22 results on '"Brian Y. Feng"'
Search Results
2. Morphological Characterization of Antibiotic Combinations
- Author
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Marc A. Coram, Lisha Wang, William J. Godinez, David T. Barkan, Zan Armstrong, D. Michael Ando, and Brian Y. Feng
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Infectious Diseases ,Drug Resistance, Multiple, Bacterial ,Drug Synergism ,Microbial Sensitivity Tests ,Anti-Bacterial Agents - Abstract
Combination therapies are common in many therapeutic contexts, including infectious diseases and cancer. A common approach for evaluating combinations
- Published
- 2021
3. A Unified Framework for the Incorporation of Bioorthogonal Compound Exposure Probes within Biological Compartments
- Author
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Brian Y. Feng, Benjamin Spangler, Folkert Reck, Christopher M. Rath, and Shengtian Yang
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0301 basic medicine ,Azides ,Spatial segregation ,Biotin ,Computational biology ,01 natural sciences ,Biochemistry ,Mass Spectrometry ,03 medical and health sciences ,Optical imaging ,Thiocarbamates ,Escherichia coli ,Fluorescent Dyes ,010405 organic chemistry ,Chemistry ,Optical Imaging ,General Medicine ,0104 chemical sciences ,030104 developmental biology ,Alkynes ,Molecular Probes ,Click chemistry ,Molecular Medicine ,Click Chemistry ,Bioorthogonal chemistry ,Molecular probe ,Linker - 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.
- Published
- 2019
4. Functional mapping of androgen receptor enhancer activity
- Author
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Department of Computational Sciences and Engineering; Department of Molecular Biology and Genetics, Özturan, Doğancan; Altıntaş, Berkay Umut; Gökbayrak, Bengül; Lack, Nathan Alan (ORCID 0000-0001-7399-5844 & YÖK ID 120842), Huang, Flora Chia-Chi; Morova, Tunç; Hu, Eugene; Yu, Lok Pak Ivan; Linder, Simon; Hoogstraat, M.; Stelloo, Suzan; Sar, Funda; Van der Poel, Henk; Saffarzadeh, Mohammadali; Le Bihan, Stephane; McConegy, Brian; Y Feng, Felix; Gleave, E. Martin; Bergman, M. Andries; Collins, Colin; Hach, Faraz; Zwart, Wilbert; Emberly, Eldon, Department of Computational Sciences and Engineering; Department of Molecular Biology and Genetics, Özturan, Doğancan; Altıntaş, Berkay Umut; Gökbayrak, Bengül; Lack, Nathan Alan (ORCID 0000-0001-7399-5844 & YÖK ID 120842), and Huang, Flora Chia-Chi; Morova, Tunç; Hu, Eugene; Yu, Lok Pak Ivan; Linder, Simon; Hoogstraat, M.; Stelloo, Suzan; Sar, Funda; Van der Poel, Henk; Saffarzadeh, Mohammadali; Le Bihan, Stephane; McConegy, Brian; Y Feng, Felix; Gleave, E. Martin; Bergman, M. Andries; Collins, Colin; Hach, Faraz; Zwart, Wilbert; Emberly, Eldon
- Abstract
Background: androgen receptor (AR) is critical to the initiation, growth, and progression of prostate cancer. Once activated, the AR binds to cis-regulatory enhancer elements on DNA that drive gene expression. Yet, there are 10-100x more binding sites than differentially expressed genes. It is unclear how or if these excess binding sites impact gene transcription. Results: to characterize the regulatory logic of AR-mediated transcription, we generated a locus-specific map of enhancer activity by functionally testing all common clinical AR binding sites with Self-Transcribing Active Regulatory Regions sequencing (STARRseq). Only 7% of AR binding sites displayed androgen-dependent enhancer activity. Instead, the vast majority of AR binding sites were either inactive or constitutively active enhancers. These annotations strongly correlated with enhancer-associated features of both in vitro cell lines and clinical prostate cancer samples. Evaluating the effect of each enhancer class on transcription, we found that AR-regulated enhancers frequently interact with promoters and form central chromosomal loops that are required for transcription. Somatic mutations of these critical AR-regulated enhancers often impact enhancer activity. Conclusions: using a functional map of AR enhancer activity, we demonstrated that AR-regulated enhancers act as a regulatory hub that increases interactions with other AR binding sites and gene promoters.
- Published
- 2021
5. Functional mapping of androgen receptor enhancer activity
- Author
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Özturan, Doğancan; Altıntaş, Berkay Umut; Gökbayrak, Bengül; Lack, Nathan Alan (ORCID 0000-0001-7399-5844 & YÖK ID 120842), Huang, Flora Chia-Chi; Morova, Tunç; Hu, Eugene; Yu, Lok Pak Ivan; Linder, Simon; Hoogstraat, M.; Stelloo, Suzan; Sar, Funda; Van der Poel, Henk; Saffarzadeh, Mohammadali; Le Bihan, Stephane; McConegy, Brian; Y Feng, Felix; Gleave, E. Martin; Bergman, M. Andries; Collins, Colin; Hach, Faraz; Zwart, Wilbert; Emberly, Eldon, Koç University Research Center for Translational Medicine (KUTTAM) / Koç Üniversitesi Translasyonel Tıp Araştırma Merkezi (KUTTAM), Graduate School of Health Sciences; Graduate School of Sciences and Engineering, Department of Computational Sciences and Engineering; Department of Molecular Biology and Genetics, Özturan, Doğancan; Altıntaş, Berkay Umut; Gökbayrak, Bengül; Lack, Nathan Alan (ORCID 0000-0001-7399-5844 & YÖK ID 120842), Huang, Flora Chia-Chi; Morova, Tunç; Hu, Eugene; Yu, Lok Pak Ivan; Linder, Simon; Hoogstraat, M.; Stelloo, Suzan; Sar, Funda; Van der Poel, Henk; Saffarzadeh, Mohammadali; Le Bihan, Stephane; McConegy, Brian; Y Feng, Felix; Gleave, E. Martin; Bergman, M. Andries; Collins, Colin; Hach, Faraz; Zwart, Wilbert; Emberly, Eldon, Koç University Research Center for Translational Medicine (KUTTAM) / Koç Üniversitesi Translasyonel Tıp Araştırma Merkezi (KUTTAM), Graduate School of Health Sciences; Graduate School of Sciences and Engineering, and Department of Computational Sciences and Engineering; Department of Molecular Biology and Genetics
- Abstract
Background: androgen receptor (AR) is critical to the initiation, growth, and progression of prostate cancer. Once activated, the AR binds to cis-regulatory enhancer elements on DNA that drive gene expression. Yet, there are 10-100x more binding sites than differentially expressed genes. It is unclear how or if these excess binding sites impact gene transcription. Results: to characterize the regulatory logic of AR-mediated transcription, we generated a locus-specific map of enhancer activity by functionally testing all common clinical AR binding sites with Self-Transcribing Active Regulatory Regions sequencing (STARRseq). Only 7% of AR binding sites displayed androgen-dependent enhancer activity. Instead, the vast majority of AR binding sites were either inactive or constitutively active enhancers. These annotations strongly correlated with enhancer-associated features of both in vitro cell lines and clinical prostate cancer samples. Evaluating the effect of each enhancer class on transcription, we found that AR-regulated enhancers frequently interact with promoters and form central chromosomal loops that are required for transcription. Somatic mutations of these critical AR-regulated enhancers often impact enhancer activity. Conclusions: using a functional map of AR enhancer activity, we demonstrated that AR-regulated enhancers act as a regulatory hub that increases interactions with other AR binding sites and gene promoters., KWF Dutch Cancer Society; Scientific and Technological Research Council of Turkey (TÜBİTAK); 1001 Projects; NSERC; Prostate Cancer Foundation BC; Astellas Pharma Inc.
- Published
- 2021
6. Discovery and Optimization of Phosphopantetheine Adenylyltransferase Inhibitors with Gram-Negative Antibacterial Activity
- Author
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Colin K. Skepper, Robert J. Moreau, Brent A. Appleton, Bret M. Benton, Joseph E. Drumm, Brian Y. Feng, Mei Geng, Cheng Hu, Cindy Li, Andreas Lingel, Yipin Lu, Mulugeta Mamo, Wosenu Mergo, Mina Mostafavi, Christopher M. Rath, Micah Steffek, Kenneth T. Takeoka, Kyoko Uehara, Lisha Wang, Jun-Rong Wei, Lili Xie, Wenjian Xu, Qiong Zhang, and Javier de Vicente
- Subjects
0301 basic medicine ,Cellular activity ,Microbial Sensitivity Tests ,Pyrimidinones ,010402 general chemistry ,Heterocyclic Compounds, 2-Ring ,01 natural sciences ,03 medical and health sciences ,Drug Discovery ,Escherichia coli ,Phosphopantetheine adenylyltransferase ,Enzyme Inhibitors ,Gram ,Binding Sites ,Molecular Structure ,Chemistry ,Escherichia coli Proteins ,Triazoles ,Nucleotidyltransferases ,Anti-Bacterial Agents ,0104 chemical sciences ,030104 developmental biology ,Biochemistry ,Mutation ,Molecular Medicine ,Benzimidazoles ,Antibacterial activity ,Protein Binding - 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.
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- 2018
7. Fragment-Based Drug Discovery of Inhibitors of Phosphopantetheine Adenylyltransferase from Gram-Negative Bacteria
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Anke Blechschmidt, Brent A. Appleton, M. Geng, Jun-Rong Wei, J. de Vicente, Colin K. Skepper, Mika Lindvall, Bret Benton, Lili Xie, Brian Y. Feng, Carl J. Balibar, Qiong Zhang, Lisha Wang, Mulugeta Mamo, Valery Polyakov, Andreas Weiss, J.E. Drumm, Cindy Li, Wosenu Mergo, T.M. Smith, Kenneth T. Takeoka, Wenjian Xu, Kyoko Uehara, Yipin Lu, Robert J. Moreau, and Andreas Lingel
- Subjects
0301 basic medicine ,Pantetheine ,Gram-negative bacteria ,medicine.drug_class ,030106 microbiology ,Antibiotics ,Fragment-based lead discovery ,Microbial Sensitivity Tests ,Pyrimidinones ,Heterocyclic Compounds, 2-Ring ,03 medical and health sciences ,chemistry.chemical_compound ,Drug Discovery ,Escherichia coli ,medicine ,Enzyme Inhibitors ,chemistry.chemical_classification ,Binding Sites ,Molecular Structure ,biology ,Drug discovery ,Escherichia coli Proteins ,Triazoles ,biology.organism_classification ,Nucleotidyltransferases ,Small molecule ,Anti-Bacterial Agents ,030104 developmental biology ,Enzyme ,Biochemistry ,chemistry ,Pseudomonas aeruginosa ,Molecular Medicine ,Benzimidazoles ,Bacteria ,Protein Binding - 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.
- Published
- 2018
8. Morphological Deconvolution of Beta-Lactam Polyspecificity in E. coli
- Author
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Srijan Ranjitkar, Xian Zhang, Robert Lowell Simmons, William J. Godinez, Imtiaz Hossain, Helen Chan, Brian Y. Feng, Cindy Li, and Dita M. Rasper
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0301 basic medicine ,medicine.drug_class ,Antibiotics ,Microbial Sensitivity Tests ,beta-Lactams ,01 natural sciences ,Biochemistry ,Beta-lactam ,Machine Learning ,03 medical and health sciences ,chemistry.chemical_compound ,polycyclic compounds ,medicine ,Escherichia coli ,Penicillin-Binding Proteins ,chemistry.chemical_classification ,010405 organic chemistry ,General Medicine ,biochemical phenomena, metabolism, and nutrition ,Markov Chains ,0104 chemical sciences ,Anti-Bacterial Agents ,030104 developmental biology ,Enzyme ,chemistry ,Molecular Medicine ,Deconvolution - 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.
