic fibrosis: B. cenocepacia, B. multivorans, and B. dolosa in the presence and absence of the antibiotic trimethoprim. Using a combination of supervised and unsupervised metabolomics data visualization and analysis tools, we describe the overall differences between strains of the same species and between species. Specifically, we report, for the first time, the role of the pyomelanin pathway in the metabolism of trimethoprim. We also report differences in the detection of known secondary metabolites such as fragin, ornibactin, and N-acylhomoserine lactones and their analogs in closely related strains. Furthermore, we highlight the potential for the discovery of new secondary metabolites in clinical strains of Burkholderia spp. The metabolomics differences described in this study highlight the personalized nature of closely related Burkholderia strains.


Assuntos
Antibacterianos/farmacologia , Burkholderia/efeitos dos fármacos , Fibrose Cística/microbiologia , Metaboloma/efeitos dos fármacos , Trimetoprima/farmacologia , Burkholderia/metabolismo , Infecções por Burkholderia , Humanos
5.
mSystems ; 4(5)2019 Sep 24.
Artigo em Inglês | MEDLINE | ID: mdl-31551401

RESUMO

To visualize the personalized distributions of pathogens and chemical environments, including microbial metabolites, pharmaceuticals, and their metabolic products, within and between human lungs afflicted with cystic fibrosis (CF), we generated three-dimensional (3D) microbiome and metabolome maps of six explanted lungs from three cystic fibrosis patients. These 3D spatial maps revealed that the chemical environments differ between patients and within the lungs of each patient. Although the microbial ecosystems of the patients were defined by the dominant pathogen, their chemical diversity was not. Additionally, the chemical diversity between locales in the lungs of the same individual sometimes exceeded interindividual variation. Thus, the chemistry and microbiome of the explanted lungs appear to be not only personalized but also regiospecific. Previously undescribed analogs of microbial quinolones and antibiotic metabolites were also detected. Furthermore, mapping the chemical and microbial distributions allowed visualization of microbial community interactions, such as increased production of quorum sensing quinolones in locations where Pseudomonas was in contact with Staphylococcus and Granulicatella, consistent with in vitro observations of bacteria isolated from these patients. Visualization of microbe-metabolite associations within a host organ in early-stage CF disease in animal models will help elucidate the complex interplay between the presence of a given microbial structure, antibiotics, metabolism of antibiotics, microbial virulence factors, and host responses.IMPORTANCE Microbial infections are now recognized to be polymicrobial and personalized in nature. Comprehensive analysis and understanding of the factors underlying the polymicrobial and personalized nature of infections remain limited, especially in the context of the host. By visualizing microbiomes and metabolomes of diseased human lungs, we reveal how different the chemical environments are between hosts that are dominated by the same pathogen and how community interactions shape the chemical environment or vice versa. We highlight that three-dimensional organ mapping methods represent hypothesis-building tools that allow us to design mechanistic studies aimed at addressing microbial responses to other microbes, the host, and pharmaceutical drugs.

6.
Viruses ; 11(2)2019 02 03.
Artigo em Inglês | MEDLINE | ID: mdl-30717485

RESUMO

For the development of an effective HIV-1 vaccine, evolutionarily conserved epitopes between feline and human immunodeficiency viruses (FIV and HIV-1) were determined by analyzing overlapping peptides from retroviral genomes that induced both anti-FIV/HIV T cell-immunity in the peripheral blood mononuclear cells from the FIV-vaccinated cats and the HIV-infected humans. The conserved T-cell epitopes on p24 and reverse transcriptase were selected based on their robust FIV/HIV-specific CD8⁺ cytotoxic T lymphocyte (CTL), CD4⁺ CTL, and polyfunctional T-cell activities. Four such evolutionarily conserved epitopes were formulated into four multiple antigen peptides (MAPs), mixed with an adjuvant, to be tested as FIV vaccine in cats. The immunogenicity and protective efficacy were evaluated against a pathogenic FIV. More MAP/peptide-specific CD4⁺ than CD8⁺ T-cell responses were initially observed. By post-third vaccination, half of the MAP/peptide-specific CD8⁺ T-cell responses were higher or equivalent to those of CD4⁺ T-cell responses. Upon challenge, 15/19 (78.9%) vaccinated cats were protected, whereas 6/16 (37.5%) control cats remained uninfected, resulting in a protection rate of 66.3% preventable fraction (p = 0.0180). Thus, the selection method used to identify the protective FIV peptides should be useful in identifying protective HIV-1 peptides needed for a highly protective HIV-1 vaccine in humans.


