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1.
Genes Dev ; 25(22): 2333-46, 2011 Nov 15.
Article in English | MEDLINE | ID: mdl-22051878

ABSTRACT

The Hedgehog (Hh) pathway is essential for vertebrate embryogenesis, and excessive Hh target gene activation can cause cancer in humans. Here we show that Neuropilin 1 (Nrp1) and Nrp2, transmembrane proteins with roles in axon guidance and vascular endothelial growth factor (VEGF) signaling, are important positive regulators of Hh signal transduction. Nrps are expressed at times and locations of active Hh signal transduction during mouse development. Using cell lines lacking key Hh pathway components, we show that Nrps mediate Hh transduction between activated Smoothened (Smo) protein and the negative regulator Suppressor of Fused (SuFu). Nrp1 transcription is induced by Hh signaling, and Nrp1 overexpression increases maximal Hh target gene activation, indicating the existence of a positive feedback circuit. The regulation of Hh signal transduction by Nrps is conserved between mammals and bony fish, as we show that morpholinos targeting the Nrp zebrafish ortholog nrp1a produce a specific and highly penetrant Hh pathway loss-of-function phenotype. These findings enhance our knowledge of Hh pathway regulation and provide evidence for a conserved nexus between Nrps and this important developmental signaling system.


Subject(s)
Hedgehog Proteins/metabolism , Neuropilins/metabolism , Signal Transduction , Animals , Feedback, Physiological , Gene Expression Regulation, Developmental , Mice , Neuropilin-1/genetics , Neuropilin-1/metabolism , Neuropilin-2/genetics , Neuropilin-2/metabolism , RNA Interference , Receptors, G-Protein-Coupled/metabolism , Repressor Proteins/metabolism , Smoothened Receptor
2.
ACS Infect Dis ; 8(1): 66-77, 2022 01 14.
Article in English | MEDLINE | ID: mdl-34937332

ABSTRACT

Combination therapies are common in many therapeutic contexts, including infectious diseases and cancer. A common approach for evaluating combinations in vitro is to assess effects on cell growth as synergistic, antagonistic, or neutral using "checkerboard" experiments to systematically sample combinations of agents in multiple doses. To further understand the effects of antibiotic combinations, we employed high-content imaging to study the morphological changes caused by combination treatments in checkerboard experiments. Using an automated, unsupervised image analysis approach to group morphologies, and an "expert-in-the-loop" to annotate them, we attributed the heterogeneous morphological changes ofEscherichia coli cells to varying doses of both single-agent and combination treatments. We identified patterns of morphological change, including morphological potentiation, competition, and the emergence of unexpected morphologies. We found these frequently did not correlate with synergistic or antagonistic effects on viability, suggesting morphological approaches may provide a distinctive signature of the biological interaction between compounds over a range of conditions. Among the unexpected morphologies we observed, there were transitional changes associated with intermediate doses of compounds and uncharacterized phenotypes associated with well-studied antibiotics. Our approach exemplifies how unsupervised image analysis and expert knowledge can be combined to reckon with complex phenotypic changes arising from combination screening, dose titrations, or polypharmacology. In this way, quantification of morphological diversity across treatment conditions could aid in analysis and prioritization of complementary pairings of antibiotic agents by more closely capturing the true signature of the integrated cellular response.


Subject(s)
Anti-Bacterial Agents , Drug Resistance, Multiple, Bacterial , Anti-Bacterial Agents/pharmacology , Drug Synergism , Microbial Sensitivity Tests
3.
RSC Adv ; 12(25): 15631-15642, 2022 May 23.
Article in English | MEDLINE | ID: mdl-35685699

