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Kverneland AH, Harking F, Vej-Nielsen JM, Huusfeldt M, Bekker-Jensen DB, Svane IM, Bache N, Olsen JV. Fully Automated Workflow for Integrated Sample Digestion and Evotip Loading Enabling High-Throughput Clinical Proteomics. Mol Cell Proteomics 2024; 23:100790. [PMID: 38777088 DOI: 10.1016/j.mcpro.2024.100790] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2024] [Revised: 05/02/2024] [Accepted: 05/19/2024] [Indexed: 05/25/2024] Open
Abstract
Protein identification and quantification is an important tool for biomarker discovery. With the increased sensitivity and speed of modern mass spectrometers, sample preparation remains a bottleneck for studying large cohorts. To address this issue, we prepared and evaluated a simple and efficient workflow on the Opentrons OT-2 robot that combines sample digestion, cleanup, and loading on Evotips in a fully automated manner, allowing the processing of up to 192 samples in 6 h. Analysis of 192 automated HeLa cell sample preparations consistently identified ∼8000 protein groups and ∼130,000 peptide precursors with an 11.5 min active liquid chromatography gradient with the Evosep One and narrow-window data-independent acquisition (nDIA) with the Orbitrap Astral mass spectrometer providing a throughput of 100 samples per day. Our results demonstrate a highly sensitive workflow yielding both reproducibility and stability at low sample inputs. The workflow is optimized for minimal sample starting amount to reduce the costs for reagents needed for sample preparation, which is critical when analyzing large biological cohorts. Building on the digesting workflow, we incorporated an automated phosphopeptide enrichment step using magnetic titanium-immobilized metal ion affinity chromatography beads. This allows for a fully automated proteome and phosphoproteome sample preparation in a single step with high sensitivity. Using the integrated digestion and Evotip loading workflow, we evaluated the effects of cancer immune therapy on the plasma proteome in metastatic melanoma patients.
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Affiliation(s)
- Anders H Kverneland
- Faculty of Health Sciences, Novo Nordisk Foundation Center for Protein Research, University of Copenhagen, Copenhagen, Denmark; Department of Oncology, National Center of Cancer Immune Therapy, Copenhagen University Hospital - Herlev and Gentofte, Herlev, Denmark
| | - Florian Harking
- Faculty of Health Sciences, Novo Nordisk Foundation Center for Protein Research, University of Copenhagen, Copenhagen, Denmark
| | | | | | | | - Inge Marie Svane
- Department of Oncology, National Center of Cancer Immune Therapy, Copenhagen University Hospital - Herlev and Gentofte, Herlev, Denmark
| | | | - Jesper V Olsen
- Faculty of Health Sciences, Novo Nordisk Foundation Center for Protein Research, University of Copenhagen, Copenhagen, Denmark.
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2
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Foussier L, Vitellius G, Bouligand J, Amazit L, Bouvattier C, Young J, Trabado S, Lombès M. Functional Characterization of Glucocorticoid Receptor Variants Is Required to Avoid Misinterpretation of NGS Data. J Endocr Soc 2019; 3:865-881. [PMID: 31008420 PMCID: PMC6467410 DOI: 10.1210/js.2019-00028] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/18/2019] [Accepted: 02/28/2019] [Indexed: 01/23/2023] Open
Abstract
Recent advances in genetic analysis technologies such as next-generation sequencing (NGS) have considerably increased the incidental discovery of genetic abnormalities. Six heterozygous missense mutations of the human glucocorticoid receptor (GR; encoded by the NR3C1 gene) have been identified in the context of genetic screening of endocrine pathologies. GR, a nuclear receptor, hormone-induced transcription factor, is involved in many physiological processes. Nevertheless, the pathogenic significance of incidentally discovered mutations remains obscure. The aim of this work was to characterize these variants by evaluating their functional impact on GR signaling. Six original GR variants, located in exon 2, led to amino acid substitutions of the N-terminal domain of GR (F65V, M86V, A229T, A304E, N374S, and R386Q), excluding mainly the activation function tau core 1 domain, the potential site of functional interaction with transcriptional coregulators. Transient cotransfection in HEK293T cells of mutated GR-expressing vectors and a luciferase reporter established dose-response curves for dexamethasone. This excluded any major transactivation abnormality of the mutated GRs (ligand concentration leading to 50% maximal transactivation capacity ≈ 0.2 nM), with maximal transactivation capacity identical to that of the wild-type (WT) GR and without modification of the potentiation of transcriptional coactivator steroid receptor coactivator 2 except in N374S. Moreover, protein expression of mutated GRs and their cytonuclear translocation studied by immunocytochemistry were almost unchanged compared with WT GR. These results underline the silent nature of these missense GR variants and call for cautious interpretation of the discovery of genetic incidentalomas by NGS in the absence of detailed characterization in order to appropriately assess their functional impact on a particular signaling pathway.
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Affiliation(s)
- Loïc Foussier
- INSERM UMR_S U1185, Fac Med Paris Sud, Université Paris-Saclay, Le Kremlin Bicêtre, France
| | - Géraldine Vitellius
- INSERM UMR_S U1185, Fac Med Paris Sud, Université Paris-Saclay, Le Kremlin Bicêtre, France
| | - Jérôme Bouligand
- INSERM UMR_S U1185, Fac Med Paris Sud, Université Paris-Saclay, Le Kremlin Bicêtre, France.,Service de Génétique Moléculaire, Pharmacogénétique et Hormonologie, Hôpitaux Universitaires Paris Sud, AH-HP, CHU Bicêtre, France
| | - Larbi Amazit
- INSERM UMR_S U1185, Fac Med Paris Sud, Université Paris-Saclay, Le Kremlin Bicêtre, France.,Unité Mixte de Service 32 (UMS-32), Institut Biomédical de Bicêtre, Le Kremlin-Bicêtre, France
| | - Claire Bouvattier
- Service d'Endocrinologie Pédiatrique, Assistance publique des hôpitaux de Paris, Hôpitaux Universitaires Paris Sud, AH-HP, CHU Bicêtre, France
| | - Jacques Young
- INSERM UMR_S U1185, Fac Med Paris Sud, Université Paris-Saclay, Le Kremlin Bicêtre, France.,Service d'Endocrinologie et des Maladies de la Reproduction, Hôpitaux Universitaires Paris Sud, AH-HP, CHU Bicêtre, Le Kremlin Bicêtre, France
| | - Séverine Trabado
- INSERM UMR_S U1185, Fac Med Paris Sud, Université Paris-Saclay, Le Kremlin Bicêtre, France.,Service de Génétique Moléculaire, Pharmacogénétique et Hormonologie, Hôpitaux Universitaires Paris Sud, AH-HP, CHU Bicêtre, France
| | - Marc Lombès
- INSERM UMR_S U1185, Fac Med Paris Sud, Université Paris-Saclay, Le Kremlin Bicêtre, France.,Service d'Endocrinologie et des Maladies de la Reproduction, Hôpitaux Universitaires Paris Sud, AH-HP, CHU Bicêtre, Le Kremlin Bicêtre, France
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3
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Hua Y, Camarco DP, Strock CJ, Johnston PA. High Content Positional Biosensor Assay to Screen for Compounds that Prevent or Disrupt Androgen Receptor and Transcription Intermediary Factor 2 Protein-Protein Interactions. Methods Mol Biol 2018; 1683:211-227. [PMID: 29082495 DOI: 10.1007/978-1-4939-7357-6_13] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/08/2022]
Abstract
Transcriptional Intermediary Factor 2 (TIF2) is a key Androgen receptor (AR) coactivator that has been implicated in the development and progression of castration resistant prostate cancer (CRPC). This chapter describes the implementation of an AR-TIF2 protein-protein interaction (PPI) biosensor assay to screen for small molecules that can induce AR-TIF2 PPIs, inhibit the DHT-induced formation of AR-TIF2 PPIs, or disrupt pre-existing AR-TIF2 PPIs. The biosensor assay employs high content imaging and analysis to quantify AR-TIF2 PPIs and integrates physiologically relevant cell-based assays with the specificity of binding assays by incorporating structural information from AR and TIF2 functional domains along with intracellular targeting sequences using fluorescent protein reporters. Expression of the AR-Red Fluorescent Protein (RFP) "prey" and TIF2-Green Fluorescent Protein (GFP) "bait" components of the biosensor is directed by recombinant adenovirus (rAV) expression constructs that facilitated a simple co-infection protocol to produce homogeneous expression of both biosensors that is scalable for screening. In untreated cells, AR-RFP expression is localized predominantly to the cytoplasm and TIF2-GFP expression is localized only in the nucleoli of the nucleus. Exposure to DHT induces the co-localization of AR-RFP within the TIF2-GFP positive nucleoli of the nucleus. The AR-TIF2 biosensor assay therefore recapitulates the ligand-induced translocation of latent AR from the cytoplasm to the nucleus, and the PPIs between AR and TIF2 result in the colocalization of AR-RFP within TIF2-GFP expressing nucleoli. The AR-TIF2 PPI biosensor approach offers significant promise for identifying molecules with potential to modulate AR transcriptional activity in a cell-specific manner that may overcome the development of resistance and progression to CRPC.
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Affiliation(s)
- Yun Hua
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Pittsburgh, Room 586 Salk Hall, 3501 Terrace Street, Pittsburgh, PA, 15261, USA
| | - Daniel P Camarco
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Pittsburgh, Room 586 Salk Hall, 3501 Terrace Street, Pittsburgh, PA, 15261, USA
| | | | - Paul A Johnston
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Pittsburgh, Room 586 Salk Hall, 3501 Terrace Street, Pittsburgh, PA, 15261, USA.
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4
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Live-cell measurements of kinase activity in single cells using translocation reporters. Nat Protoc 2017; 13:155-169. [PMID: 29266096 DOI: 10.1038/nprot.2017.128] [Citation(s) in RCA: 66] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Although kinases are important regulators of many cellular processes, measuring their activity in live cells remains challenging. We have developed kinase translocation reporters (KTRs), which enable multiplexed measurements of the dynamics of kinase activity at a single-cell level. These KTRs are composed of an engineered construct in which a kinase substrate is fused to a bipartite nuclear localization signal (bNLS) and nuclear export signal (NES), as well as to a fluorescent protein for microscopy-based detection of its localization. The negative charge introduced by phosphorylation of the substrate is used to directly modulate nuclear import and export, thereby regulating the reporter's distribution between the cytoplasm and nucleus. The relative cytoplasmic versus nuclear fluorescence of the KTR construct (the C/N ratio) is used as a proxy for the kinase activity in living, single cells. Multiple KTRs can be studied in the same cell by fusing them to different fluorescent proteins. Here, we present a protocol to execute and analyze live-cell microscopy experiments using KTRs. We describe strategies for development of new KTRs and procedures for lentiviral expression of KTRs in a cell line of choice. Cells are then plated in a 96-well plate, from which multichannel fluorescent images are acquired with automated time-lapse microscopy. We provide detailed guidance for a computational analysis and parameterization pipeline. The entire procedure, from virus production to data analysis, can be completed in ∼10 d.
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5
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High Content Imaging Assays for IL-6-Induced STAT3 Pathway Activation in Head and Neck Cancer Cell Lines. Methods Mol Biol 2017; 1683:229-244. [PMID: 29082496 DOI: 10.1007/978-1-4939-7357-6_14] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/05/2023]
Abstract
In the canonical STAT3 signaling pathway, IL-6 receptor engagement leads to the recruitment of latent STAT3 to the activated IL-6 complex and the associated Janus kinase (JAK) phosphorylates STAT3 at Y705. pSTAT3-Y705 dimers traffic into the nucleus and bind to specific DNA response elements in the promoters of target genes to regulate their transcription. However, IL-6 receptor activation induces the phosphorylation of both the Y705 and S727 residues of STAT3, and S727 phosphorylation is required to achieve maximal STAT3 transcriptional activity. STAT3 continuously shuttles between the nucleus and cytoplasm and maintains a prominent nuclear presence that is independent of Y705 phosphorylation. The constitutive nuclear entry of un-phosphorylated STAT3 (U-STAT3) drives expression of a second round of genes by a mechanism distinct from that used by pSTAT3-Y705 dimers. The abnormally elevated levels of U-STAT3 produced by the constitutive activation of pSTAT3-Y705 observed in many tumors drive the expression of an additional set of pSTAT3-independent genes that contribute to tumorigenesis. In this chapter, we describe the HCS assay methods to measure IL-6-induced STAT3 signaling pathway activation in head and neck tumor cell lines as revealed by the expression and subcellular distribution of pSTAT3-Y705, pSTAT3-S727, and U-STAT3. Only the larger dynamic range provided by the pSTAT3-Y705 antibody would be robust and reproducible enough for screening.
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6
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Rofe AP, Davis LJ, Whittingham JL, Latimer-Bowman EC, Wilkinson AJ, Pryor PR. The Rhodococcus equi virulence protein VapA disrupts endolysosome function and stimulates lysosome biogenesis. Microbiologyopen 2016; 6. [PMID: 27762083 PMCID: PMC5387311 DOI: 10.1002/mbo3.416] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2016] [Revised: 09/09/2016] [Accepted: 09/20/2016] [Indexed: 12/11/2022] Open
Abstract
Rhodococcus equi (R. equi) is an important pulmonary pathogen in foals that often leads to the death of the horse. The bacterium harbors a virulence plasmid that encodes numerous virulence‐associated proteins (Vaps) including VapA that is essential for intracellular survival inside macrophages. However, little is known about the precise function of VapA. Here, we demonstrate that VapA causes perturbation to late endocytic organelles with swollen endolysosome organelles having reduced Cathepsin B activity and an accumulation of LBPA, LC3 and Rab7. The data are indicative of a loss of endolysosomal function, which leads cells to upregulate lysosome biogenesis to compensate for the loss of functional endolysosomes. Although there is a high degree of homology of the core region of VapA to other Vap proteins, only the highly conserved core region of VapA, and not VapD of VapG, gives the observed effects on endolysosomes. This is the first demonstration of how VapA works and implies that VapA aids R. equi survival by reducing the impact of lysosomes on phagocytosed bacteria.
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Affiliation(s)
- Adam P Rofe
- Department of Biology, Wentworth Way, University of York, York, UK
| | - Luther J Davis
- Cambridge Institute for Medical Research and Department of Clinical Biochemistry, Addenbrooke's Hospital, University of Cambridge, Cambridge
| | - Jean L Whittingham
- Structural Biology Laboratory, Department of Chemistry, University of York, York, UK
| | - Elizabeth C Latimer-Bowman
- Cambridge Institute for Medical Research and Department of Clinical Biochemistry, Addenbrooke's Hospital, University of Cambridge, Cambridge
| | - Anthony J Wilkinson
- Structural Biology Laboratory, Department of Chemistry, University of York, York, UK
| | - Paul R Pryor
- Department of Biology, Wentworth Way, University of York, York, UK.,Hull York Medical School, University of York, York, UK
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7
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Johnston PA, Sen M, Hua Y, Camarco DP, Shun TY, Lazo JS, Wilson GM, Resnick LO, LaPorte MG, Wipf P, Huryn DM, Grandis JR. HCS campaign to identify selective inhibitors of IL-6-induced STAT3 pathway activation in head and neck cancer cell lines. Assay Drug Dev Technol 2016; 13:356-76. [PMID: 26317883 DOI: 10.1089/adt.2015.663] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023] Open
Abstract
Signal transducer and activator of transcription factor 3 (STAT3) is hyperactivated in head and neck squamous cell carcinomas (HNSCC). Cumulative evidence indicates that IL-6 production by HNSCC cells and/or stromal cells in the tumor microenvironment activates STAT3 and contributes to tumor progression and drug resistance. A library of 94,491 compounds from the Molecular Library Screening Center Network (MLSCN) was screened for the ability to inhibit interleukin-6 (IL-6)-induced pSTAT3 activation. For contractual reasons, the primary high-content screening (HCS) campaign was conducted over several months in 3 distinct phases; 1,068 (1.1%) primary HCS actives remained after cytotoxic or fluorescent outliers were eliminated. One thousand one hundred eighty-seven compounds were cherry-picked for confirmation; actives identified in the primary HCS and compounds selected by a structural similarity search of the remaining MLSCN library using hits identified in phases I and II of the screen. Actives were confirmed in pSTAT3 IC50 assays, and an IFNγ-induced pSTAT1 activation assay was used to prioritize selective inhibitors of STAT3 activation that would not inhibit STAT1 tumor suppressor functions. Two hundred three concentration-dependent inhibitors of IL-6-induced pSTAT3 activation were identified and 89 of these also produced IC50s against IFN-γ-induced pSTAT1 activation. Forty-nine compounds met our hit criteria: they reproducibly inhibited IL-6-induced pSTAT3 activation by ≥70% at 20 μM; their pSTAT3 activation IC50s were ≤25 μM; they were ≥2-fold selective for pSTAT3 inhibition over pSTAT1 inhibition; a cross target query of PubChem indicated that they were not biologically promiscuous; and they were ≥90% pure. Twenty-six chemically tractable hits that passed filters for nuisance compounds and had acceptable drug-like and ADME-Tox properties by computational evaluation were purchased for characterization. The hit structures were distributed among 5 clusters and 8 singletons. Twenty-four compounds inhibited IL-6-induced pSTAT3 activation with IC50s ≤20 μM and 13 were ≥3-fold selective versus inhibition of pSTAT1 activation. Eighteen hits inhibited the growth of HNSCC cell lines with average IC50s ≤ 20 μM. Four chemical series were progressed into lead optimization: the guanidinoquinazolines, the triazolothiadiazines, the amino alcohols, and an oxazole-piperazine singleton.
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Affiliation(s)
- Paul A Johnston
- 1 Department of Pharmaceutical Sciences, School of Pharmacy, University of Pittsburgh , Pittsburgh, Pennsylvania.,2 University of Pittsburgh Cancer Institute , Pittsburgh, Pennsylvania.,3 Pittsburgh Specialized Application Center, University of Pittsburgh Drug Discovery Institute , Pittsburgh, Pennsylvania
| | - Malabika Sen
- 4 Department of Otolaryngology, University of Pittsburgh , Pittsburgh, Pennsylvania
| | - Yun Hua
- 1 Department of Pharmaceutical Sciences, School of Pharmacy, University of Pittsburgh , Pittsburgh, Pennsylvania
| | - Daniel P Camarco
- 1 Department of Pharmaceutical Sciences, School of Pharmacy, University of Pittsburgh , Pittsburgh, Pennsylvania
| | - Tong Ying Shun
- 3 Pittsburgh Specialized Application Center, University of Pittsburgh Drug Discovery Institute , Pittsburgh, Pennsylvania
| | - John S Lazo
- 5 Departments of Pharmacology and Chemistry, University of Virginia , Charlottesville, Virginia
| | - Gabriela Mustata Wilson
- 6 University of Pittsburgh Chemical Diversity Center , Pittsburgh, Pennsylvania.,7 Department of Health Services and Health Administration, College of Nursing and Health Professions, University of Southern Indiana , Evansville, Indiana
| | - Lynn O Resnick
- 6 University of Pittsburgh Chemical Diversity Center , Pittsburgh, Pennsylvania
| | - Matthew G LaPorte
- 6 University of Pittsburgh Chemical Diversity Center , Pittsburgh, Pennsylvania
| | - Peter Wipf
- 1 Department of Pharmaceutical Sciences, School of Pharmacy, University of Pittsburgh , Pittsburgh, Pennsylvania.,2 University of Pittsburgh Cancer Institute , Pittsburgh, Pennsylvania.,6 University of Pittsburgh Chemical Diversity Center , Pittsburgh, Pennsylvania.,8 Department of Chemistry, University of Pittsburgh , Pittsburgh, Pennsylvania
| | - Donna M Huryn
- 1 Department of Pharmaceutical Sciences, School of Pharmacy, University of Pittsburgh , Pittsburgh, Pennsylvania.,6 University of Pittsburgh Chemical Diversity Center , Pittsburgh, Pennsylvania
| | - Jennifer R Grandis
- 9 Clinical and Translational Science Institute, Otolaryngology - Head and Neck Surgery, University of California , San Francisco, California
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8
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Vitellius G, Fagart J, Delemer B, Amazit L, Ramos N, Bouligand J, Le Billan F, Castinetti F, Guiochon-Mantel A, Trabado S, Lombès M. Three Novel Heterozygous Point Mutations ofNR3C1Causing Glucocorticoid Resistance. Hum Mutat 2016; 37:794-803. [DOI: 10.1002/humu.23008] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2016] [Accepted: 04/12/2016] [Indexed: 12/28/2022]
Affiliation(s)
- Géraldine Vitellius
- INSERM UMR S 1185, Fac Med Paris Sud, Univ. Paris Sud; Université Paris-Saclay; Le Kremlin Bicêtre F-94276 France
| | - Jérôme Fagart
- INSERM UMR S 1185, Fac Med Paris Sud, Univ. Paris Sud; Université Paris-Saclay; Le Kremlin Bicêtre F-94276 France
| | - Brigitte Delemer
- Service d'Endocrinologie; Hôpital Robert Debré; CHU Reims; Reims F-51100 France
| | - Larbi Amazit
- INSERM UMR S 1185, Fac Med Paris Sud, Univ. Paris Sud; Université Paris-Saclay; Le Kremlin Bicêtre F-94276 France
- INSERM UMS-32, Institut Biomédical de Bicêtre; Univ. Paris Sud; Université Paris-Saclay; Le Kremlin Bicêtre F-94275 France
| | - Nelly Ramos
- INSERM UMR S 1185, Fac Med Paris Sud, Univ. Paris Sud; Université Paris-Saclay; Le Kremlin Bicêtre F-94276 France
| | - Jérôme Bouligand
- INSERM UMR S 1185, Fac Med Paris Sud, Univ. Paris Sud; Université Paris-Saclay; Le Kremlin Bicêtre F-94276 France
- Service de Génétique Moléculaire; Pharmacogénétique et Hormonologie; Hôpitaux Universitaires Paris Sud; CHU Bicêtre F-94275 France
| | - Florian Le Billan
- INSERM UMR S 1185, Fac Med Paris Sud, Univ. Paris Sud; Université Paris-Saclay; Le Kremlin Bicêtre F-94276 France
| | - Frédéric Castinetti
- Service d'Endocrinologie; Hôpital de la Timone; CHU Marseille; Marseille F-13385 France
| | - Anne Guiochon-Mantel
- INSERM UMR S 1185, Fac Med Paris Sud, Univ. Paris Sud; Université Paris-Saclay; Le Kremlin Bicêtre F-94276 France
- Service de Génétique Moléculaire; Pharmacogénétique et Hormonologie; Hôpitaux Universitaires Paris Sud; CHU Bicêtre F-94275 France
| | - Séverine Trabado
- INSERM UMR S 1185, Fac Med Paris Sud, Univ. Paris Sud; Université Paris-Saclay; Le Kremlin Bicêtre F-94276 France
- Service de Génétique Moléculaire; Pharmacogénétique et Hormonologie; Hôpitaux Universitaires Paris Sud; CHU Bicêtre F-94275 France
| | - Marc Lombès
- INSERM UMR S 1185, Fac Med Paris Sud, Univ. Paris Sud; Université Paris-Saclay; Le Kremlin Bicêtre F-94276 France
- Service d'Endocrinologie et des Maladies de la Reproduction; Hôpitaux Universitaires Paris Sud; CHU Bicêtre; Le Kremlin Bicêtre F-94275 France
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9
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From Enzyme to Whole Blood: Sequential Screening Procedure for Identification and Evaluation of p38 MAPK Inhibitors. Methods Mol Biol 2016; 1360:123-48. [PMID: 26501907 DOI: 10.1007/978-1-4939-3073-9_10] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
p38 mitogen-activated protein kinase (MAPK) is a pivotal enzyme in the biosynthesis of pro-inflammatory cytokines like IL-1 and TNF. Therefore, the success of anti-cytokine therapy for treatment of inflammatory processes qualified p38-MAPK as a solid target in drug research concerning chronic inflammatory diseases including infectious vascular, neurobiological, and autoimmune disorders. However, the discovery of new kinase inhibitors is limited by the need for a high biological activity combined with restricted activity to the target enzyme or pathway interaction. As a consequence, no p38 MAPK inhibitor has been introduced to the market so far, although several p38 inhibitors have proceeded into clinical trials. The development of novel inhibitor types and optimization of already known structural classes of MAPK inhibitors require appropriate testing systems reaching across these crucial parameters. As a new approach, we describe the sequential arrangement of three testing systems custom-tailored to the requirements of drug discovery programs with focus on p38 inhibition. Integrated analysis of the obtained results enables a concerted step-by-step selection of tested molecules in order to screen a compound library for the most suitable inhibitor. First, evaluation of the inhibitor's activity on the isolated p38 MAPK enzyme via an ELISA assay gives a first idea about the inhibitory potency of the molecule. Moreover, structure-activity relationships can be elucidated when comparing molecules within inhibitor series. Second, screening in living cells via a p38 substrate-specific MK2-EGFP translocation assay supplies further information about efficacy, but provides also a first notion concerning selectivity and toxicity. Third, efficacy is evaluated more specifically in vivo in LPS-stimulated human whole blood with regard to in vivo parameters, e.g., pharmacokinetic characteristics like plasma protein binding and cellular permeability. These three testing systems complement one another synergistically by providing a high overlap and predictability. Clear advantages of all presented systems are their realizability in an academic environment as well as their applicability for high-throughput screenings on a larger scale.
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10
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Amazit L, Le Billan F, Kolkhof P, Lamribet K, Viengchareun S, Fay MR, Khan JA, Hillisch A, Lombès M, Rafestin-Oblin ME, Fagart J. Finerenone Impedes Aldosterone-dependent Nuclear Import of the Mineralocorticoid Receptor and Prevents Genomic Recruitment of Steroid Receptor Coactivator-1. J Biol Chem 2015. [PMID: 26203193 DOI: 10.1074/jbc.m115.657957] [Citation(s) in RCA: 102] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Aldosterone regulates sodium homeostasis by activating the mineralocorticoid receptor (MR), a member of the nuclear receptor superfamily. Hyperaldosteronism leads todeleterious effects on the kidney, blood vessels, and heart. Although steroidal antagonists such as spironolactone and eplerenone are clinically useful for the treatment of cardiovascular diseases, they are associated with several side effects. Finerenone, a novel nonsteroidal MR antagonist, is presently being evaluated in two clinical phase IIb trials. Here, we characterized the molecular mechanisms of action of finerenone and spironolactone at several key steps of the MR signaling pathway. Molecular modeling and mutagenesis approaches allowed identification of Ser-810 and Ala-773 as key residues for the high MR selectivity of finerenone. Moreover, we showed that, in contrast to spironolactone, which activates the S810L mutant MR responsible for a severe form of early onset hypertension, finerenone displays strict antagonistic properties. Aldosterone-dependent phosphorylation and degradation of MR are inhibited by both finerenone and spironolactone. However, automated quantification of MR subcellular distribution demonstrated that finerenone delays aldosterone-induced nuclear accumulation of MR more efficiently than spironolactone. Finally, chromatin immunoprecipitation assays revealed that, as opposed to spironolactone, finerenone inhibits MR, steroid receptor coactivator-1, and RNA polymerase II binding at the regulatory sequence of the SCNN1A gene and also remarkably reduces basal MR and steroid receptor coactivator-1 recruitment, unraveling a specific and unrecognized inactivating mechanism on MR signaling. Overall, our data demonstrate that the highly potent and selective MR antagonist finerenone specifically impairs several critical steps of the MR signaling pathway and therefore represents a promising new generation MR antagonist.
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Affiliation(s)
- Larbi Amazit
- From the INSERM, UMR-S 1185, Le Kremlin-Bicêtre F-94276, France, the Faculté de Médecine Paris-Sud, Université Paris-Sud, UMR-S 1185, Le Kremlin-Bicêtre F-94276, France, UMS 32, Institut Biomédical de Bicêtre, Le Kremlin-Bicêtre F-94276, France
| | - Florian Le Billan
- From the INSERM, UMR-S 1185, Le Kremlin-Bicêtre F-94276, France, the Faculté de Médecine Paris-Sud, Université Paris-Sud, UMR-S 1185, Le Kremlin-Bicêtre F-94276, France
| | | | - Khadija Lamribet
- From the INSERM, UMR-S 1185, Le Kremlin-Bicêtre F-94276, France, the Faculté de Médecine Paris-Sud, Université Paris-Sud, UMR-S 1185, Le Kremlin-Bicêtre F-94276, France
| | - Say Viengchareun
- From the INSERM, UMR-S 1185, Le Kremlin-Bicêtre F-94276, France, the Faculté de Médecine Paris-Sud, Université Paris-Sud, UMR-S 1185, Le Kremlin-Bicêtre F-94276, France
| | - Michel R Fay
- INSERM U773, Centre de Recherche Biomédicale Bichat-Beaujon, CRB3, 75890 Paris, France, and the Université Paris-Denis Diderot, Site Bichat, Paris, France
| | - Junaid A Khan
- From the INSERM, UMR-S 1185, Le Kremlin-Bicêtre F-94276, France, the Faculté de Médecine Paris-Sud, Université Paris-Sud, UMR-S 1185, Le Kremlin-Bicêtre F-94276, France
| | - Alexander Hillisch
- Medicinal Chemistry, Bayer Pharma AG, Global Drug Discovery, 42113 Wuppertal, Germany
| | - Marc Lombès
- From the INSERM, UMR-S 1185, Le Kremlin-Bicêtre F-94276, France, the Faculté de Médecine Paris-Sud, Université Paris-Sud, UMR-S 1185, Le Kremlin-Bicêtre F-94276, France
| | - Marie-Edith Rafestin-Oblin
- INSERM U773, Centre de Recherche Biomédicale Bichat-Beaujon, CRB3, 75890 Paris, France, and the Université Paris-Denis Diderot, Site Bichat, Paris, France
| | - Jérôme Fagart
- From the INSERM, UMR-S 1185, Le Kremlin-Bicêtre F-94276, France, the Faculté de Médecine Paris-Sud, Université Paris-Sud, UMR-S 1185, Le Kremlin-Bicêtre F-94276, France, INSERM U773, Centre de Recherche Biomédicale Bichat-Beaujon, CRB3, 75890 Paris, France, and the Université Paris-Denis Diderot, Site Bichat, Paris, France
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11
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Hua Y, Shun TY, Strock CJ, Johnston PA. High-content positional biosensor screening assay for compounds to prevent or disrupt androgen receptor and transcriptional intermediary factor 2 protein-protein interactions. Assay Drug Dev Technol 2015; 12:395-418. [PMID: 25181412 DOI: 10.1089/adt.2014.594] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
The androgen receptor-transcriptional intermediary factor 2 (AR-TIF2) positional protein-protein interaction (PPI) biosensor assay described herein combines physiologically relevant cell-based assays with the specificity of binding assays by incorporating structural information of AR and TIF2 functional domains along with intracellular targeting sequences and fluorescent reporters. Expression of the AR-red fluorescent protein (RFP) "prey" and TIF2-green fluorescent protein (GFP) "bait" components of the biosensor was directed by recombinant adenovirus constructs that expressed the ligand binding and activation function 2 surface domains of AR fused to RFP with nuclear localization and nuclear export sequences, and three α-helical LXXLL motifs from TIF2 fused to GFP and an HIV Rev nucleolar targeting sequence. In unstimulated cells, AR-RFP was localized predominantly to the cytoplasm and TIF2-GFP was localized to nucleoli. Dihydrotestosterone (DHT) treatment induced AR-RFP translocation into the nucleus where the PPIs between AR and TIF2 resulted in the colocalization of both biosensors within the nucleolus. We adapted the translocation enhanced image analysis module to quantify the colocalization of the AR-RFP and TIF2-GFP biosensors in images acquired on the ImageXpress platform. DHT induced a concentration-dependent AR-TIF2 colocalization and produced a characteristic condensed punctate AR-RFP PPI nucleolar distribution pattern. The heat-shock protein 90 inhibitor 17-N-allylamino-17-demethoxygeldanamycin (17-AAG) and antiandrogens flutamide and bicalutamide inhibited DHT-induced AR-TIF2 PPI formation with 50% inhibition concentrations (IC50s) of 88.5±12.5 nM, 7.6±2.4 μM, and 1.6±0.4 μM, respectively. Images of the AR-RFP distribution phenotype allowed us to distinguish between 17-AAG and flutamide, which prevented AR translocation, and bicalutamide, which blocked AR-TIF2 PPIs. We screened the Library of Pharmacologically Active Compounds (LOPAC) set for compounds that inhibited AR-TIF2 PPI formation or disrupted preexisting complexes. Eleven modulators of steroid family nuclear receptors (NRs) and 6 non-NR ligands inhibited AR-TIF2 PPI formation, and 10 disrupted preexisting complexes. The hits appear to be either AR antagonists or nonspecific inhibitors of NR activation and trafficking. Given that the LOPAC set represents such a small and restricted biological and chemical diversity, it is anticipated that screening a much larger and more diverse compound library will be required to find AR-TIF2 PPI inhibitors/disruptors. The AR-TIF2 protein-protein interaction biosensor (PPIB) approach offers significant promise for identifying molecules with potential to modulate AR transcriptional activity in a cell-specific manner that is distinct from the existing antiandrogen drugs that target AR binding or production. Small molecules that disrupt AR signaling at the level of AR-TIF2 PPIs may also overcome the development of resistance and progression to castration-resistant prostate cancer.
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Affiliation(s)
- Yun Hua
- 1 Department of Pharmaceutical Sciences, School of Pharmacy, University of Pittsburgh , Pittsburgh, Pennsylvania
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12
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Liu Y, Batchuluun B, Ho L, Zhu D, Prentice KJ, Bhattacharjee A, Zhang M, Pourasgari F, Hardy AB, Taylor KM, Gaisano H, Dai FF, Wheeler MB. Characterization of Zinc Influx Transporters (ZIPs) in Pancreatic β Cells: ROLES IN REGULATING CYTOSOLIC ZINC HOMEOSTASIS AND INSULIN SECRETION. J Biol Chem 2015; 290:18757-69. [PMID: 25969539 PMCID: PMC4513131 DOI: 10.1074/jbc.m115.640524] [Citation(s) in RCA: 55] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2015] [Indexed: 12/12/2022] Open
Abstract
Zinc plays an essential role in the regulation of pancreatic β cell function, affecting important processes including insulin biosynthesis, glucose-stimulated insulin secretion, and cell viability. Mutations in the zinc efflux transport protein ZnT8 have been linked with both type 1 and type 2 diabetes, further supporting an important role for zinc in glucose homeostasis. However, very little is known about how cytosolic zinc is controlled by zinc influx transporters (ZIPs). In this study, we examined the β cell and islet ZIP transcriptome and show consistent high expression of ZIP6 (Slc39a6) and ZIP7 (Slc39a7) genes across human and mouse islets and MIN6 β cells. Modulation of ZIP6 and ZIP7 expression significantly altered cytosolic zinc influx in pancreatic β cells, indicating an important role for ZIP6 and ZIP7 in regulating cellular zinc homeostasis. Functionally, this dysregulated cytosolic zinc homeostasis led to impaired insulin secretion. In parallel studies, we identified both ZIP6 and ZIP7 as potential interacting proteins with GLP-1R by a membrane yeast two-hybrid assay. Knock-down of ZIP6 but not ZIP7 in MIN6 β cells impaired the protective effects of GLP-1 on fatty acid-induced cell apoptosis, possibly via reduced activation of the p-ERK pathway. Therefore, our data suggest that ZIP6 and ZIP7 function as two important zinc influx transporters to regulate cytosolic zinc concentrations and insulin secretion in β cells. In particular, ZIP6 is also capable of directly interacting with GLP-1R to facilitate the protective effect of GLP-1 on β cell survival.
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Affiliation(s)
- Ying Liu
- From the Department of Physiology, University of Toronto, Toronto, Ontario M5S 1A8, Canada and
| | - Battsetseg Batchuluun
- From the Department of Physiology, University of Toronto, Toronto, Ontario M5S 1A8, Canada and
| | - Louisa Ho
- From the Department of Physiology, University of Toronto, Toronto, Ontario M5S 1A8, Canada and
| | - Dan Zhu
- From the Department of Physiology, University of Toronto, Toronto, Ontario M5S 1A8, Canada and
| | - Kacey J Prentice
- From the Department of Physiology, University of Toronto, Toronto, Ontario M5S 1A8, Canada and
| | - Alpana Bhattacharjee
- From the Department of Physiology, University of Toronto, Toronto, Ontario M5S 1A8, Canada and
| | - Ming Zhang
- From the Department of Physiology, University of Toronto, Toronto, Ontario M5S 1A8, Canada and
| | - Farzaneh Pourasgari
- From the Department of Physiology, University of Toronto, Toronto, Ontario M5S 1A8, Canada and
| | - Alexandre B Hardy
- From the Department of Physiology, University of Toronto, Toronto, Ontario M5S 1A8, Canada and
| | - Kathryn M Taylor
- the Breast Cancer Molecular Pharmacology Unit, School of Pharmacy and Pharmaceutical Sciences, Cardiff University, Redwood Building, King Edward VIIth Avenue, Cardiff CF10 3NB United Kingdom
| | - Herbert Gaisano
- From the Department of Physiology, University of Toronto, Toronto, Ontario M5S 1A8, Canada and
| | - Feihan F Dai
- From the Department of Physiology, University of Toronto, Toronto, Ontario M5S 1A8, Canada and
| | - Michael B Wheeler
- From the Department of Physiology, University of Toronto, Toronto, Ontario M5S 1A8, Canada and
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13
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Hua Y, Strock CJ, Johnston PA. High content screening biosensor assay to identify disruptors of p53-hDM2 protein-protein interactions. Methods Mol Biol 2015; 1278:555-565. [PMID: 25859976 DOI: 10.1007/978-1-4939-2425-7_37] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
This chapter describes the implementation of the p53-hDM2 protein-protein interaction (PPI) biosensor (PPIB) HCS assay to identify disruptors of p53-hDM2 PPIs. Recombinant adenovirus expression constructs were generated bearing the individual p53-GFP and hDM2-RFP PPI partners. The N-terminal p53 transactivating domain that contains the binding site for hDM2 is expressed as a GFP fusion protein that is targeted and anchored in the nucleolus of infected cells by a nuclear localization (NLS) sequence. The p53-GFP biosensor is localized to the nucleolus to enhance and facilitate the image acquisition and analysis of the PPIs. The N-terminus of hDM2 encodes the domain for binding to the transactivating domain of p53, and is expressed as a RFP fusion protein that includes both an NLS and a nuclear export sequence (NES). In U-2 OS cells co-infected with both adenovirus constructs, the binding interactions between hDM2 and p53 result in both biosensors becoming co-localized within the nucleolus. Upon disruption of the p53-hDM2 PPIs, the p53-GFP biosensor remains in the nucleolus while the shuttling hDM2-RFP biosensor redistributes into the cytoplasm. p53-hDM2 PPIs are measured by acquiring fluorescent images of cells co-infected with both adenovirus biosensors on an automated HCS imaging platform and using an image analysis algorithm to quantify the relative distribution of the hDM2-RFP shuttling component of the biosensor between the cytoplasm and nuclear regions of compound treated cells.
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Affiliation(s)
- Yun Hua
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Pittsburgh, Room 1014 Salk Hall, 3501 Terrace Street, Pittsburgh, PA, 15261, USA
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14
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Anton R, Bauer SM, Keck PRWEF, Laufer S, Rothbauer U. A p38 substrate-specific MK2-EGFP translocation assay for identification and validation of new p38 inhibitors in living cells: a comprising alternative for acquisition of cellular p38 inhibition data. PLoS One 2014; 9:e95641. [PMID: 24743242 PMCID: PMC3990705 DOI: 10.1371/journal.pone.0095641] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2014] [Accepted: 03/27/2014] [Indexed: 11/19/2022] Open
Abstract
The fundamental role of p38 mitogen-activated protein kinases (MAPKs) in inflammation underlines their importance as therapeutic targets for various inflammatory medical conditions, including infectious, vascular, neurobiological and autoimmune disease. Although decades of research have yielded several p38 inhibitors, most clinical trials have failed, due to lack of selectivity and efficacy in vivo. This underlines the continuous need to screen for novel structures and chemotypes of p38 inhibitors. Here we report an optimized MK2-EGFP translocation assay in a semi-automated image based High Content Analysis (HCA) system to screen a combinatorial library of 3362 proprietary compounds with extensive variations of chemotypes. By determining the levels of redistribution of MK2-EGFP upon activation of the Rac/p38 pathway in combination with compound treatment, new candidates were identified, which modulate p38 activity in living cells. Based on integrated analysis of TNFα release from human whole blood, biochemical kinase activity assays and JNK3 selectivity testing, we show that this cell based assay reveals a high overlap and predictability for cellular efficacy, selectivity and potency of tested compounds. As a result we disclose a new comprehensive short-list of subtype inhibitors which are functional in the low nanomolar range and might provide the basis for further lead-optimization. In accordance to previous reports, we demonstrate that the MK2-EGFP translocation assay is a suitable primary screening approach for p38-MAPK drug development and provide an attractive labor- and cost saving alternative to other cell based methods including determination of cytokine release from hPBMCs or whole blood.
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Affiliation(s)
- Roman Anton
- NMI Natural and Medical Sciences Institute at the University of Tuebingen, Reutlingen, Germany; Pharmaceutical Biotechnology, University of Tuebingen, Tuebingen, Germany
| | - Silke M Bauer
- Institute of Pharmacy, University of Tuebingen, Tuebingen, Germany
| | | | - Stefan Laufer
- Institute of Pharmacy, University of Tuebingen, Tuebingen, Germany
| | - Ulrich Rothbauer
- NMI Natural and Medical Sciences Institute at the University of Tuebingen, Reutlingen, Germany; Pharmaceutical Biotechnology, University of Tuebingen, Tuebingen, Germany
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15
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Johnston PA, Sen M, Hua Y, Camarco D, Shun TY, Lazo JS, Grandis JR. High-content pSTAT3/1 imaging assays to screen for selective inhibitors of STAT3 pathway activation in head and neck cancer cell lines. Assay Drug Dev Technol 2014; 12:55-79. [PMID: 24127660 PMCID: PMC3934522 DOI: 10.1089/adt.2013.524] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
The oncogenic transcription factor signal transducer and activator of transcription 3 (STAT3) is hyperactivated in most cancers and represents a plausible therapeutic target. In the absence of STAT3-selective small-molecule inhibitors, we sought to develop pSTAT3/1 high-content imaging (HCS) assays to screen for selective inhibitors of STAT3 pathway activation in head and neck squamous cell carcinomas (HNSCC) tumor cell lines. Based on the expression of the interleukin-6 (IL-6)Rα and gp130 subunits of the IL-6 receptor complex and STAT3, we selected the Cal33 HNSCC cell line as our model. After developing image acquisition and analysis procedures, we rigorously investigated the cytokine activation responses to optimize the dynamic ranges of both assays and demonstrated that the pan-Janus kinase inhibitor pyridone 6 nonselectively inhibited pSTAT3 and pSTAT1 activation with 50% inhibition concentrations of 7.19 ± 4.08 and 16.38 ± 8.45 nM, respectively. The optimized pSTAT3 HCS assay performed very well in a pilot screen of 1,726 compounds from the Library of Pharmacologically Active Compounds and the National Institutes of Health clinical collection sets, and we identified 51 inhibitors of IL-6-induced pSTAT3 activation. However, only three of the primary HCS actives selectively inhibited STAT3 compared with STAT1. Our follow-up studies indicated that the nonselective inhibition of cytokine induced pSTAT3 and pSTAT1 activation by G-alpha stimulatory subunit-coupled G-protein-coupled receptor agonists, and forskolin was likely due to cyclic adenosine monophosphate-mediated up-regulation of suppressors of cytokine signaling 3. Azelastine, an H1 receptor antagonist approved for the treatment of seasonal allergic rhinitis, nonallergic vasomotor rhinitis, and ocular conjunctivitis, was subsequently confirmed as a selective inhibitor of IL-6-induced pSTAT3 activation that also reduced the growth of HNSCC cell lines. These data illustrate the power of a chemical biology approach to lead generation that utilizes fully developed and optimized HCS assays as phenotypic screens to interrogate specific signaling pathways.
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Affiliation(s)
- Paul A. Johnston
- Department of Pharmaceutical Sciences, University of Pittsburgh, Pittsburgh, Pennsylvania
- Department of University of Pittsburgh Cancer Institute, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Malabika Sen
- Department of Otolaryngology, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Yun Hua
- Department of Pharmaceutical Sciences, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Daniel Camarco
- Department of Pharmaceutical Sciences, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Tong Ying Shun
- Department of Drug Discovery Institute, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - John S. Lazo
- Department of Pharmacology, University of Virginia, Charlottesville, Virginia
- Department of Chemistry, University of Virginia, Charlottesville, Virginia
| | - Jennifer R. Grandis
- Department of University of Pittsburgh Cancer Institute, University of Pittsburgh, Pittsburgh, Pennsylvania
- Department of Otolaryngology, University of Pittsburgh, Pittsburgh, Pennsylvania
- Department of Pharmacology and Chemical Biology, University of Pittsburgh, Pittsburgh, Pennsylvania
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16
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Leung CK, Wang Y, Malany S, Deonarine A, Nguyen K, Vasile S, Choe KP. An ultra high-throughput, whole-animal screen for small molecule modulators of a specific genetic pathway in Caenorhabditis elegans. PLoS One 2013; 8:e62166. [PMID: 23637990 PMCID: PMC3639262 DOI: 10.1371/journal.pone.0062166] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2013] [Accepted: 03/18/2013] [Indexed: 01/05/2023] Open
Abstract
High-throughput screening (HTS) is a powerful approach to drug discovery, but many lead compounds are found to be unsuitable for use in vivo after initial screening. Screening in small animals like C. elegans can help avoid these problems, but this system has been limited to screens with low-throughput or no specific molecular target. We report the first in vivo 1536-well plate assay for a specific genetic pathway in C. elegans. Our assay measures induction of a gene regulated by SKN-1, a master regulator of detoxification genes. SKN-1 inhibitors will be used to study and potentially reverse multidrug resistance in parasitic nematodes. Screens of two small commercial libraries and the full Molecular Libraries Small Molecule Repository (MLSMR) of ∼364,000 compounds validate our platform for ultra HTS. Our platform overcomes current limitations of many whole-animal screens and can be widely adopted for other inducible genetic pathways in nematodes and humans.
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Affiliation(s)
- Chi K. Leung
- Department of Biology and Genetics Institute, University of Florida, Gainesville, Florida, United States of America
| | - Ying Wang
- Department of Biology and Genetics Institute, University of Florida, Gainesville, Florida, United States of America
| | - Siobhan Malany
- Sanford-Burnham Medical Research Institute at Lake Nona, Orlando, Florida, United States of America
| | - Andrew Deonarine
- Department of Biology and Genetics Institute, University of Florida, Gainesville, Florida, United States of America
| | - Kevin Nguyen
- Sanford-Burnham Medical Research Institute at Lake Nona, Orlando, Florida, United States of America
| | - Stefan Vasile
- Sanford-Burnham Medical Research Institute at Lake Nona, Orlando, Florida, United States of America
| | - Keith P. Choe
- Department of Biology and Genetics Institute, University of Florida, Gainesville, Florida, United States of America
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17
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Johnston PA, Shinde SN, Hua Y, Shun TY, Lazo JS, Day BW. Development and validation of a high-content screening assay to identify inhibitors of cytoplasmic dynein-mediated transport of glucocorticoid receptor to the nucleus. Assay Drug Dev Technol 2012; 10:432-56. [PMID: 22830992 DOI: 10.1089/adt.2012.456] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Rapid ligand-induced trafficking of glucocorticoid nuclear hormone receptor (GR) from the cytoplasm to the nucleus is an extensively studied model for intracellular retrograde cargo transport employed in constructive morphogenesis and many other cellular functions. Unfortunately, potent and selective small-molecule disruptors of this process are lacking, which has restricted pharmacological investigations. We describe here the development and validation of a 384-well high-content screening (HCS) assay to identify inhibitors of the rapid ligand-induced retrograde translocation of cytoplasmic glucocorticoid nuclear hormone receptor green fluorescent fusion protein (GR-GFP) into the nuclei of 3617.4 mouse mammary adenocarcinoma cells. We selected 3617.4 cells, because they express GR-GFP under the control of a tetracycline (Tet)-repressible promoter and are exceptionally amenable to image acquisition and analysis procedures. Initially, we investigated the time-dependent expression of GR-GFP in 3617.4 cells under Tet-on and Tet-off control to determine the optimal conditions to measure dexamethasone (Dex)-induced GR-GFP nuclear translocation on the ArrayScan-VTI automated imaging platform. We then miniaturized the assay into a 384-well format and validated the performance of the GR-GFP nuclear translocation HCS assay in our 3-day assay signal window and dimethylsulfoxide validation tests. The molecular chaperone heat shock protein 90 (Hsp90) plays an essential role in the regulation of GR steroid binding affinity and ligand-induced retrograde trafficking to the nucleus. We verified that the GR-GFP HCS assay captured the concentration-dependent inhibition of GR-GFP nuclear translocation by 17-AAG, a benzoquinone ansamycin that selectively blocks the binding and hydrolysis of ATP by Hsp90. We screened the 1280 compound library of pharmacologically active compounds set in the Dex-induced GR-GFP nuclear translocation assay and used the multi-parameter HCS data to eliminate cytotoxic compounds and fluorescent outliers. We identified five qualified hits that inhibited the rapid retrograde trafficking of GR-GFP in a concentration-dependent manner: Bay 11-7085, 4-phenyl-3-furoxancarbonitrile, parthenolide, apomorphine, and 6-nitroso-1,2-benzopyrone. The data presented here demonstrate that the GR-GFP HCS assay provides an effective phenotypic screen and support the proposition that screening a larger library of diversity compounds will yield novel small-molecule probes that will enable the further exploration of intracellular retrograde transport of cargo along microtubules, a process which is essential to the morphogenesis and function of all cells.
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Affiliation(s)
- Paul A Johnston
- School of Medicine, University of Pittsburgh Drug Discovery Institute, Pittsburgh, Pennsylvania, USA
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18
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Using Caenorhabditis elegans to study serpinopathies. Methods Enzymol 2011. [PMID: 21683258 DOI: 10.1016/b978-0-12-386471-0.00013-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register]
Abstract
Protein misfolding, polymerization, and/or aggregation are hallmarks of serpinopathies and many other human genetic disorders including Alzheimer's, Huntington's, and Parkinson's disease. While higher organism models have helped shape our understanding of these diseases, simpler model systems, like Caenorhabditis elegans, offer great versatility for elucidating complex genetic mechanisms underlying these diseases. Moreover, recent advances in automated high-throughput methodologies have promoted C. elegans as a useful tool for drug discovery. In this chapter, we describe how one could model serpinopathies in C. elegans and how one could exploit this model to identify small molecule compounds that can be developed into effective therapeutic drugs.
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19
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Dudgeon DD, Shinde SN, Shun TY, Lazo JS, Strock CJ, Giuliano KA, Taylor DL, Johnston PA, Johnston PA. Characterization and optimization of a novel protein-protein interaction biosensor high-content screening assay to identify disruptors of the interactions between p53 and hDM2. Assay Drug Dev Technol 2010; 8:437-58. [PMID: 20662736 DOI: 10.1089/adt.2010.0281] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022] Open
Abstract
We present here the characterization and optimization of a novel imaging-based positional biosensor high-content screening (HCS) assay to identify disruptors of p53-hDM2 protein-protein interactions (PPIs). The chimeric proteins of the biosensor incorporated the N-terminal PPI domains of p53 and hDM2, protein targeting sequences (nuclear localization and nuclear export sequence), and fluorescent reporters, which when expressed in cells could be used to monitor p53-hDM2 PPIs through changes in the subcellular localization of the hDM2 component of the biosensor. Coinfection with the recombinant adenovirus biosensors was used to express the NH-terminal domains of p53 and hDM2, fused to green fluorescent protein and red fluorescent protein, respectively, in U-2 OS cells. We validated the p53-hDM2 PPI biosensor (PPIB) HCS assay with Nutlin-3, a compound that occupies the hydrophobic pocket on the surface of the N-terminus of hDM2 and blocks the binding interactions with the N-terminus of p53. Nutlin-3 disrupted the p53-hDM2 PPIB in a concentration-dependent manner and provided a robust, reproducible, and stable assay signal window that was compatible with HCS. The p53-hDM2 PPIB assay was readily implemented in HCS and we identified four (4) compounds in the 1,280-compound Library of Pharmacologically Active Compounds that activated the p53 signaling pathway and elicited biosensor signals that were clearly distinct from the responses of inactive compounds. Anthracycline (topoisomerase II inhibitors such as mitoxantrone and ellipticine) and camptothecin (topoisomerase I inhibitor) derivatives including topotecan induce DNA double strand breaks, which activate the p53 pathway through the ataxia telangiectasia mutated-checkpoint kinase 2 (ATM-CHK2) DNA damage response pathway. Although mitoxantrone, ellipticine, camptothecin, and topotecan all exhibited concentration-dependent disruption of the p53-hDM2 PPIB, they were much less potent than Nutlin-3. Further, their corresponding cellular images and quantitative HCS data did not completely match the Nutlin-3 phenotypic profile.
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Affiliation(s)
- Drew D Dudgeon
- Drug Discovery Institute, School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania 15260, USA
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20
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Gosai SJ, Kwak JH, Luke CJ, Long OS, King DE, Kovatch KJ, Johnston PA, Shun TY, Lazo JS, Perlmutter DH, Silverman GA, Pak SC. Automated high-content live animal drug screening using C. elegans expressing the aggregation prone serpin α1-antitrypsin Z. PLoS One 2010; 5:e15460. [PMID: 21103396 PMCID: PMC2980495 DOI: 10.1371/journal.pone.0015460] [Citation(s) in RCA: 134] [Impact Index Per Article: 9.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2010] [Accepted: 09/29/2010] [Indexed: 01/13/2023] Open
Abstract
The development of preclinical models amenable to live animal bioactive compound screening is an attractive approach to discovering effective pharmacological therapies for disorders caused by misfolded and aggregation-prone proteins. In general, however, live animal drug screening is labor and resource intensive, and has been hampered by the lack of robust assay designs and high throughput work-flows. Based on their small size, tissue transparency and ease of cultivation, the use of C. elegans should obviate many of the technical impediments associated with live animal drug screening. Moreover, their genetic tractability and accomplished record for providing insights into the molecular and cellular basis of human disease, should make C. elegans an ideal model system for in vivo drug discovery campaigns. The goal of this study was to determine whether C. elegans could be adapted to high-throughput and high-content drug screening strategies analogous to those developed for cell-based systems. Using transgenic animals expressing fluorescently-tagged proteins, we first developed a high-quality, high-throughput work-flow utilizing an automated fluorescence microscopy platform with integrated image acquisition and data analysis modules to qualitatively assess different biological processes including, growth, tissue development, cell viability and autophagy. We next adapted this technology to conduct a small molecule screen and identified compounds that altered the intracellular accumulation of the human aggregation prone mutant that causes liver disease in α1-antitrypsin deficiency. This study provides powerful validation for advancement in preclinical drug discovery campaigns by screening live C. elegans modeling α1-antitrypsin deficiency and other complex disease phenotypes on high-content imaging platforms.
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Affiliation(s)
- Sager J. Gosai
- Department of Pediatrics, Cell Biology and Physiology, University of Pittsburgh School of Medicine, Children's Hospital of Pittsburgh of UPMC and Magee-Womens Hospital Research Institute, Pittsburgh, Pennsylvania, United States of America
| | - Joon Hyeok Kwak
- Department of Pediatrics, Cell Biology and Physiology, University of Pittsburgh School of Medicine, Children's Hospital of Pittsburgh of UPMC and Magee-Womens Hospital Research Institute, Pittsburgh, Pennsylvania, United States of America
| | - Cliff J. Luke
- Department of Pediatrics, Cell Biology and Physiology, University of Pittsburgh School of Medicine, Children's Hospital of Pittsburgh of UPMC and Magee-Womens Hospital Research Institute, Pittsburgh, Pennsylvania, United States of America
| | - Olivia S. Long
- Department of Pediatrics, Cell Biology and Physiology, University of Pittsburgh School of Medicine, Children's Hospital of Pittsburgh of UPMC and Magee-Womens Hospital Research Institute, Pittsburgh, Pennsylvania, United States of America
| | - Dale E. King
- Department of Pediatrics, Cell Biology and Physiology, University of Pittsburgh School of Medicine, Children's Hospital of Pittsburgh of UPMC and Magee-Womens Hospital Research Institute, Pittsburgh, Pennsylvania, United States of America
| | - Kevin J. Kovatch
- Department of Pediatrics, Cell Biology and Physiology, University of Pittsburgh School of Medicine, Children's Hospital of Pittsburgh of UPMC and Magee-Womens Hospital Research Institute, Pittsburgh, Pennsylvania, United States of America
| | - Paul A. Johnston
- Department of Pharmacology and Chemical Biology, University of Pittsburgh Drug Discovery Institute, University of Pittsburgh, Pennsylvania, United States of America
| | - Tong Ying Shun
- Department of Pharmacology and Chemical Biology, University of Pittsburgh Drug Discovery Institute, University of Pittsburgh, