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1.  MScreen: An Integrated Compound Management and High Throughput Screening (HTS) Data Storage and Analysis System 
Journal of biomolecular screening  2012;17(8):1080-1087.
High-throughput screening (HTS) has historically been used by the pharmaceutical industry to rapidly test hundreds of thousands of compounds to identify potential drug candidates. More recently, academic groups have used HTS to identify new chemical probes or small interfering RNA (siRNA) that can serve as experimental tools to examine the biology or physiology of novel proteins, processes, or interactions. HTS presents a significant challenge with the vast and complex nature of data generated. This report describes MScreen, a web-based, open-source cheminformatics application for chemical library and siRNA plate management, primary HTS and dose-response data handling, structure search, and administrative functions. Each project in MScreen can be secured with passwords or shared in an open information environment which enables collaborators to easily compare data from many screens, providing a useful means to identify compounds with desired selectivity. Unique features include compound, substance, mixture, and siRNA plate creation and formatting; automated dose-response fitting and quality control (QC); and user, target, and assay method administration. MScreen provides an effective means to facilitate HTS information handling and analysis in the academic setting so that users can efficiently view their screening data and evaluate results for follow-up.
doi:10.1177/1087057112450186
PMCID: PMC3600606  PMID: 22706349
chemoinformatics; data analysis software; open source; high-throughput screening
2.  Workflow and metrics for image quality control in large-scale high-content screens 
Journal of biomolecular screening  2011;17(2):266-274.
Automated microscopes have enabled the unprecedented collection of images at a rate that precludes visual inspection. Automated image analysis is required to identify interesting samples and extract quantitative information for high content screening (HCS). However, researchers are impeded by the lack of metrics and software tools to identify image-based aberrations that pollute data, limiting an experiment's quality. We have developed and validated approaches to identify those image acquisition artifacts that prevent optimal extraction of knowledge from high-throughput microscopy experiments. We have implemented these as a versatile, open-source toolbox of algorithms and metrics readily usable by biologists to improve data quality in a wide variety of biological experiments.
doi:10.1177/1087057111420292
PMCID: PMC3593271  PMID: 21956170
3.  A High-Throughput Screening Method for Small-Molecule Inhibitors of the Aberrant Mutant SOD1 and Dynein Complex Interaction 
Journal of biomolecular screening  2011;17(3):314-326.
Aberrant protein-protein interactions are attractive drug targets in a variety of neurodegenerative diseases due to the common pathology of accumulation of protein aggregates. In amyotrophic lateral sclerosis, mutations in SOD1 cause the formation of aggregates and inclusions that may sequester other proteins and disrupt cellular processes. It has been demonstrated that mutant SOD1, but not wild-type SOD1, interacts with the axonal transport motor dynein and that this interaction contributes to motor neuron cell death, suggesting that disrupting this interaction may be a potential therapeutic target. However, it can be challenging to configure a high-throughput screening (HTS)–compatible assay to detect inhibitors of a protein-protein interaction. Here we describe the development and challenges of an HTS for small-molecule inhibitors of the mutant SOD1-dynein interaction. We demonstrate that the interaction can be formed by coexpressing the A4V mutant SOD1 and dynein intermediate complex in cells and that this interaction can be disrupted by compounds added to the cell lysates. Finally, we show that some of the compounds identified from a pilot screen to inhibit the protein-protein interaction with this method specifically disrupt the interaction between the dynein complex and mtSOD1 but not the dynein complex itself when applied to live cells.
doi:10.1177/1087057111429595
PMCID: PMC3580275  PMID: 22140121
CNS and PNS diseases; protein-protein interactions; fluorescence methods; cell-based assays
4.  A High Content Screen Identifies Inhibitors of Nuclear Export of Forkhead Transcription Factors 
Journal of biomolecular screening  2011;16(4):394-404.
Class O forkhead box (FOXO) transcription factors are downstream targets of the PI3K/AKT signaling pathway, which is upregulated in many tumors. AKT phosphorylates and inactivates FOXO1 by relocating it to the cytoplasm. Because FOXO1 functions as a tumor suppressor by negatively regulating cell-cycle progression and cell survival, compounds that promote FOXO1 localization to the nucleus might have therapeutic value in oncology. Here we describe the identification of such compounds by using an image-based, high content screen. Compounds that were active in retaining FOXO1 in the nucleus were tested to determine their pathway-specificity and isoform-specificity by using high content assays for Rev and FOXO3, respectively.
doi:10.1177/1087057110397889
PMCID: PMC3536487  PMID: 21471460
high content screening; FOXO1; AKT; FOXO3
5.  A High-Throughput Screening Assay for the Identification of Flavivirus NS5 Capping Enzyme GTP-Binding Inhibitors: Implications for Antiviral Drug Development 
Journal of biomolecular screening  2011;16(8):852-861.