ABSTRACT

Bioorthogonal chemistry can facilitate the development of fluorescent probes that can be used to sensitively and specifically detect the presence of biological targets. In this study, such an assay was developed to evaluate the uptake and delivery of antimicrobials into Escherichia coli, building on and extending previous work which utilised more resource intensive LCMS detection. The bacteria were genetically engineered to express streptavidin in the periplasmic or cytoplasmic compartments, which was used to localise a bioorthogonal probe (BCN-biotin). Azido-compounds which are delivered to these compartments react with the localised BCN-biotin-streptavidin in a concentration-dependent manner via a strain-promoted alkyne-azide cycloaddition. The amount of azido-compound taken up by bacteria was determined by quantifying unreacted BCN-biotin-streptavidin via an inverse electron demand Diels-Alder reaction between remaining BCN-biotin and a tetrazine-containing fluorescent dye. Following optimisation and validation, the assay was used to assess uptake of liposome-formulated azide-functionalised luciferin and cefoxitin. The results demonstrated that formulation into cationic liposomes improved the uptake of azide-functionalised compounds into the periplasm of E. coli, providing insight on the uptake mechanism of liposomes in the bacteria. This newly developed bioorthogonal fluorescence plate-reader based assay provides a bioactivity-independent, medium-to-high throughput tool for screening compound uptake/delivery.

4.
Nat Chem Biol ; 4(3): 197-9, 2008 Mar.
Article in English | MEDLINE | ID: mdl-18223646

ABSTRACT

Many amyloid inhibitors resemble molecules that form chemical aggregates, which are known to inhibit many proteins. Eight known chemical aggregators inhibited amyloid formation of the yeast and mouse prion proteins Sup35 and recMoPrP in a manner characteristic of colloidal inhibition. Similarly, three known anti-amyloid molecules inhibited beta-lactamase in a detergent-dependent manner, which suggests that they too form colloidal aggregates. The colloids localized to preformed fibers and prevented new fiber formation in electron micrographs. They also blocked infection of yeast cells with Sup35 prions, which suggests that colloidal inhibition may be relevant in more biological milieus.


Subject(s)
Acetophenones/pharmacology , Benzopyrans/pharmacology , Clioquinol/pharmacology , Congo Red/pharmacology , Flavanones/pharmacology , Phenolphthaleins/pharmacology , Phthalimides/pharmacology , Prions/antagonists & inhibitors , Saccharomyces cerevisiae Proteins/antagonists & inhibitors , Saccharomyces cerevisiae/metabolism , Acetophenones/chemistry , Animals , Benzopyrans/chemistry , Clioquinol/chemistry , Congo Red/chemistry , Detergents/chemistry , Flavanones/chemistry , Mice , Microscopy, Electron, Transmission/methods , Molecular Structure , Molecular Weight , Particle Size , Peptide Termination Factors , Phenolphthaleins/chemistry , Phthalimides/chemistry , Prions/chemistry , Prions/metabolism , Prions/pharmacokinetics , Recombinant Proteins/antagonists & inhibitors , Recombinant Proteins/chemistry , Recombinant Proteins/metabolism , Saccharomyces cerevisiae/chemistry , Saccharomyces cerevisiae Proteins/chemistry , Saccharomyces cerevisiae Proteins/pharmacokinetics , Sensitivity and Specificity , Structure-Activity Relationship , beta-Lactamase Inhibitors , beta-Lactamases/chemistry
5.
ACS Chem Biol ; 14(4): 725-734, 2019 04 19.
Article in English | MEDLINE | ID: mdl-30908011

ABSTRACT

Compartmentalization is a crucial facet of many biological systems, and key aspects of cellular processes rely on spatial segregation within the cell. While many drug targets reside in specific intracellular compartments, the tools available for assessing compound exposure are generally limited to whole-cell measurements. To address this gap, we recently developed a bioorthogonal chemistry-based method to assess compartment-specific compound exposure and demonstrated its use in Gram-negative bacteria. To expand the applicability of this approach, we report here novel bioorthogonal probe modalities which enable diverse probe incorporation strategies. The probes we developed utilize a cleavable thiocarbamate linker to connect localizing elements such as metabolic substrates to a cyclooctyne moiety which enables the detection of azide-containing molecules. Adducts between the probe and azide-bearing compounds can be recovered and affinity purified after exposure experiments, thus facilitating the mass-spectrometry based analysis used to assess compound exposure. The bioorthogonal system reported here thus provides a valuable new tool for interrogating compartment-specific compound exposure in a variety of biological contexts while retaining a simple and unified sample preparation and analysis workflow.


