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2.
Methods Mol Biol ; 1683: 165-191, 2018.
Article in English | MEDLINE | ID: mdl-29082493

ABSTRACT

Within the Drug Discovery industry, there is a growing recognition of the value of high content screening (HCS), particularly as researchers aim to screen compounds and identify hits using more physiologically relevant in vitro cell-based assays. Image-based high content screening, with its combined ability to yield multiparametric data, provide subcellular resolution, and enable cell population analysis, is well suited to this challenge. While HCS has been in routine use for over a decade, a number of hurdles have historically prohibited very large, miniaturized high-throughput screening efforts with this platform. Suitable hardware and consumables for conducting 1536-well HCS have only recently become available, and developing a reliable informatics framework to accommodate the scale of high-throughput HCS data remains a considerable challenge. Additionally, innovative approaches are needed to interpret the large volumes of content-rich information generated. Despite these hurdles, there has been a growing interest in screening large compound inventories using this platform. Here, we outline the infrastructure developed and applied at Bristol-Myers Squibb for 1536-well high content screening and discuss key lessons learned.


Subject(s)
Drug Discovery , High-Throughput Screening Assays , Cluster Analysis , Data Interpretation, Statistical , Drug Discovery/methods , Hep G2 Cells , Humans , Image Processing, Computer-Assisted , Microscopy , Molecular Imaging/methods , Reproducibility of Results
3.
Curr Chem Genom Transl Med ; 8(Suppl 1): 16-26, 2014.
Article in English | MEDLINE | ID: mdl-24596681

ABSTRACT

Microtubules are important components of the cellular cytoskeleton that play roles in various cellular processes such as vesicular transport and spindle formation during mitosis. They are formed by an ordered organization of α-tubulin and ß-tubulin hetero-polymers. Altering microtubule polymerization has been known to be the mechanism of action for a number of therapeutically important drugs including taxanes and epothilones. Traditional cell-based assays for tubulin-interacting compounds rely on their indirect effects on cell cycle and/or cell proliferation. Direct monitoring of compound effects on microtubules is required to dissect detailed mechanisms of action in a cellular setting. Here we report a high-content assay platform to monitor tubulin polymerization status by directly measuring the acute effects of drug candidates on the cellular tubulin network with the capability to dissect the mechanisms of action. This high-content analysis distinguishes in a quantitative manner between compounds that act as tubulin stabilizers versus those that are tubulin destabilizers. In addition, using a multiplex approach, we expanded this analysis to simultaneously monitor physiological cellular responses and associated cellular phenotypes.

4.
Methods Mol Biol ; 565: 159-86, 2009.
Article in English | MEDLINE | ID: mdl-19551362

ABSTRACT

The integration of fluorescent microscopy imaging technologies and image analysis into high-content screening (HCS) has been applied throughout the drug discovery pipeline to identify, evaluate, and advance compounds from early lead generation through preclinical candidate selection. In this chapter we describe the development, validation, and implementation of an HCS assay to screen compounds from a kinase-focused small-molecule library to identify inhibitors of the p38 pathway using the GE InCell 3000 automated imaging platform. The assay utilized a genetically modified HeLa cell line stably expressing mitogen-activated, protein-activating protein kinase-2 fused to enhanced green fluorescent protein (MK2-EGFP) and measured the subcellular distribution of the MK2-EGFP as a direct readout of p38 activation. The MK2-EGFP translocation assay performed in 384-well glass bottom microtiter plates exhibited a robust Z-factor of 0.46 and reproducible EC50 and IC50 determinations for activators and inhibitors, respectively. A total of 32,891 compounds were screened in singlicate at 50 microM and 156 were confirmed as inhibitors of p38-mediated MK2-EGFP translocation in follow-up IC50 concentration response curves. Thirty-one compounds exhibited IC50s less than 1 microM, and at least one novel structural class of p38 inhibitor was identified using this HCA/HCS chemical biology screening approach.


Subject(s)
Drug Evaluation, Preclinical/methods , Enzyme Inhibitors/analysis , Microscopy, Confocal/methods , p38 Mitogen-Activated Protein Kinases/antagonists & inhibitors , Calcium/metabolism , HeLa Cells , Humans
5.
Methods Enzymol ; 414: 140-50, 2006.
Article in English | MEDLINE | ID: mdl-17110191

ABSTRACT

Development of means to screen primary human cells rather than established cell lines is important in improving the predictive value of cellular assays in drug discovery. We describe a method of using automated fluorescent microscopy to detect activators of the wingless type/Frizzled (Wnt/Fzd) pathway in primary human preosteoblasts. This technique relies on detection of endogenous beta-catenin translocation to the nucleus as an indicator of pathway activation, requires only a limited number of primary cells, and is robust enough for automation and high-content, high-throughput screening. Identification of activators of the Wnt/Fzd pathway in human preosteoblasts may be useful in providing lead compounds for the treatment of osteoporosis.