There are no effective antivirals currently available for the treatment of flavivirus infection in humans. As such, the identification and characterization of novel drug target sites are critical to developing new classes of antiviral drugs. The flavivirus NS5 N-terminal capping enzyme (CE) is vital for the formation of the viral RNA cap structure, which directs viral polyprotein translation and stabilizes the 5′ end of the viral genome. The structure of the flavivirus CE has been solved, and a detailed understanding of the CE–guanosine triphosphate (GTP) and CE–RNA cap interactions is available. Because of the essential nature of the interaction for viral replication, disrupting CE–GTP binding is an attractive approach for drug development. The authors have previously developed a robust assay for monitoring CE–GTP binding in real time. They adapted this assay for high-throughput screening and performed a pilot screen of 46 323 commercially available compounds. A number of small-molecule inhibitors capable of displacing a fluorescently labeled GTP in vitro were identified, and a second functional assay was developed to identify false positives. The results presented indicate that the flavivirus CE cap-binding site is a valuable new target site for antiviral drug discovery and should be further exploited for broad-spectrum anti-flaviviral drug development.
doi:10.1177/1087057111412183
PMCID: PMC3532936  PMID: 21788392
flavivirus; NS5 N-terminal capping enzyme (CE); high-throughput screening; drug development; anti-infective drugs; fluorescence polarization (FP)
6.  A Screen to Identify cellular Modulators of Soluble Levels of an Amyotrophic Lateral Sclerosis (ALS)–causing Mutant SOD1 
Journal of biomolecular screening  2011;16(9):974-985.
The molecular pathology of many protein misfolding, toxic gain-of-function diseases, such as amyotrophic lateral sclerosis (ALS), is not well understood. Although protein misfolding and aggregation are common themes in these diseases, efforts to identify cellular factors that regulate this process in an unbiased fashion and on a global scale have been lacking. Using an adapted version of an extant β-gal-based protein solubility assay, an expression screen for cellular modulators of solubility of an ALS-causing mutant SOD1 was carried out in mammalian cells. Following fluorescence-activated cell sorting enrichment of a mouse spinal cord cDNA library for gene products that increased SOD1 solubility, high-throughput screening of the cDNA pools from this enriched fraction was employed to identify pools containing relevant modulators. Positive pools, containing approximately 10 cDNA clones each, were diluted and rescreened iteratively until individual clones that improved SOD1 folding/solubility were identified. Genes with profound effects in the solubility assay were selected for validation by independent biochemical assays. Six of 10 validated genes had a significant effect on SOD1 solubility and folding in a SOD1 promoter-driven β-gal assay, indicating that global screening of cellular targets using such protein solubility/folding assay is viable and can be adapted for other misfolding diseases.
doi:10.1177/1087057111418505
PMCID: PMC3516231  PMID: 21875953
cDNA expression cloning screen; amyotrophic lateral sclerosis; superoxide dismutase 1; protein solubility assay
7.  Dose-Response Modeling of High-Throughput Screening Data 
Journal of biomolecular screening  2009;14(10):1216-1227.
The National Toxicology Program is developing a high throughput screening (HTS) program to set testing priorities for compounds of interest, to identify mechanisms of action, and potentially to develop predictive models for human toxicity. This program will generate extensive data on the activity of large numbers of chemicals in a wide variety of biochemical-and cell-based assays. The first step in relating patterns of response among batteries of HTS assays to in vivo toxicity is to distinguish between positive and negative compounds in individual assays. Here, we report on a statistical approach developed to identify compounds positive or negative in a HTS cytotoxicity assay based on data collected from screening 1353 compounds for concentration-response effects in nine human and four rodent cell types. In this approach, we develop methods to normalize the data (removing bias due to the location of the compound on the 1536-well plates used in the assay) and to analyze for concentration-response relationships. Various statistical tests for identifying significant concentration-response relationships and for addressing reproducibility are developed and presented.
doi:10.1177/1087057109349355
PMCID: PMC3471146  PMID: 19828774
high-throughput screening; dose-response; statistical modeling; viability assay
8.  A Continuous, Fluorescent, High-Throughput Assay for Human Dimethylarginine Dimethylaminohydrolase-1 
Journal of biomolecular screening  2011;16(9):1089-1097.