Subject(s)
Alkynes/chemistry , Azides/analysis , Molecular Probes , Azides/chemistry , Biotin/chemistry , Click Chemistry , Escherichia coli/metabolism , Fluorescent Dyes/chemistry , Mass Spectrometry , Optical Imaging , Thiocarbamates/chemistry
6.
ACS Chem Biol ; 14(6): 1217-1226, 2019 06 21.
Article in English | MEDLINE | ID: mdl-31184469

ABSTRACT

Beta-lactams comprise one of the earliest classes of antibiotic therapies. These molecules covalently inhibit enzymes from the family of penicillin-binding proteins (PBPs), which are essential in construction of the bacterial cell wall. As a result, beta-lactams cause striking changes to cellular morphology, the nature of which varies by the range of PBPs simultaneously engaged in the cell. The traditional method of exploring beta-lactam polyspecificity is a gel-based binding assay which is low-throughput and typically is run  ex situ in cell extracts. Here, we describe a medium-throughput, image-based assay combined with machine learning methods to automatically profile the activity of beta-lactams in E. coli cells. By testing for morphological change across a panel of strains with perturbations to individual PBP enzymes, our approach automatically and quantifiably relates different beta-lactam antibiotics according to their preferences for individual PBPs in cells. We show the potential of our approach for guiding the design of novel inhibitors toward different PBP-binding profiles by predicting the mechanisms of two recently reported PBP inhibitors.


Subject(s)
Anti-Bacterial Agents/pharmacology , Escherichia coli/drug effects , beta-Lactams/pharmacology , Escherichia coli/metabolism , Machine Learning , Markov Chains , Microbial Sensitivity Tests , Penicillin-Binding Proteins/metabolism
7.
ACS Infect Dis ; 4(9): 1355-1367, 2018 09 14.
Article in English | MEDLINE | ID: mdl-29846057

ABSTRACT

The Gram-negative cell envelope presents a formidable barrier to xenobiotics, and achieving sufficient compound exposure inside the cell is a key challenge for the discovery of new antibiotics. To provide insight on the molecular determinants governing compound exposure in Gram-negative bacteria, we developed a methodology leveraging a cyclooctyne-based bioorthogonal probe to assess compartment-specific compound exposure. This probe can be selectively localized to the periplasmic or cytoplasmic compartments of Gram-negative bacteria. Once localized, the probe is used to test azide-containing compounds for exposure within each compartment by quantifying the formation of click-reaction products by mass spectrometry. We demonstrate this approach is an accurate and sensitive method of determining compartment-specific compound exposure profiles. We then apply this technology to study the compartment-specific exposure profiles of a small panel of azide-bearing compounds with known permeability characteristics in Gram-negative bacteria, demonstrating the utility of the system and the insight it is able to provide regarding compound exposure within intact bacteria.


Subject(s)
Anti-Bacterial Agents/metabolism , Cytoplasm/metabolism , Escherichia coli/metabolism , Molecular Probes/metabolism , Periplasm/metabolism , Anti-Bacterial Agents/chemistry , Azides/chemistry , Azides/metabolism , Cytoplasm/chemistry , Escherichia coli/chemistry , Mass Spectrometry , Molecular Probes/chemistry , Periplasm/chemistry , Permeability
8.
ACS Infect Dis ; 4(3): 391-402, 2018 03 09.
Article in English | MEDLINE | ID: mdl-29243909

ABSTRACT

Drug-resistant Gram-negative bacteria are of increasing concern worldwide. Novel antibiotics are needed, but their development is complicated by the requirement to simultaneously optimize molecules for target affinity and cellular potency, which can result in divergent structure-activity relationships (SARs). These challenges were exemplified during our attempts to optimize inhibitors of the bacterial enzyme CoaD originally identified through a biochemical screen. To facilitate lead optimization, we developed mass spectroscopy assays based on the hypothesis that levels of CoA metabolites would reflect the cellular enzymatic activity of CoaD. Using these methods, we were able to monitor the effects of cellular enzyme inhibition at compound concentrations up to 100-fold below the minimum inhibitory concentration (MIC), a common metric of growth inhibition. Furthermore, we generated a panel of efflux pump mutants to dissect the susceptibility of a representative CoaD inhibitor to efflux. These approaches allowed for a nuanced understanding of the permeability and efflux liabilities of the series and helped guide optimization efforts to achieve measurable MICs against wild-type E. coli.


Subject(s)
Anti-Bacterial Agents/isolation & purification , Anti-Bacterial Agents/pharmacology , Escherichia coli/drug effects , Escherichia coli/enzymology , Metabolomics/methods , Nucleotidyltransferases/antagonists & inhibitors , Anti-Bacterial Agents/chemical synthesis , Mass Spectrometry , Microbial Sensitivity Tests , Structure-Activity Relationship
9.
J Med Chem ; 61(8): 3309-3324, 2018 04 26.
Article in English | MEDLINE | ID: mdl-29498517

ABSTRACT

The discovery and development of new antibiotics capable of curing infections due to multidrug-resistant and pandrug-resistant Gram-negative bacteria are a major challenge with fundamental importance to our global healthcare system. Part of our broad program at Novartis to address this urgent, unmet need includes the search for new agents that inhibit novel bacterial targets. Here we report the discovery and hit-to-lead optimization of new inhibitors of phosphopantetheine adenylyltransferase (PPAT) from Gram-negative bacteria. Utilizing a fragment-based screening approach, we discovered a number of unique scaffolds capable of interacting with the pantetheine site of E. coli PPAT and inhibiting enzymatic activity, including triazolopyrimidinone 6. Structure-based optimization resulted in the identification of two lead compounds as selective, small molecule inhibitors of bacterial PPAT: triazolopyrimidinone 53 and azabenzimidazole 54 efficiently inhibited E. coli and P. aeruginosa PPAT and displayed modest cellular potency against the efflux-deficient E. coli Δ tolC mutant strain.


Subject(s)
Anti-Bacterial Agents/pharmacology , Enzyme Inhibitors/pharmacology , Escherichia coli Proteins/antagonists & inhibitors , Heterocyclic Compounds, 2-Ring/pharmacology , Nucleotidyltransferases/antagonists & inhibitors , Anti-Bacterial Agents/chemical synthesis , Anti-Bacterial Agents/chemistry , Anti-Bacterial Agents/metabolism , Benzimidazoles/chemical synthesis , Benzimidazoles/chemistry , Benzimidazoles/metabolism , Benzimidazoles/pharmacology , Binding Sites , Drug Discovery , Enzyme Inhibitors/chemical synthesis , Enzyme Inhibitors/chemistry , Enzyme Inhibitors/metabolism , Escherichia coli/drug effects , Escherichia coli/enzymology , Escherichia coli Proteins/chemistry , Escherichia coli Proteins/metabolism , Heterocyclic Compounds, 2-Ring/chemical synthesis , Heterocyclic Compounds, 2-Ring/chemistry , Heterocyclic Compounds, 2-Ring/metabolism , Microbial Sensitivity Tests , Molecular Structure , Nucleotidyltransferases/chemistry , Nucleotidyltransferases/metabolism , Protein Binding , Pseudomonas aeruginosa/drug effects , Pseudomonas aeruginosa/enzymology , Pyrimidinones/chemical synthesis , Pyrimidinones/chemistry , Pyrimidinones/metabolism , Pyrimidinones/pharmacology , Triazoles/chemical synthesis , Triazoles/chemistry , Triazoles/metabolism , Triazoles/pharmacology
10.
J Med Chem ; 61(8): 3325-3349, 2018 04 26.
Article in English | MEDLINE | ID: mdl-29551072