Assuntos
Epitopos de Linfócito T/imunologia , Síndrome de Imunodeficiência Adquirida Felina/prevenção & controle , Imunogenicidade da Vacina , Peptídeos/imunologia , Vacinas Virais/imunologia , Animais , Anticorpos Antivirais/sangue , Linfócitos T CD4-Positivos/imunologia , Gatos , Reações Cruzadas , Síndrome de Imunodeficiência Adquirida Felina/imunologia , Infecções por HIV/imunologia , Infecções por HIV/prevenção & controle , HIV-1 , Humanos , Imunidade Celular , Vírus da Imunodeficiência Felina , Ativação Linfocitária , Organismos Livres de Patógenos Específicos , Vacinação/veterinária , Vacinas de Subunidades/imunologia
7.
J Virol ; 90(20): 8984-93, 2016 10 15.
Artigo em Inglês | MEDLINE | ID: mdl-27466425

RESUMO

UNLABELLED: While combined antiretroviral therapy (cART) can result in undetectable plasma viral loads, it does not eradicate HIV infection. Furthermore, HIV-infected individuals while on cART remain at an increased risk of developing serious comorbidities, such as cancer, neurological disease, and atherosclerosis, suggesting that during cART, tissue-based HIV may contribute to such pathologies. We obtained DNA and RNA env, nef, and pol sequences using single-genome sequencing from postmortem tissues of three HIV(+) cART-treated (cART(+)) individuals with undetectable viral load and metastatic cancer at death and performed time-scaled Bayesian evolutionary analyses. We used a sensitive in situ hybridization technique to visualize HIV gag-pol mRNA transcripts in cerebellum and lymph node tissues from one patient. Tissue-associated virus evolved at similar rates in cART(+) and cART-naive (cART(-)) patients. Phylogenetic trees were characterized by two distinct features: (i) branching patterns consistent with constant viral evolution and dispersal among tissues and (ii) very recently derived clades containing both DNA and RNA sequences from multiple tissues. Rapid expansion of virus near death corresponded to wide-spread metastasis. HIV RNA(+) cells clustered in cerebellum tissue but were dispersed in lymph node tissue, mirroring the evolutionary patterns observed for that patient. Activated, infiltrating macrophages were associated with HIV RNA. Our data provide evidence that tissues serve as a sanctuary for wild-type HIV during cART and suggest the importance of macrophages as an alternative reservoir and mechanism of virus spread. IMPORTANCE: Combined antiretroviral therapy (cART) reduces plasma HIV to undetectable levels; however, removal of cART results in plasma HIV rebound, thus highlighting its inability to entirely rid the body of infection. Additionally, HIV-infected individuals on cART remain at high risk of serious diseases, which suggests a contribution from residual HIV. In this study, we isolated and sequenced HIV from postmortem tissues from three HIV(+) cART(+) individuals who died with metastatic cancer and had no detectable plasma viral load. Using high-resolution evolutionary analyses, we found that tissue-based HIV continues to replicate, evolve, and migrate among tissues during cART. Furthermore, cancer onset and metastasis coincided with increased HIV expansion, suggesting a linked mechanism. HIV-expressing cells were associated with tissue macrophages, a target of HIV infection. Our results suggest the importance of tissues, and macrophages in particular, as a target for novel anti-HIV therapies.


Assuntos
Antirretrovirais/uso terapêutico , Infecções por HIV/complicações , Infecções por HIV/virologia , HIV/isolamento & purificação , Neoplasias/complicações , Resposta Viral Sustentada , Carga Viral , Terapia Antirretroviral de Alta Atividade , Autopsia , Cerebelo/virologia , DNA Viral/genética , Variação Genética , HIV/classificação , HIV/genética , Infecções por HIV/tratamento farmacológico , Hibridização In Situ , Linfonodos/virologia , Filogenia , RNA Viral/genética , Análise de Sequência de DNA , Homologia de Sequência , Produtos do Gene env do Vírus da Imunodeficiência Humana/genética , Produtos do Gene nef do Vírus da Imunodeficiência Humana/genética , Produtos do Gene pol do Vírus da Imunodeficiência Humana/genética
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