Inhibitors of human dimethylarginine dimethylaminohydrolase-1 (DDAH-1) are of therapeutic interest for controlling pathological nitric oxide production. Only a limited number of biologically useful inhibitors have been identified, so structurally diverse lead compounds are desired. In contrast with previous assays that do not possesses adequate sensitivity for optimal screening, herein is reported a high-throughput assay that uses an alternative thiol-releasing substrate, S-methyl-L-thiocitrulline, and a thiol-reactive fluorophore, 7-diethylamino-3-(4′-maleimidylphenyl)-4-methylcoumarin, to enable continuous detection of product formation by DDAH-1. The assay is applied to query two commercial libraries totaling 4,446 compounds and two representative hits are described, including a known DDAH-1 inhibitor. This is the most sensitive DDAH-1 assay reported to date, and enables screening of compound libraries using [S] =KM conditions, while displaying Z′ factors from 0.6 – 0.8. Therefore, this strategy now makes possible high-throughput screening for human DDAH-1 inhibitors in pursuit of molecular probes and drugs to control excessive nitric oxide production.
doi:10.1177/1087057111417712
PMCID: PMC3248755  PMID: 21921133
Dimethylarginine dimethylaminohydrolase; high-throughput screening; nitric oxide; CPM
9.  Identification of a Small GTPase Inhibitor using a High-Throughput Flow Cytometry Bead-Based Multiplex Assay 
Small GTPases are key regulators of cellular activity and represent novel targets for the treatment of human diseases using small molecule inhibitors. We describe a multiplex, flow cytometry bead-based assay for the identification and characterization of inhibitors or activators of small GTPases. Six different GST-tagged small GTPases were bound to glutathione beads each labeled with a different red fluorescence intensity. Subsequently, beads bearing different GTPase were mixed and dispensed into 384-well plates with test compounds, and fluorescent-GTP binding was used as the read-out. This novel multiplex assay allowed us to screen a library of almost 200,000 compounds and identify over 1,200 positive compounds, which were further verified by dose response analyses, using 6 to 8-plex assays. After the elimination of false positive and negative compounds, several small molecule families with opposing effects on GTP-binding activity were identified. Here we detail the characterization of MLS000532223, a general inhibitor that prevents GTP-binding to several GTPases in a dose-dependent manner and is active in biochemical and cell-based secondary assays. Live cell imaging and confocal microscopy studies revealed the inhibitor-induced actin reorganization and cell morphology changes, characteristic of Rho GTPases inhibition. Thus, high throughput screening (HTS) via flow cytometry provides a strategy for identifying novel compounds that are active against small GTPases.
doi:10.1177/1087057109352240
PMCID: PMC3433230  PMID: 20008126
Ras; Rab and Rho GTPases; actin cytoskeleton; bead-based multiplex assay; flow cytometry; fluorescent GTP binding
10.  Monitoring compound integrity with cytochrome P450 assays and qHTS 
Journal of biomolecular screening  2009;14(5):538-546.
We describe how room temperature storage of a 1,120 member compound library prepared in either DMSO or in a hydrated DMSO/water (67/33) mixture affects the reproducibility of potency values as monitored using cytochrome P450 1A2 and 2D6 isozyme assays. The bioluminescent assays showed Z′-factors of 0.71 and 0.62, with 18% and 32% of the library found as active against the CYP 1A2 and 2D6 isozymes respectively. We tested the library using quantitative high-throughput screening to generate potency values for every library member which was measured at seven time intervals spanning 37 weeks. We calculated the minimum significant ratio (MSR) from these potency values at each time interval and we found that for the library stored in DMSO, the CYP 1A2 and 2D6 assay MSRs progressed from approximately 2.0 to 5.0. The hydrated conditions showed similar performance in both MSR progression and analytical QC results. Based on this study we recommend that DMSO samples be stored in 1,536-well plates for < 4 months at room temperature. Further, the study shows the magnitude of potency changes that can occur in a robust bioassay due to compound sample storage.
doi:10.1177/1087057109336954
PMCID: PMC3430136  PMID: 19483146
HTS; compound storage; DMSO; quantitative HTS
11.  Development of a Novel Nonradiometric Assay for Nucleic Acid Binding to TDP-43 Suitable for High-Throughput Screening Using AlphaScreen® Technology 
Journal of biomolecular screening  2010;15(9):1099-1106.