- Published
- 2019
9. Morphological deconvolution of beta-lactam polyspecificity inE. coli
- Author
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Robert Lowell Simmons, Helen Chan, William J. Godinez, Dita M. Rasper, Imtiaz Hossain, Srijan Ranjitkar, Cindy Li, Brian Y. Feng, and Xian Zhang
- Subjects
chemistry.chemical_classification ,medicine.drug_class ,Ligand binding assay ,Antibiotics ,Cell ,biochemical phenomena, metabolism, and nutrition ,Bacterial cell structure ,Beta-lactam ,chemistry.chemical_compound ,Enzyme ,medicine.anatomical_structure ,chemistry ,Biochemistry ,Enzyme specificity ,polycyclic compounds ,medicine ,Cellular Morphology - Abstract
Beta-lactam antibiotics comprise one of the earliest known classes of antibiotic therapies. These molsecules covalently inhibit enzymes from the family of penicillin-binding proteins, which are essential to the construction of the bacterial cell wall. As a result, beta-lactams have long been known to cause striking changes to cellular morphology. The exact nature of the changes tend to vary by the precise PBPs engaged in the cell since beta-lactams exhibit a range of PBP enzyme specificity. The traditional method for exploring beta-lactam polyspecificity is a gel-based binding assay which is low-throughput and typically runex situin cell extracts. Here, we describe a medium-throughput, image-based assay combined with machine learning methods to automatically profile the activity of beta-lactams inE. colicells. 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 towards different PBP-binding profiles by recapitulating the activity of two recently-reported PBP inhibitors.
- Published
- 2019
10. Targeted lipopolysaccharide biosynthetic intermediate analysis with normal-phase liquid chromatography mass spectrometry
- Author
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Brian Y. Feng, Tsuyoshi Uehara, Ramadevi Prathapam, Mina Mostafavi, Pramila Tamrakar, Lisha Wang, Christopher M. Rath, William S. Sawyer, and Louis E. Metzger
- Subjects
Lipopolysaccharides ,Lipopolysaccharide ,Artificial Gene Amplification and Extension ,medicine.disease_cause ,Pathology and Laboratory Medicine ,Biochemistry ,Polymerase Chain Reaction ,chemistry.chemical_compound ,Liquid chromatography–mass spectrometry ,Antibiotics ,Medicine and Health Sciences ,chemistry.chemical_classification ,0303 health sciences ,Multidisciplinary ,biology ,Chemistry ,Antimicrobials ,Drugs ,Pseudomonas Aeruginosa ,Lipids ,Bacterial Pathogens ,Medical Microbiology ,Periplasm ,Medicine ,lipids (amino acids, peptides, and proteins) ,Metabolic Pathways ,Pathogens ,Bacterial outer membrane ,Research Article ,Cell Physiology ,Gram-negative bacteria ,Science ,Research and Analysis Methods ,Biosynthesis ,Microbiology ,03 medical and health sciences ,Microbial Control ,Pseudomonas ,medicine ,Escherichia coli ,Molecular Biology Techniques ,Gram Negative Bacteria ,Molecular Biology ,Microbial Pathogens ,030304 developmental biology ,Pharmacology ,Bacteria ,030306 microbiology ,Organisms ,Biology and Life Sciences ,Bacteriology ,Periplasmic space ,Cell Biology ,biology.organism_classification ,Cell Metabolism ,Metabolic pathway ,Enzyme ,Metabolism ,Acyltransferases - Abstract
Lipopolysacharride (LPS) forms the outer leaflet of the outer membrane in Gram-negative bacteria and contributes to the permeability barrier and immune response. In this study, we established a method for monitoring the LPS biosynthetic intermediates of the Raetz pathway (lpxA-lpxK) in Escherichia coli. Metabolites from compound-treated cells and genetically-perturbed cells were extracted from whole cells and concentrated by mixed-mode weak anion exchange (WAX) solid-phase extraction (SPE) prior to analysis by normal phase (NP)LC-MS/MS. Data was normalized to cell density and an internal standard prior to comparison against untreated cells in order to determine fold accumulation and depletion for affected metabolites. Using this LC-MS/MS method, we were able to reliably monitor changes in levels of the LPS intermediates in response to compound-treatment and genetic modification. In addition, we found that deletion of periplasmic CDP-diacylglycerol pyrophosphatase dramatically increased levels of the UDP-containing LPS intermediates, suggesting the enzymatic breakdown during sample preparation. This assay allows for probing a key essential pathway in Gram-negative bacteria in an effort to discover antibacterial agents that inhibit enzymes in the LPS biosynthetic pathway.
