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1.
ACS Med Chem Lett ; 15(9): 1584-1590, 2024 Sep 12.
Article in English | MEDLINE | ID: mdl-39291028

ABSTRACT

The bile salt export pump (BSEP) assay is widely used to evaluate the potential for drug-induced liver injury (DILI) early in the drug discovery process. While traditional liquid chromatography-mass spectrometry (LC-MS)-based approaches have been utilized for BSEP activity testing, they have intrinsic limitations in either throughput or the requirement for sample preparation and are difficult to scale up in order to screen drug candidates. Here we demonstrate the use of two different high-throughput MS methods based on solid-phase extraction (SPE) and desorption electrospray ionization (DESI) for high-throughput BSEP activity assessment in a label-free manner, with minimal needs for sample workup, at sampling rates of ∼11 and ∼5.5 s/sample, respectively. Both approaches were validated, compared, and successfully applied to the evaluation of 96 drug candidates for the inhibition of taurocholic acid (TCA) transport using BSEP vesicles.

3.
Cell Chem Biol ; 27(1): 32-40.e3, 2020 01 16.
Article in English | MEDLINE | ID: mdl-31653597

ABSTRACT

Proprotein convertase substilisin-like/kexin type 9 (PCSK9) is a serine protease involved in a protein-protein interaction with the low-density lipoprotein (LDL) receptor that has both human genetic and clinical validation. Blocking this protein-protein interaction prevents LDL receptor degradation and thereby decreases LDL cholesterol levels. Our pursuit of small-molecule direct binders for this difficult to drug PPI target utilized affinity selection/mass spectrometry, which identified one confirmed hit compound. An X-ray crystal structure revealed that this compound was binding in an unprecedented allosteric pocket located between the catalytic and C-terminal domain. Optimization of this initial hit, using two distinct strategies, led to compounds with high binding affinity to PCSK9. Direct target engagement was demonstrated in the cell lysate with a cellular thermal shift assay. Finally, ligand-induced protein degradation was shown with a proteasome recruiting tag attached to the high-affinity allosteric ligand for PCSK9.


Subject(s)
Drug Discovery , Drug Evaluation, Preclinical , Proprotein Convertase 9/metabolism , Proteolysis/drug effects , Serine Proteinase Inhibitors/pharmacology , Small Molecule Libraries/pharmacology , Humans , Ligands , Models, Molecular , Molecular Structure , Serine Proteinase Inhibitors/chemistry , Small Molecule Libraries/chemistry
4.
SLAS Discov ; 22(8): 995-1006, 2017 Sep.
Article in English | MEDLINE | ID: mdl-28426940

ABSTRACT

High-throughput screening (HTS) is a widespread method in early drug discovery for identifying promising chemical matter that modulates a target or phenotype of interest. Because HTS campaigns involve screening millions of compounds, it is often desirable to initiate screening with a subset of the full collection. Subsequently, virtual screening methods prioritize likely active compounds in the remaining collection in an iterative process. With this approach, orthogonal virtual screening methods are often applied, necessitating the prioritization of hits from different approaches. Here, we introduce a novel method of fusing these prioritizations and benchmark it prospectively on 17 screening campaigns using virtual screening methods in three descriptor spaces. We found that the fusion approach retrieves 15% to 65% more active chemical series than any single machine-learning method and that appropriately weighting contributions of similarity and machine-learning scoring techniques can increase enrichment by 1% to 19%. We also use fusion scoring to evaluate the tradeoff between screening more chemical matter initially in lieu of replicate samples to prevent false-positives and find that the former option leads to the retrieval of more active chemical series. These results represent guidelines that can increase the rate of identification of promising active compounds in future iterative screens.


Subject(s)
Drug Evaluation, Preclinical , Heuristics , User-Computer Interface , Machine Learning
5.
J Biomol Screen ; 20(5): 606-15, 2015 Jun.
Article in English | MEDLINE | ID: mdl-25681434

ABSTRACT

HIV-1 protease (PR) represents one of the primary targets for developing antiviral agents for the treatment of HIV-infected patients. To identify novel PR inhibitors, a label-free, high-throughput mass spectrometry (HTMS) assay was developed using the RapidFire platform and applied as an orthogonal assay to confirm hits identified in a fluorescence resonance energy transfer (FRET)-based primary screen of > 1 million compounds. For substrate selection, a panel of peptide substrates derived from natural processing sites for PR was evaluated on the RapidFire platform. As a result, KVSLNFPIL, a new substrate measured to have a ~ 20- and 60-fold improvement in k cat/K m over the frequently used sequences SQNYPIVQ and SQNYPIV, respectively, was identified for the HTMS screen. About 17% of hits from the FRET-based primary screen were confirmed in the HTMS confirmatory assay including all 304 known PR inhibitors in the set, demonstrating that the HTMS assay is effective at triaging false-positives while capturing true hits. Hence, with a sampling rate of ~7 s per well, the RapidFire HTMS assay enables the high-throughput evaluation of peptide substrates and functions as an efficient tool for hits triage in the discovery of novel PR inhibitors.


Subject(s)
Drug Discovery/methods , Fluorescence Resonance Energy Transfer/methods , HIV Protease Inhibitors/pharmacology , High-Throughput Screening Assays , Dose-Response Relationship, Drug , Humans , Kinetics , Microbial Sensitivity Tests , Substrate Specificity
6.
J Biomol Screen ; 20(2): 212-22, 2015 Feb.
Article in English | MEDLINE | ID: mdl-25336354

ABSTRACT

As a label-free technology, mass spectrometry (MS) enables assays to be generated that monitor the conversion of substrates with native sequences to products without the requirement for substrate modifications or indirect detection methods. Although traditional liquid chromatography (LC)-MS methods are relatively slow for a high-throughput screening (HTS) paradigm, with cycle times typically ≥ 60 s per sample, the Agilent RapidFire High-Throughput Mass Spectrometry (HTMS) System, with a cycle time of 5-7 s per sample, enables rapid analysis of compound numbers compatible with HTS. By monitoring changes in mass directly, HTMS assays can be used as a triaging tool by eliminating large numbers of false positives resulting from fluorescent compound interference or from compounds interacting with hydrophobic fluorescent dyes appended to substrates. Herein, HTMS assays were developed for multiple protease programs, including cysteine, serine, and aspartyl proteases, and applied as a confirmatory assay. The confirmation rate for each protease assay averaged <30%, independent of the primary assay technology used (i.e., luminescent, fluorescent, and time-resolved fluorescent technologies). Importantly, >99% of compounds designed to inhibit the enzymes were confirmed by the corresponding HTMS assay. Hence, HTMS is an effective tool for removing detection-based false positives from ultrahigh-throughput screening, resulting in hit lists enriched in true actives for downstream dose response titrations and hit-to-lead efforts.


Subject(s)
High-Throughput Screening Assays/methods , Mass Spectrometry/methods , Peptide Hydrolases/metabolism , Dose-Response Relationship, Drug , Drug Discovery , Enzyme Assays/methods , Enzyme Assays/standards , High-Throughput Screening Assays/standards , Humans , Mass Spectrometry/standards , Protease Inhibitors/pharmacology , Reproducibility of Results , Substrate Specificity
7.
Virol J ; 10: 76, 2013 Mar 06.
Article in English | MEDLINE | ID: mdl-23497209