TAR DNA binding protein 43 (TDP-43) is a nucleic acid binding protein that is associated with the pathology of cystic fibrosis and neurodegenerative diseases such as amyotrophic lateral sclerosis and frontotemporal lobar dementia. We have developed a robust, quantitative, nonradiometric high-throughput assay measuring oligonucleotide binding to TDP-43 using AlphaScreen® technology. Biotinylated single-stranded TAR DNA (bt-TAR-32) and 6 TG repeats (bt-TG6) bound with high affinity to TDP-43, with KD values of 0.75 nM and 0.63 nM, respectively. Both oligonucleotides exhibited slow dissociation rates, with half-lives of 750 min for bt-TAR-32 and 150 min for bt-TG6. The affinities of unlabeled oligonucleotides, as determined by displacement of either bt-TAR-32 or bt-TG6, were consistent with previous reports of nucleic acid interactions with TDP-43, where increasing TG or UG repeats yield greater affinity. A diversity library of 7360 compounds was screened for inhibition of TDP-43 binding to bt-TAR-32, and a series of compounds was discovered with nascent SAR and IC50 values ranging from 100 nM to 10 μM. These compounds may prove to be useful biochemical tools to elucidate the function of TDP-43 and may lead to novel therapeutics for indications where the TDP-43 nucleic acid interaction is causal to the associated pathology.
doi:10.1177/1087057110382778
PMCID: PMC3426361  PMID: 20855563
TDP-43; AlphaScreen; TAR DNA; ALS; cystic fibrosis
12.  Identification and Characterization of Novel Tissue-Nonspecific Alkaline Phosphatase Inhibitors with Diverse Modes of Action 
Journal of Biomolecular Screening  2009;14(7):824-837.
Tissue-nonspecific alkaline phosphatase (TNAP) plays a major role in maintaining a ratio of phosphate to inorganic pyrophosphate (Pi/PPi) in biological fluids that is conducive to controlled skeletal mineralization while preventing inappropriate ectopic calcification. Medial calcification associated with Enpp1 or Ank deficiency or with end–stage renal disease is associated with an increase in TNAP activity in arteries that leads to reduced levels of PPi and increased vascular calcification. Here, we describe in detail a high-throughput screening (HTS) campaign to identify inhibitors of TNAP, performed within the Molecular Library Screening Center Network (MLSCN). A homogeneous luminescent TNAP assay was developed and optimized for identification of compounds with diverse mechanism of action (MOA). The MLSCN compound collection, containing 64,394 molecules at the time of screening, was tested in the assay. Several novel inhibitory scaffold classes were identified and demonstrated to have diverse selectivity and mode of inhibition (MOI) profiles. Representatives of the novel scaffolds exhibited nanomolar potency surpassing the inhibitors known to date.
This paper sets a successful example in which pharmacologically active compounds, with outstanding selectivity in a panel of more than 200 assays, are identified from high throughput screening. Integral to the success of the project were a well-designed compound collection, an industrial-level screening facility and a deep knowledge of target biology that were brought together through the NIH-sponsored Roadmap Initiative.
doi:10.1177/1087057109338517
PMCID: PMC3403534  PMID: 19556612
NIH Roadmap Initiatives; MLSCN; TNAP inhibitors; diverse MOA; compound selectivity
13.  A Quantitative High Throughput Screen Identifies Novel Inhibitors of the Interaction of Thyroid Receptor β with a Peptide of Steroid Receptor Coactivator 2 
Journal of biomolecular screening  2011;16(6):618-627.
The thyroid hormone receptors (TR) are members of the nuclear hormone receptor (NHR) superfamily that regulate development, growth, and metabolism. Upon ligand binding, TR releases bound corepressors and recruits coactivators to modulate target gene expression. Steroid Receptor Coactivator 2 (SRC2) is an important coregulator that interacts with TRβ to activate gene transcription. To identify novel inhibitors of the TRβ and SRC2 interaction, we performed a quantitative high throughput screen (qHTS) of a TRβ-SRC2 fluorescence polarization assay against more than 290,000 small molecules. The qHTS assayed compounds at six concentrations up to 92 uM to generate titration-response curves and determine the potency and efficacy of all compounds. The qHTS dataset enabled the characterization of actives for structure-activity relationships as well as for potential artifacts such as fluorescence interference. Selected qHTS actives were tested in the screening assay using fluoroprobes labeled with Texas Red or fluorescein. The retest identified 19 series and 4 singletons as active in both assays with 40% or greater efficacy, free of compound interference and not toxic to mammalian cells. Selected compounds were tested as independent samples and a methylsulfonylnitrobenzoate series inhibited the TRβ-SRC2 interaction with 5 uM IC50. This series represents a new class of thyroid hormone receptor-coactivator modulators.
doi:10.1177/1087057111402199
PMCID: PMC3162318  PMID: 21482722
thyroid receptor; small molecule; HTS; coactivator; protein-protein interaction
14.  Development and Application of a Cellular, Gain-of-Signal, Bioluminescent Reporter Screen for Inhibitors of Type II Secretion in Pseudomonas aeruginosa and Burkholderia pseudomallei 
Journal of biomolecular screening  2011;16(7):694-705.
The type II secretion (T2S) system in Gram-negative bacteria is comprised of the Sec and Tat pathways for translocating proteins into the periplasm and an outer membrane secretin for transporting proteins into the extracellular space. To discover Sec/Tat/T2S pathway inhibitors as potential new therapeutics, we used a Pseudomonas aeruginosa bioluminescent reporter strain responsive to SecA depletion and inhibition to screen compound libraries and characterize the hits. The reporter strain placed a luxCDABE operon under regulation of a SecA depletion-responsive up-regulated promoter in a secA deletion background complemented with an ectopic lac-regulated secA copy. Bioluminescence was indirectly proportional to the IPTG concentration and stimulated by azide, a known SecA ATPase inhibitor. A total of 96 compounds (0.1% of 73,000) were detected as primary hits due to stimulation of luminescence with a z-score ≥5. Direct secretion assays of the 9 most potent hits, representing 5 chemical scaffolds, revealed that they do not inhibit SecA-mediated secretion of β-lactamase into the periplasm, but do inhibit T2S-mediated extracellular secretion of elastase with IC50 values from 5 – 25 μM. In addition, 7 of the 9 compounds also inhibited the T2S-mediated extracellular secretion of phospholipases C by P. aeruginosa and of protease activity by Burkholderia pseudomallei.
doi:10.1177/1087057111408605
PMCID: PMC3195541  PMID: 21602485
P. aeruginosa; type II secretion; high throughput screening; inhibitors
15.  Phenothiazine Neuroleptics Signal to the Human Insulin Promoter as Revealed by a Novel High-Throughput Screen 
Journal of Biomolecular Screening  2010;15(6):663-670.
A number of diabetogenic stimuli interact to influence insulin promoter activity, making it an attractive target for both mechanistic studies and therapeutic interventions. High-throughput screening (HTS) for insulin promoter modulators has the potential to reveal novel inputs into the control of that central element of the pancreatic β-cell. A cell line from human islets in which the expression of insulin and other β-cell-restricted genes are modulated by an inducible form of the bHLH transcription factor E47 was developed. This cell line, T6PNE, was adapted for HTS by transduction with a vector expressing green fluorescent protein under the control of the human insulin promoter. The resulting cell line was screened against a library of known drugs for those that increase insulin promoter activity. Members of the phenothiazine class of neuroleptics increased insulin gene expression upon short-term exposure. Chronic treatment, however, resulted in suppression of insulin promoter activity, consistent with the effect of phenothiazines observed clinically to induce diabetes in chronically treated patients. In addition to providing insights into previously unrecognized targets and mechanisms of action of phenothiazines, the novel cell line described here provides a broadly applicable platform for mining new molecular drug targets and central regulators of β-cell differentiated function.
doi:10.1177/1087057110372257
PMCID: PMC3374493  PMID: 20547533
diabetes; chlorpromazine; ethopropazine
16.  Complementary Cell-Based High Throughput Screens Identify Novel Modulators of the Unfolded Protein Response 
Journal of Biomolecular Screening  2011;16(8):825-835.
Despite advances toward understanding the prevention and treatment of many cancers, patients who suffer from oral squamous cell carcinoma (OSCC) confront a survival rate that has remained unimproved for more than two decades indicating our ability to treat them pharmacologically has reached a plateau. In an ongoing effort to improve the clinical outlook for this disease, we previously reported that an essential component of the mechanism by which the proteasome inhibitor bortezomib (PS-341, Velcade) induced apoptosis in OSCC required the activation of a terminal unfolded protein response (UPR). Predicated on these studies, we hypothesized that high throughput screening (HTS) of large diverse chemical libraries might identify more potent or selective small molecule activators of the apoptotic arm of the UPR to control or kill OSCC. We have developed complementary cell-based assays using stably transfected CHO-K1 cell lines that individually assess the PERK/eIF2α/CHOP (apoptotic) or the IRE1/XBP1 (adaptive) UPR sub-pathways. A ~66K compound collection was screened at the University of Michigan Center for Chemical Genomics that included a unique library of pre-fractionated natural product extracts. The mycotoxin methoxycitrinin was isolated from a natural extract and found to selectively activate the CHOP-luciferase reporter at 80μM. A series of citrinin derivatives were isolated from these extracts, including a unique congener that has not been previously described. In an effort to identify more potent compounds we examined the ability of citrinin and the structurally related mycotoxins ochratoxin A and patulin to activate the UPR. Strikingly, we found that patulin at 2.5 – 10μM induced a terminal UPR in a panel of OSCC cells that was characterized by an increase in CHOP, GADD34 and ATF3 gene expression and XBP1 splicing. A luminescent caspase assay and the induction of several BH3-only genes indicated that patulin could induce apoptosis in OSCC cells. These data support the use of this complementary HTS strategy to identify novel modulators of UPR signaling and tumor cell death.
doi:10.1177/1087057111414893
PMCID: PMC3374590  PMID: 21844328
unfolded protein response; endoplasmic reticulum stress; cell-based assay; luciferase reporter; natural products
17.  Identification and Mechanistic Studies of a Novel Ubiquitin E1 Inhibitor 
Journal of Biomolecular Screening  2012;17(4):421-434.
Protein degradation via the ubiquitin-proteasome pathway is important for a diverse number of cellular processes ranging from cell signaling to development. Disruption of the ubiquitin pathway occurs in a variety of human diseases, including several cancers and neurological disorders. Excessive proteolysis of tumor suppressor proteins, such as p27, occurs in numerous aggressive human tumors. To discover small-molecule inhibitors that potentially prevent p27 degradation, we developed a series of screening assays, including a cell-based screen of a small-molecule compound library and two novel nucleotide exchange assays. Several small-molecule inhibitors, including NSC624206, were identified and subsequently verified to prevent p27 ubiquitination in vitro. The mechanism of NSC624206 inhibition of p27 ubiquitination was further unraveled using the nucleotide exchange assays and shown to be due to antagonizing ubiquitin activating enzyme (E1). We determined that NSC624206 and PYR-41, a recently reported inhibitor of ubiquitin E1, specifically block ubiquitin-thioester formation but have no effect on ubiquitin adenylation. These studies reveal a novel E1 inhibitor that targets a specific step of the E1 activation reaction. NSC624206 could, therefore, be potentially useful for the control of excessive ubiquitin-mediated proteolysis in vivo.
doi:10.1177/1087057111433843
PMCID: PMC3339042  PMID: 22274912
ubiquitin E1; inhibitor; p27kip1; ubiquitin; proteolysis
18.  BioAssay Ontology Annotations Facilitate Cross-Analysis of Diverse High-throughput Screening Data Sets 
Journal of biomolecular screening  2011;16(4):415-426.
High-throughput screening data repositories, such as PubChem, represent valuable resources for the development of small molecule chemical probes and can serve as entry points for drug discovery programs. While the loose data format offered by PubChem allows for great flexibility, important annotations, such as the assay format and technologies employed, are not explicitly indexed. We have previously developed a BioAssay Ontology (BAO) and curated over 350 assays with standardized BAO terms. Here we describe the use of BAO annotations to analyze a large set of assays that employ luciferase- and β-lactamase-based technologies. We identified promiscuous chemotypes pertaining to different sub-categories of assays and specific mechanisms by which these chemotypes interfere in reporter gene assays. Our results show that the data in PubChem can be used to identify promiscuous compounds that interfere non-specifically with particular technologies. Furthermore, we show that BAO is a valuable toolset for the identification of related assays and for the systematic generation of insights that are beyond the scope of individual assays or screening campaigns.
doi:10.1177/1087057111400191
PMCID: PMC3167204  PMID: 21471461
compound promiscuity; assay ontology; reporter gene assays; high-throughput screening data analysis; cheminformatics
19.  Development of a high-throughput cell-based reporter assay for screening JAK3 inhibitors 
Journal of biomolecular screening  2011;16(4):443-449.
JAK3 has become an ideal target for the therapeutic treatment of immune-related diseases, as well as for the prevention of organ allograft rejection. A number of JAK3 inhibitors have been identified by in vitro biochemical enzymatic assays, but the majority display significant off-target effects on JAK2. Therefore, there is an urgent need to develop new experimental approaches to identify compounds that specifically inhibit JAK3. Here, we showed that in 32D/IL-2Rβ cells, STAT5 becomes phosphorylated by IL-3/JAK2- or IL-2/JAK3-dependent pathway. Importantly, the selective JAK3 inhibitor CP-690,550 blocked the phosphorylation as well as the nuclear translocation of STAT5 following treatment of cells with IL-2, but not with IL-3. In an attempt to use the cells for large-scale chemical screens to identify JAK3 inhibitors, we established a cell line 32D/IL-2Rβ/6×STAT5 stably expressing a well-characterized STAT5 reporter gene. Treatment of this cell line with IL-2 or IL-3 dramatically increased the reporter activity in a high-throughput format. As expected, JAK3 inhibitors, CP-690,550 and JAK3 inhibitor VI, selectively inhibited the activity of the 6×STAT5 reporter following treatment with IL-2. By contrast, the pan-JAK inhibitor Curcumin non-selectively inhibited the activity of this reporter following treatment with either IL-2 or IL-3. Thus, this study indicates that our STAT5 reporter cell line can be used as an efficacious cellular model for chemical screens to identify low-molecular-weight inhibitors specific for JAK3.
doi:10.1177/1087057111400190
PMCID: PMC3237679  PMID: 21393628
Assay development; Cytokine; JAK3 inhibitors; STAT5 reporter; high-throughput chemical screening
20.  Development of a High-Throughput Screen for Inhibitors of Epstein-Barr Virus EBNA1 
Journal of Biomolecular Screening  2010;15(9):1107-1115.
Latent infection with Epstein-Barr Virus (EBV) is a carcinogenic cofactor in several lymphoid and epithelial cell malignancies. At present, there are no small molecule inhibitors that specifically target EBV latent infection or latency-associated oncoproteins. EBNA1 is an EBV-encoded sequence-specific DNA-binding protein that is consistently expressed in EBV-associated tumors and required for stable maintenance of the viral genome in proliferating cells. EBNA1 is also thought to provide cell survival function in latently infected cells. In this work we describe the development of a biochemical high-throughput screening (HTS) method using a homogenous fluorescence polarization (FP) assay monitoring EBNA1 binding to its cognate DNA binding site. An FP-based counterscreen was developed using another EBV-encoded DNA binding protein, Zta, and its cognate DNA binding site. We demonstrate that EBNA1 binding to a fluorescent labeled DNA probe provides a robust assay with a Z-factor consistently greater than 0.6. A pilot screen of a small molecule library of ~14,000 compounds identified 3 structurally related molecules that selectively inhibit EBNA1, but not Zta. All three compounds had activity in a cell-based assay specific for the disruption of EBNA1 transcription repression function. One of the compounds was effective in reducing EBV genome copy number in Raji Burkitt lymphoma cells. These experiments provide a proof-of-concept that small molecule inhibitors of EBNA1 can be identified by biochemical high-throughput screening of compound libraries. Further screening in conjunction with medicinal chemistry optimization may provide a selective inhibitor of EBNA1 and EBV latent infection.
doi:10.1177/1087057110379154
PMCID: PMC3310380  PMID: 20930215
21.  A High-throughput Fluorescence Polarization Assay for Inhibitors of Gyrase B 
Journal of biomolecular screening  2011;16(2):230-238.
DNA gyrase, a type II topoisomerase that introduces negative supercoils into DNA, is a validated antibacterial drug target. The holoenzyme is composed of 2 subunits, gyrase A (GyrA) and gyrase B (GyrB), which form a functional A2B2 heterotetramer required for bacterial viability. A novel fluorescence polarization (FP) assay has been developed and optimized to detect inhibitors that bind to the adenosine triphosphate (ATP) binding domain of GyrB. Guided by the crystal structure of the natural product novobiocin bound to GyrB, a novel novobiocin–Texas Red probe (Novo-TRX) was designed and synthesized for use in a high-throughput FP assay. The binding kinetics of the interaction of Novo-TRX with GyrB from Francisella tularensis has been characterized, as well as the effect of common buffer additives on the interaction. The assay was developed into a 21-μL, 384-well assay format and has been validated for use in high-throughput screening against a collection of Food and Drug Administration–approved compounds. The assay performed with an average Z′ factor of 0.80 and was able to identify GyrB inhibitors from a screening library.
doi:10.1177/1087057110392038
PMCID: PMC3176662  PMID: 21245469
fluorescence polarization; gyrase; assay development; high-throughput screen; anthracycline
22.  Scintillation Proximity Assay of Arginine Methylation 
Journal of Biomolecular Screening  2011;17(2):237-244.
Methylation of arginine residues, catalyzed by protein arginine methyltransferases (PRMTs), is one important protein post-translational modification involved in epigenetic regulation of gene expression. A fast and effective assay for PRMT can provide valuable information for dissecting the biological functions of PRMTs, as well as for screening small-molecule inhibitors of arginine methylation. Currently, among the methods used for PRMT activity measurement, many contain laborious separation procedures, which restrict the applications of these assays for high-throughput screening (HTS) in drug discovery. The authors report here a mix-and-measure method to measure PRMT activity based on the principle of scintillation proximity assay (SPA). In this assay, 3H-AdoMet was used as methyl donor, and biotin-modified histone H4 peptide served as a methylation substrate. Following the methylation reaction catalyzed by PRMTs, streptavidin-coated SPA beads were added to the reaction solution, and SPA signals were detected by a MicroBeta scintillation counter. No separation step is needed, which simplifies the assay procedure and greatly enhances the assay speed. Particularly, the miniaturization and robustness suggest that this method is suited for HTS of PRMT inhibitors.
doi:10.1177/1087057111414903
PMCID: PMC3236808  PMID: 21821785
protein arginine methyltransferases; PRMT; scintillation proximity assay; SPA; high-throughput screening; HTS
23.  Optimized high-throughput screen for Hepatitis C virus translation inhibitors 
Journal of Biomolecular Screening  2011;16(2):211-220.
Hepatitis C virus (HCV) is a considerable global health problem for which new classes of therapeutics are needed. We developed a high-throughput assay to identify compounds that selectively block translation initiation from the HCV internal ribosome entry site (HCV IRES). Rabbit reticulocyte lysate conditions were optimized to faithfully report on authentic HCV IRES-dependent translation relative to a 5′ capped mRNA control. We screened a library of ~430,000 small molecules for IRES inhibition, leading to ~1,700 initial hits. After secondary counter screening the vast majority of hits proved to be luciferase and general translation inhibitors. Despite well-optimized in vitro translation conditions, in the end we found no selective HCV IRES inhibitors but did discover a new scaffold of general translation inhibitor. The analysis of these molecules, and the finding that a large fraction of false positives resulted from off-target effects, highlights the challenges inherent in screens for RNA-specific inhibitors.
doi:10.1177/1087057110391665
PMCID: PMC3260011  PMID: 21297107
Hepatitis C virus (HCV); IRES; luciferase; high-throughput screen; rabbit reticulocyte lysate
24.  Chemical Genetic Screening for Compounds that Preferentially Inhibit Growth of Methylthioadenosine Phosphorylase (MTAP) Deficient Saccharomyces Cerevisiae 
Methylthioadenosine phosphorylase (MTAP), a key enzyme in the methionine salvage pathway, is inactivated in a variety of human cancers. Since all human tissues express MTAP, it would be of potential interest to identify compounds that selectively inhibit the growth of MTAP deficient cells. To determine if MTAP inactivation could be targeted, we have performed a differential chemical genetic screen in isogenic MTAP+ and MTAP− S. cerevisiae. A low molecular weight compound library containing 30,080 unique compounds was screened for those that selectively inhibit growth of MTAP− yeast using a differential growth assay. One compound, containing a 1,3,4-thiadiazine ring, repeatedly showed a differential dose response, with MTAP− cells exhibiting a four-fold shift in IC50 compared to MTAP+ cells. Several structurally related derivatives of this compound also showed enhanced growth inhibition in MTAP− yeast. These compounds were also examined for growth inhibition of isogenic MTAP+ and MTAP− HT1080 fibrosarcoma cells, and four of the five compounds exhibited evidence of modest, but significant, increased potency in MTAP− cells. In summary, these studies show the feasibility of differential growth screening technology and have identified a novel class of compounds that can preferentially inhibit growth of MTAP− cells.
doi:10.1177/1087057110386371
PMCID: PMC3019245  PMID: 21131597
Methionine Salvage Pathway; Drug screening; Yeast; Genetic-chemical interaction
25.  High Throughput Screen for Escherichia coli Heat Shock Protein 70 (Hsp70/DnaK): ATPase Assay in Low Volume By Exploiting Energy Transfer 
Journal of biomolecular screening  2010;15(10):1211-1219.
Members of the heat shock protein 70 (Hsp70) family of molecular chaperones are emerging as potential therapeutic targets. Their ATPase activity has classically been measured using colorimetric phosphate-detection reagents, such as quinaldine red (QR). While such assays are suitable for 96-well plate formats, they typically lose sensitivity when attempted in lower volume due to path length and meniscus effects. These limitations and Hsp70’s weak enzymatic activity have combined to create significant challenges in high throughput screening. To overcome these difficulties, we have adopted an energy transfer strategy that was originally reported by Zuck et al. (Anal. Biochem. 2005, 342:254–259). Briefly, white 384-well plates emit fluorescence when irradiated at 430 nm. In turn, this intrinsic fluorescence can be quenched by energy transfer with the QR-based chromophore. Using this more sensitive approach, we tested 55,400 compounds against DnaK, a prokaryotic member of the Hsp70 family. The assay performance was good (Z′ ~ 0.6, CV ~8%) and at least one promising new inhibitor was identified. In secondary assays, this compound specifically blocked stimulation of DnaK by its co-chaperone, DnaJ. Thus, this simple and inexpensive adaptation of a colorimetric method might be suitable for screening against Hsp70-family members.
doi:10.1177/1087057110380571
PMCID: PMC3052282  PMID: 20926844
phosphate; malachite green; ATPase; molecular chaperone; fluorescence assay

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