- Published
- 2019
11. Molecular Probes for the Determination of Subcellular Compound Exposure Profiles in Gram-Negative Bacteria
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Folkert Reck, Dustin Dovala, Katherine V. Thompson, David A. Six, William S. Sawyer, Benjamin Spangler, and Brian Y. Feng
- Subjects
0301 basic medicine ,Azides ,Cytoplasm ,Gram-negative bacteria ,030106 microbiology ,Mass Spectrometry ,Permeability ,03 medical and health sciences ,chemistry.chemical_compound ,Escherichia coli ,biology ,Chemistry ,Periplasmic space ,biology.organism_classification ,Anti-Bacterial Agents ,030104 developmental biology ,Infectious Diseases ,Molecular Probes ,Periplasm ,Biophysics ,Click chemistry ,Cell envelope ,Bioorthogonal chemistry ,Molecular probe ,Xenobiotic ,Bacteria - 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.
- Published
- 2018
12. Optimization of CoaD Inhibitors against Gram-Negative Organisms through Targeted Metabolomics
- Author
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Cindy Li, Mei Geng, Xiaoyu Shen, Joseph Drumm, Robert J. Moreau, Jun-Rong Wei, Colin K. Skepper, Bret Benton, Brian Y. Feng, Micah Steffek, Kenneth T. Takeoka, Lisha Wang, Christopher M. Rath, Wenjian Xu, Qiong Zhang, and Javier de Vicente
- Subjects
0301 basic medicine ,medicine.drug_class ,030106 microbiology ,Antibiotics ,Mutant ,Microbial Sensitivity Tests ,Mass Spectrometry ,03 medical and health sciences ,chemistry.chemical_compound ,Minimum inhibitory concentration ,Structure-Activity Relationship ,Metabolomics ,medicine ,Escherichia coli ,chemistry.chemical_classification ,biology ,biology.organism_classification ,Nucleotidyltransferases ,Anti-Bacterial Agents ,Infectious Diseases ,Enzyme ,chemistry ,Biochemistry ,Efflux ,Growth inhibition ,Bacteria - 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.
- Published
- 2017
13. A High-Throughput Screen for Aggregation-Based Inhibition in a Large Compound Library
- Author
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Brian K. Shoichet, Anton Simeonov, James Inglese, Ajit Jadhav, Brian Y. Feng, Christopher P. Austin, and Kerim Babaoglu
- Subjects
chemistry.chemical_classification ,Chemical Phenomena ,Chemistry, Physical ,Chemistry ,Drug discovery ,Stereochemistry ,Falso positivo ,High-throughput screening ,Detergents ,Chemical biology ,beta-Lactamases ,Organic molecules ,Kinetics ,Enzyme ,Pharmaceutical Preparations ,Biochemistry ,Drug Design ,Drug Discovery ,Feasibility Studies ,Molecular Medicine ,Colloids ,Organic Chemicals ,Agrégation - 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.
- Published
- 2007
14. A detergent-based assay for the detection of promiscuous inhibitors
- Author
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Brian K. Shoichet and Brian Y. Feng
- Subjects
chemistry.chemical_classification ,Protein Denaturation ,Drug discovery ,Detergents ,Drug design ,Protein engineering ,Biology ,Small molecule ,Article ,General Biochemistry, Genetics and Molecular Biology ,law.invention ,Enzyme ,Structural biology ,chemistry ,Biochemistry ,law ,Recombinant DNA ,Enzyme Inhibitors ,beta-Lactamase Inhibitors ,Beta-Lactamase Inhibitors ,Protein Binding - 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.