ABSTRACT

BACKGROUND: Bacteriophages (phages) have been used extensively as analytical tools to type bacterial cultures and recently for control of zoonotic foodborne pathogens in foods and in animal reservoirs. METHODS: We examined the host range, morphology, genome and proteome of the lytic E. coli O157 phage rV5, derived from phage V5, which is a member of an Escherichia coli O157:H7 phage typing set. RESULTS: Phage rV5 is a member of the Myoviridae family possessing an icosahedral head of 91 nm between opposite apices. The extended tail measures 121 x 17 nm and has a sheath of 44 x 20 nm and a 7 nm-wide core in the contracted state. It possesses a 137,947 bp genome (43.6 mol%GC) which encodes 233 ORFs and six tRNAs. Until recently this virus appeared to be phylogenetically isolated with almost 70% of its gene products ORFans. rV5 is closely related to coliphages Delta and vB-EcoM-FY3, and more distantly related to Salmonella phages PVP-SE1 and SSE-121, Cronobacter sakazakii phage vB_CsaM_GAP31, and coliphages phAPEC8 and phi92. A complete shotgun proteomic analysis was carried out on rV5, extending what had been gleaned from the genomic analyses. Host range studies revealed that rV5 is active against several other E. coli.


Subject(s)
Bacteriophages/genetics , Escherichia coli O157/virology , Genome, Viral , Host Specificity , Myoviridae/physiology , Bacteriophages/classification , Bacteriophages/isolation & purification , Bacteriophages/physiology , Genomics , Molecular Sequence Data , Myoviridae/classification , Myoviridae/genetics , Myoviridae/isolation & purification , Open Reading Frames , Phylogeny , Proteomics , Viral Proteins/genetics
8.
J Med Chem ; 55(7): 2945-59, 2012 Apr 12.
Article in English | MEDLINE | ID: mdl-22364528

ABSTRACT

The discovery of 1,3,8-triazaspiro[4.5]decane-2,4-diones (spirohydantoins) as a structural class of pan-inhibitors of the prolyl hydroxylase (PHD) family of enzymes for the treatment of anemia is described. The initial hit class, spirooxindoles, was identified through affinity selection mass spectrometry (AS-MS) and optimized for PHD2 inhibition and optimal PK/PD profile (short-acting PHDi inhibitors). 1,3,8-Triazaspiro[4.5]decane-2,4-diones (spirohydantoins) were optimized as an advanced lead class derived from the original spiroindole hit. A new set of general conditions for C-N coupling, developed using a high-throughput experimentation (HTE) technique, enabled a full SAR analysis of the spirohydantoins. This rapid and directed SAR exploration has resulted in the first reported examples of hydantoin derivatives with good PK in preclinical species. Potassium channel off-target activity (hERG) was successfully eliminated through the systematic introduction of acidic functionality to the molecular structure. Undesired upregulation of alanine aminotransferese (ALT) liver enzymes was mitigated and a robust on-/off-target margin was achieved. Spirohydantoins represent a class of highly efficacious, short-acting PHD1-3 inhibitors causing a robust erythropoietin (EPO) upregulation in vivo in multiple preclinical species. This profile deems spirohydantoins as attractive short-acting PHDi inhibitors with the potential for treatment of anemia.


Subject(s)
Anemia/drug therapy , Aza Compounds/chemical synthesis , Hydantoins/chemical synthesis , Hypoxia-Inducible Factor 1/metabolism , Procollagen-Proline Dioxygenase/antagonists & inhibitors , Spiro Compounds/chemical synthesis , Animals , Aza Compounds/pharmacokinetics , Aza Compounds/pharmacology , Dogs , ERG1 Potassium Channel , Erythropoietin/biosynthesis , Ether-A-Go-Go Potassium Channels/metabolism , High-Throughput Screening Assays , Humans , Hydantoins/pharmacokinetics , Hydantoins/pharmacology , Hypoxia-Inducible Factor-Proline Dioxygenases , Indoles/chemical synthesis , Indoles/pharmacokinetics , Indoles/pharmacology , Liver/drug effects , Liver/enzymology , Macaca mulatta , Mass Spectrometry , Mice , Mice, Inbred C57BL , Protein Binding , Rats , Spiro Compounds/pharmacokinetics , Spiro Compounds/pharmacology , Structure-Activity Relationship , Up-Regulation
9.
J Am Chem Soc ; 130(49): 16704-10, 2008 Dec 10.
Article in English | MEDLINE | ID: mdl-19049464

ABSTRACT

To discover antifungal treatments that possess the desired characteristics of broad spectrum activity, a strong safety profile, and oral bioavailability, new discovery strategies must be implemented to identify structural classes of molecules capable of combating these microorganisms. One such technique that has been implemented is the Candida albicans Fitness Test, a whole cell screening platform capable of delineating the mechanism of action of compounds that demonstrate activity against the clinically relevant pathogenic fungus, C. albicans. Screening crude natural product extracts with this technology has resulted in the identification of a novel family of antifungal natural products, named the parnafungins, which inhibit the enzyme polyadenosine polymerase (PAP), a key component of the mRNA cleavage and polyadenylation complex. Owing to the rapid interconversion of the structural and stereoisomers of the parnafungins at neutral pH, the determination of the structural isomer with the highest affinity for PAP with standard biochemical assays has not been possible. Herein, we present an application of affinity-selection/mass spectrometry (AS-MS) to determine that the "straight" parnafungin structural isomer (parnafungin A) binds preferentially to PAP compared to the "bent" structural isomer (parnafungin B).


Subject(s)
Oxazolidinones/chemistry , Oxazolidinones/metabolism , Polynucleotide Adenylyltransferase/metabolism , Biological Products/chemistry , Biological Products/metabolism , Chromatography, Liquid , Fungi/enzymology , Humans , Isomerism , Ligands , Mass Spectrometry , Oxazolidinones/analysis
10.
Bioorg Med Chem Lett ; 17(9): 2404-7, 2007 May 01.
Article in English | MEDLINE | ID: mdl-17337342

ABSTRACT

Affinity-based selection strategies have recently emerged as a complement to traditional high throughput screening for the rapid discovery of lead compounds for the large number of protein targets emerging from--omics technologies. Herein, we describe a method for the ranking of mixtures of ligands by affinity selection and apply it to rank order a set of inhibitors for the enzyme dipeptidyl peptidase IV.


Subject(s)
Chemistry, Pharmaceutical/methods , Dipeptidyl Peptidase 4/chemistry , Enzyme Inhibitors/chemical synthesis , Ligands , Diabetes Mellitus/drug therapy , Dose-Response Relationship, Drug , Drug Design , Enzyme Inhibitors/chemistry , Humans , Inhibitory Concentration 50 , Models, Chemical
11.
Chem Commun (Camb) ; (18): 2108-9, 2004 Sep 21.
Article in English | MEDLINE | ID: mdl-15367998

ABSTRACT

The development of chemically stable porous silicon (pSi) materials for DIOS (Desorption/Ionization on Silicon) mass spectrometry, covalent linkers cleaved in the DIOS laser pulse, and efficient methods for bond formation to immobilized species, allows for on-chip affinity purification and mass detection.


Subject(s)
Silicon/chemistry , Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization/methods , Porosity , Proteins/analysis , Surface Properties
13.
J Org Chem ; 68(7): 2540-6, 2003 Apr 04.
Article in English | MEDLINE | ID: mdl-12662022

ABSTRACT

A method for determining enantiomeric excess by mass spectrometry was employed to screen a family of chiral phosphite P,N-ligands for activity in the rhodium-catalyzed asymmetric hydrosilylation of ketones. The identification of an effective set of ligands was followed by preliminary studies of the reaction scope and mechanism. Asymmetric induction of 84-88% ee for larger-scale reactions was observed, which is close to the level of the best alternative catalysts previously discovered. The screening method was shown to be applicable to a variety of substrates without the need for special optimization.


Subject(s)
Chemistry, Organic/methods , Ketones/chemistry , Silanes/chemistry , Catalysis , Ligands , Models, Molecular , Molecular Structure , Rhodium/chemistry , Stereoisomerism
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