ABSTRACT

In the preceding manuscript [ Moreau et al. 2018 , 10.1021/acs.jmedchem.7b01691 ] we described a successful fragment-based lead discovery (FBLD) strategy for discovery of bacterial phosphopantetheine adenylyltransferase inhibitors (PPAT, CoaD). Following several rounds of optimization two promising lead compounds were identified: triazolopyrimidinone 3 and 4-azabenzimidazole 4. Here we disclose our efforts to further optimize these two leads for on-target potency and Gram-negative cellular activity. Enabled by a robust X-ray crystallography system, our structure-based inhibitor design approach delivered compounds with biochemical potencies 4-5 orders of magnitude greater than their respective fragment starting points. Additional optimization was guided by observations on bacterial permeability and physicochemical properties, which ultimately led to the identification of PPAT inhibitors with cellular activity against wild-type E. coli.


Subject(s)
Anti-Bacterial Agents/pharmacology , Enzyme Inhibitors/pharmacology , Escherichia coli Proteins/antagonists & inhibitors , Heterocyclic Compounds, 2-Ring/pharmacology , Nucleotidyltransferases/antagonists & inhibitors , Anti-Bacterial Agents/chemical synthesis , Anti-Bacterial Agents/chemistry , Anti-Bacterial Agents/metabolism , Benzimidazoles/chemical synthesis , Benzimidazoles/chemistry , Benzimidazoles/metabolism , Benzimidazoles/pharmacology , Binding Sites , Drug Discovery , Enzyme Inhibitors/chemical synthesis , Enzyme Inhibitors/chemistry , Enzyme Inhibitors/metabolism , Escherichia coli/drug effects , Escherichia coli/enzymology , Escherichia coli Proteins/chemistry , Escherichia coli Proteins/genetics , Escherichia coli Proteins/metabolism , Heterocyclic Compounds, 2-Ring/chemical synthesis , Heterocyclic Compounds, 2-Ring/chemistry , Heterocyclic Compounds, 2-Ring/metabolism , Microbial Sensitivity Tests , Molecular Structure , Mutation , Nucleotidyltransferases/chemistry , Nucleotidyltransferases/genetics , Nucleotidyltransferases/metabolism , Protein Binding , Pyrimidinones/chemical synthesis , Pyrimidinones/chemistry , Pyrimidinones/metabolism , Pyrimidinones/pharmacology , Triazoles/chemical synthesis , Triazoles/chemistry , Triazoles/metabolism , Triazoles/pharmacology
11.
J Med Chem ; 50(10): 2385-90, 2007 May 17.
Article in English | MEDLINE | ID: mdl-17447748

ABSTRACT

High-throughput screening (HTS) is the primary technique for new lead identification in drug discovery and chemical biology. Unfortunately, it is susceptible to false-positive hits. One common mechanism for such false-positives is the congregation of organic molecules into colloidal aggregates, which nonspecifically inhibit enzymes. To both evaluate the feasibility of large-scale identification of aggregate-based inhibition and quantify its prevalence among screening hits, we tested 70,563 molecules from the National Institutes of Health Chemical Genomics Center (NCGC) library for detergent-sensitive inhibition. Each molecule was screened in at least seven concentrations, such that dose-response curves were obtained for all molecules in the library. There were 1274 inhibitors identified in total, of which 1204 were unambiguously detergent-sensitive. We identified these as aggregate-based inhibitors. Thirty-one library molecules were independently purchased and retested in secondary low-throughput experiments; 29 of these were confirmed as either aggregators or nonaggregators, as appropriate. Finally, with the dose-response information collected for every compound, we could examine the correlation between aggregate-based inhibition and steep dose-response curves. Three key results emerge from this study: first, detergent-dependent identification of aggregate-based inhibition is feasible on the large scale. Second, 95% of the actives obtained in this screen are aggregate-based inhibitors. Third, aggregate-based inhibition is correlated with steep dose-response curves, although not absolutely. The results of this screen are being released publicly via the PubChem database.


Subject(s)
Detergents/chemistry , Organic Chemicals/chemistry , Pharmaceutical Preparations/chemistry , Chemical Phenomena , Chemistry, Physical , Colloids , Drug Design , Feasibility Studies , Kinetics , beta-Lactamases/chemistry
12.
J Med Chem ; 49(7): 2151-4, 2006 Apr 06.
Article in English | MEDLINE | ID: mdl-16570910

ABSTRACT

Screening in mixtures is a common approach for increasing the efficiency of high-throughput screening. Here we investigate how the "compound load" of mixtures influences promiscuous aggregate-based inhibition. We screened 764 molecules individually and in mixtures of 10 at 5 miccroM each, comparing the observed inhibition of the mixtures to that predicted from single-compound results. Synergistic effects on aggregation predominated, although antagonism was also observed. These results suggest that screening mixtures can increase aggregation-based inhibition in a nonadditive manner.


Subject(s)
Complex Mixtures/chemistry , Enzyme Inhibitors/chemistry , Pharmaceutical Preparations/chemistry , Drug Antagonism , Drug Combinations , Drug Design , Drug Synergism , Mathematics , beta-Lactamase Inhibitors , beta-Lactamases/chemistry
13.
Nat Protoc ; 1(2): 550-3, 2006.
Article in English | MEDLINE | ID: mdl-17191086

ABSTRACT

At micromolar concentrations, many small molecules self-associate into colloidal aggregates that non-specifically inhibit enzymes and other proteins. Here we describe a protocol for identifying aggregate-based inhibitors and distinguishing them from small molecules that inhibit via specific mechanisms. As a convenient proxy for promiscuous, aggregate-based inhibition, we monitor inhibition of beta-lactamase in the absence and presence of detergent. Inhibition that is attenuated in the presence of detergent is characteristic of an aggregate-based mechanism. In the 96-well-format assay described here, about 200 molecules can be tested, in duplicate, per hour for detergent-dependent sensitivity. Furthermore, we also describe simple experiments that can offer additional confirmation of aggregate-based inhibition.


Subject(s)
Detergents/chemistry , Enzyme Inhibitors/analysis , Enzyme Inhibitors/pharmacology , Detergents/pharmacology , Enzyme Inhibitors/chemistry , Protein Binding/drug effects , Protein Denaturation/drug effects , beta-Lactamase Inhibitors
14.
Nat Chem Biol ; 1(3): 146-8, 2005 Aug.
Article in English | MEDLINE | ID: mdl-16408018

ABSTRACT

High-throughput screening (HTS) searches large libraries of chemical compounds for those that can modulate the activity of a particular biological target; it is the dominant technique used in early-stage drug discovery. A key problem in HTS is the prevalence of nonspecific or 'promiscuous' inhibitors. These molecules have peculiar properties, act on unrelated targets and can dominate the results from screening campaigns. Several explanations have been proposed to account for promiscuous inhibitors, including chemical reactivity, interference in assay read-out, high molecular flexibility and hydrophobicity. The diversity of these models reflects the apparently unrelated molecules whose behaviors they seek to explain. However, a single mechanism may explain the effects of many promiscuous inhibitors: some organic molecules form large colloid-like aggregates that sequester and thereby inhibit enzymes. Hits from HTS, leads for drug discovery and even several drugs appear to act through this mechanism at micromolar concentrations. Here, we report two rapid assays for detecting promiscuous aggregates that we tested against 1,030 'drug-like' molecules. The results from these assays were used to test two preliminary computational models of this phenomenon and as benchmarks to develop new models.


Subject(s)
Biological Assay/standards , Computer Simulation , Drug Design , Drug Evaluation, Preclinical/methods , Enzyme Inhibitors/chemistry , Computational Biology , Detergents/chemistry , Models, Theoretical
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