Subject(s)
Frizzled Receptors/physiology , Microscopy, Fluorescence/methods , Osteoblasts/cytology , Osteoblasts/metabolism , Wnt Proteins/physiology , Active Transport, Cell Nucleus , Automation , Cell Differentiation , Cell Nucleus/metabolism , Cells, Cultured , Culture Media, Conditioned/chemistry , Dose-Response Relationship, Drug , Humans , Osteoporosis/therapy , Trans-Activators , beta Catenin/metabolism
6.
Methods Enzymol ; 414: 364-89, 2006.
Article in English | MEDLINE | ID: mdl-17110203

ABSTRACT

This chapter describes the generation and characterization of a stable MK2-EGFP expressing HeLa cell line and the subsequent development of a high-content imaging assay on the Cellomics ArrayScan platform to screen for p38 MAPK inhibitors. Mitogen-activated protein kinase activating protein kinase-2 (MK2) is a substrate of p38 MAPK kinase, and p38-induced phosphorylation of MK-2 induces a nucleus to cytoplasm translocation (Engel et al., 1998; Neininger et al., 2001; Zu et al., 1995). Through a process of heterologous expression of a MK2-EGFP fusion protein in HeLa cells using retroviral infection, antibiotic selection, and flow sorting, we were able to isolate a cell line in which the MK2-EGFP translocation response could be robustly quantified on the Cellomics ArrayScan platform using the nuclear translocation algorithm. A series of assay development experiments using the A4-MK2-EGFP-HeLa cell line are described to optimize the assay with respect to cell seeding density, length of anisomycin stimulation, dimethyl sulfoxide tolerance, assay signal window, and reproducibility. The resulting MK2-EGFP translocation assay is compatible with high-throughput screening and was shown to be capable of identifying p38 inhibitors. The MK2-EGF translocation response is susceptible to other classes of inhibitors, including nonselective kinase inhibitors, kinase inhibitors that inhibit upstream kinases in the p38 MAPK signaling pathway, and kinases involved in cross talk between different modules (ERKs, JNKs, and p38s) of the MAPK signaling pathways. An example of mining "high-content" image-based multiparameter data to extract additional information on the effects of compound treatment of cells is presented.


Subject(s)
Biological Assay/instrumentation , Biological Assay/methods , Cell Culture Techniques/methods , Green Fluorescent Proteins/metabolism , Protein Kinases/metabolism , p38 Mitogen-Activated Protein Kinases/metabolism , Automation , Cell Line , HeLa Cells , Humans , Intracellular Signaling Peptides and Proteins , MAP Kinase Signaling System , Microscopy, Fluorescence , Oligonucleotide Array Sequence Analysis , Phosphorylation , Protein Serine-Threonine Kinases , Reproducibility of Results , Signal Transduction
7.
Methods Enzymol ; 414: 389-418, 2006.
Article in English | MEDLINE | ID: mdl-17110204

ABSTRACT

This chapter describes the development and implementation of three independent imaging assays for the major mitogen-activated protein kinase (MAPK) signaling modules: p38, JNK, and ERK. There are more than 500 protein kinases encoded in the human genome that share an ATP-binding site and catalytic domain conserved in both sequence and structure. The majority of kinase inhibitors have been found to be competitive with ATP, raising concerns regarding kinase selectivity and potency in an environment of millimolar intracellular concentrations of ATP, as well as the potential for off-target effects via the many other cellular proteins that bind and/or utilize ATP. The apparent redundancy of the kinase isoforms and functions in the MAPK signaling modules present additional challenges for kinase inhibitor selectivity and potency. Imaging assays provide a method to address many of these concerns. Cellular imaging approaches facilitate analysis of the targets expressed in the context of their endogenous substrates and scaffolding proteins and in a complex environment for which subcellular localization, cross talk between pathways, phosphatase regulatory control, and intracellular ATP concentrations are relevant to the functions of the kinase. The assays described herein provide a strategy to profile kinase inhibitors for MAPK pathway selectivity while simultaneously providing information on cell morphology or toxicity. Results suggest that the MAPK pathways are indeed susceptible to nonselective kinase inhibitors such as staurosporin and inhibitors that inhibit upstream MAPK Kinase Kinases (MKKKs) and MAPK Kinases (MKKs) in the MAPK signaling pathway, especially those involved in cross talk between the pathways. However, selective MAPK inhibitors were identified that exhibited pathway selectivity as evidenced by significantly lower IC(50) values for their respective p38, JNK, or ERK signaling pathway assays.


Subject(s)
Biochemistry/methods , Extracellular Signal-Regulated MAP Kinases/metabolism , Green Fluorescent Proteins/metabolism , MAP Kinase Signaling System , Protein Kinases/metabolism , Proto-Oncogene Proteins c-jun/metabolism , Catalytic Domain , Cell Differentiation , Dose-Response Relationship, Drug , HeLa Cells , Humans , Intracellular Signaling Peptides and Proteins , Protein Isoforms , Protein Serine-Threonine Kinases , Protein Transport , Signal Transduction , p38 Mitogen-Activated Protein Kinases/metabolism
8.
Methods Enzymol ; 414: 419-39, 2006.
Article in English | MEDLINE | ID: mdl-17110205

ABSTRACT

This chapter describes the conversion and assay development of a 96-well MK2-EGFP translocation assay into a higher density 384-well format high-content assay to be screened on the ArrayScan 3.1 imaging platform. The assay takes advantage of the well-substantiated hypothesis that mitogen-activated protein kinase-activating protein kinase-2 (MK2) is a substrate of p38 MAPK kinase and that p38-induced phosphorylation of MK-2 induces a nucleus-to-cytoplasm translocation. This chapter also presents a case history of the performance of the MK2-EGFP translocation assay, run as a "high-content" screen of a 32K kinase-biased library to identify p38 inhibitors. The assay performed very well and a number of putative p38 inhibitor hits were identified. Through the use of multiparameter data provided by the nuclear translocation algorithm and by checking images, a number of compounds were identified that were potential artifacts due to interference with the imaging format. These included fluorescent compounds, or compounds that dramatically reduced cell numbers due to cytotoxicity or by disrupting cell adherence. A total of 145 compounds produced IC(50) values <50.0 muM in the MK2-EGFP translocation assay, and a cross target query of the Lilly-RTP HTS database confirmed their inhibitory activity against in vitro kinase targets, including p38a. Compounds were confirmed structurally by LCMS analysis and profiled in cell-based imaging assays for MAPK signaling pathway selectivity. Three of the hit scaffolds identified in the MK2-EGFP translocation HCS run on the ArrayScan were selected for a p38a inhibitor hit-to-lead structure activity relationship (SAR) chemistry effort.


Subject(s)
Combinatorial Chemistry Techniques/instrumentation , Green Fluorescent Proteins/chemistry , Protein Kinases/chemistry , p38 Mitogen-Activated Protein Kinases/chemistry , Biological Assay/methods , Cell Adhesion , Cell Nucleus/metabolism , Combinatorial Chemistry Techniques/methods , Cytoplasm/metabolism , Gene Library , Humans , Inhibitory Concentration 50 , Intracellular Signaling Peptides and Proteins , MAP Kinase Signaling System , Phosphorylation , Protein Serine-Threonine Kinases , Protein Transport , Translocation, Genetic
9.
Assay Drug Dev Technol ; 3(2): 133-41, 2005 Apr.
Article in English | MEDLINE | ID: mdl-15871688

ABSTRACT

We have developed a high-content screening (HCS) assay to find activators of Wnt/Frizzled (Wnt/Fzd), a pathway known to be important in bone formation. Utilizing primary human preosteoblasts as a model, activation of the Wnt/Fzd pathway was detected by monitoring the stabilization and translocation of the transcription factor beta-catenin from cytoplasm to the nucleus. Endogenous beta-catenin was detected in preosteoblasts by immunofluorescent staining, and subcellular localization was determined by HCS using the Cellomics (Pittsburgh, PA) ArrayScan IV. Positive controls, including Wnt3A-conditioned medium and inhibitors of glycogen synthase kinase-3beta, resulted in increased nuclear beta-catenin. The assay had a Z'-factor of 0.6 and was conducive to automation for high-throughput screening/HCS. By combining standard immunofluorescence technology with automated fluorescence microscopy, we demonstrate the capability of screening cell-signaling pathways in primary human cells.


Subject(s)
Biological Assay/methods , Cytoskeletal Proteins/metabolism , Intercellular Signaling Peptides and Proteins/metabolism , Osteoblasts/drug effects , Osteoblasts/metabolism , Proteins/metabolism , Signal Transduction/drug effects , Signal Transduction/physiology , Trans-Activators/metabolism , Cells, Cultured , Fluorescent Antibody Technique, Direct/methods , Frizzled Receptors , Humans , Microscopy, Fluorescence/methods , Osteoblasts/cytology , Pharmaceutical Preparations , Wnt Proteins , beta Catenin
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