- Published
- 2006
15. A Specific Mechanism of Nonspecific Inhibition
- Author
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Brian K. Shoichet, Susan Lynne McGovern, Brian T. Helfand, and Brian Y. Feng
- Subjects
Light ,Octoxynol ,Mutant ,Centrifugation ,Fluorescence ,beta-Lactamases ,Green fluorescent protein ,Inhibitory Concentration 50 ,Heterocyclic Compounds ,Drug Discovery ,medicine ,Fluorescence microscope ,Scattering, Radiation ,Denaturation (biochemistry) ,Enzyme Inhibitors ,chemistry.chemical_classification ,Gel electrophoresis ,Microscopy, Confocal ,Chemistry ,Small molecule ,Enzyme ,Biochemistry ,Mechanism of action ,Microscopy, Electron, Scanning ,Thermodynamics ,Molecular Medicine ,medicine.symptom ,beta-Lactamase Inhibitors - Abstract
Promiscuous small molecules plague screening libraries and hit lists. Previous work has found that several nonspecific compounds form submicrometer aggregates, and it has been suggested that this aggregate species is responsible for the inhibition of many different enzymes. It is not understood how aggregates inhibit their targets. To address this question, biophysical, kinetic, and microscopy methods were used to study the interaction of promiscuous, aggregate-forming inhibitors with model proteins. By use of centrifugation and gel electrophoresis, aggregates and protein were found to directly interact. This is consistent with a subsequent observation from confocal fluorescence microscopy that aggregates concentrate green fluorescent protein. beta-Lactamase mutants with increased or decreased thermodynamic stability relative to wild-type enzyme were equally inhibited by an aggregate-forming compound, suggesting that denaturation by unfolding was not the primary mechanism of interaction. Instead, visualization by electron microscopy revealed that enzyme associates with the surface of inhibitor aggregates. This association could be reversed or prevented by the addition of Triton X-100. These observations suggest that the aggregates formed by promiscuous compounds reversibly sequester enzyme, resulting in apparent inhibition. They also suggest a simple method to identify or reverse the action of aggregate-based inhibitors, which appear to be widespread.
- Published
- 2003
16. Small-molecule aggregates inhibit amyloid polymerization
- Author
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Holger Wille, Jonathan S. Weissman, Brandon H. Toyama, David W. Colby, Brian Y. Feng, Brian K. Shoichet, Stanley B. Prusiner, Sean R. Collins, and Barnaby C. H. May
- Subjects
Saccharomyces cerevisiae Proteins ,Amyloid ,Prions ,Detergents ,Saccharomyces cerevisiae ,Phthalimides ,Sensitivity and Specificity ,Article ,beta-Lactamases ,Mice ,Structure-Activity Relationship ,chemistry.chemical_compound ,Microscopy, Electron, Transmission ,Animals ,Structure–activity relationship ,Benzopyrans ,Particle Size ,Molecular Biology ,Beta-Lactamase Inhibitors ,Molecular Structure ,Phenolphthaleins ,biology ,Chemistry ,digestive, oral, and skin physiology ,Acetophenones ,Clioquinol ,Congo Red ,Cell Biology ,biology.organism_classification ,Small molecule ,Recombinant Proteins ,Yeast ,Congo red ,Molecular Weight ,Structural biology ,Biochemistry ,Flavanones ,beta-Lactamase Inhibitors ,Peptide Termination Factors - 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.
- Published
- 2008
17. High-throughput assays for promiscuous inhibitors
- Author
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Brian Y. Feng, Anang A. Shelat, Brian K. Shoichet, Thompson N. Doman, and R Kip Guy
- Subjects
chemistry.chemical_classification ,Mechanism (biology) ,Drug discovery ,Systems biology ,Detergents ,Drug Evaluation, Preclinical ,Computational Biology ,Cell Biology ,Computational biology ,Models, Theoretical ,Biology ,Proteomics ,Enzyme ,chemistry ,Structural biology ,Biological target ,Drug Design ,Biological Assay ,Computer Simulation ,Enzyme Inhibitors ,Molecular Biology ,Functional genomics - 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.
- Published
- 2005
18. Neuropilins are positive regulators of Hedgehog signal transduction
- Author
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Ljiljana Milenkovic, Anthony E. Oro, Melanie Hayden Gephart, Jun Ni, Mary N. Teruel, Wei-Meng Woo, James K. Chen, Matthew P. Scott, R. Tyler Hillman, and Brian Y. Feng
- Subjects
Neuropilins ,Biology ,Receptors, G-Protein-Coupled ,Transduction (genetics) ,Mice ,Neuropilin 1 ,Genetics ,Animals ,Hedgehog Proteins ,Hedgehog ,Zebrafish ,Feedback, Physiological ,Gene Expression Regulation, Developmental ,biology.organism_classification ,Smoothened Receptor ,Hedgehog signaling pathway ,Neuropilin-1 ,Cell biology ,Neuropilin-2 ,Repressor Proteins ,RNA Interference ,Erratum ,Signal transduction ,Smoothened ,Developmental Biology ,Signal Transduction ,Research Paper - 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.
- Published
- 2011
19. Comprehensive Mechanistic Analysis of Hits from High-Throughput and Docking Screens against β-Lactamase
- Author
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Laura Cancian, James Inglese, Brian K. Shoichet, M. Paola Costi, Ajit Jadhav, John J. Irwin, Michael E. Nelson, Craig J. Thomas, Kerim Babaoglu, Anton Simeonov, Christopher P. Austin, Brian Y. Feng, and David A. Maltby
- Subjects
Analog synthesis ,Crystallography ,Molecular model ,Chemistry ,Drug discovery ,High-throughput screening ,highthroughput screening ,Beta lactamase ,Drug Evaluation, Preclinical ,Computational biology ,docking ,drug discovery ,Article ,Mass Spectrometry ,Structure-Activity Relationship ,Biochemistry ,Docking (molecular) ,Drug Discovery ,Molecular Medicine ,Structure–activity relationship ,Enzyme Inhibitors ,beta-Lactamase Inhibitors ,Beta-Lactamase Inhibitors ,Antibacterial agent - Abstract
High-throughput screening (HTS) is widely used in drug discovery. Especially for screens of unbiased libraries, false positives can dominate "hit lists"; their origins are much debated. Here we determine the mechanism of every active hit from a screen of 70,563 unbiased molecules against beta-lactamase using quantitative HTS (qHTS). Of the 1,274 initial inhibitors, 95% were detergent-sensitive and were classified as aggregators. Among the 70 remaining were 25 potent, covalent-acting beta-lactams. Mass spectra, counter-screens, and crystallography identified 12 as promiscuous covalent inhibitors. The remaining 33 were either aggregators or irreproducible. No specific reversible inhibitors were found. We turned to molecular docking to prioritize molecules from the same library for testing at higher concentrations. Of 16 tested, 2 were modest inhibitors. Subsequent X-ray structures corresponded to the docking prediction. Analog synthesis improved affinity to 8 microM. These results suggest that it may be the physical behavior of organic molecules, not their reactivity, that accounts for most screening artifacts. Structure-based methods may prioritize weak-but-novel chemotypes in unbiased library screens.
- Published
- 2008
20. Chapter 13. Shadows on Screens
- Author
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Brian K. Shoichet, Kristin E. D. Coan, and Brian Y. Feng
- Subjects
Engineering ,business.industry ,Drug discovery ,Bestiary ,Nanotechnology ,business - Abstract
If high-throughput screening (HTS) has changed drug discovery, it has also introduced into it a bestiary of peculiar molecules. Some of these have turned out to be interesting and important, others have proven to be “nuisance compounds” with strange properties. Steep dose response curves, flat struc...
- Published
- 2007
21. Synergy and antagonism of promiscuous inhibition in multiple-compound mixtures
- Author
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Brian K. Shoichet and Brian Y. Feng
- Subjects
Chemistry ,Stereochemistry ,High-throughput screening ,Biological activity ,Drug Synergism ,Complex Mixtures ,Combinatorial chemistry ,Drug synergism ,beta-Lactamases ,Article ,Drug Combinations ,Pharmaceutical Preparations ,Drug Design ,Drug Discovery ,Molecular Medicine ,Enzyme Inhibitors ,Antagonism ,beta-Lactamase Inhibitors ,Drug Antagonism ,Beta-Lactamase Inhibitors ,Mathematics - 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.
- Published
- 2006
22. $article.displayTitle.
- Author
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Brian Y. Feng and Brian K. Shoichet: Synergy
- Published
- 2007
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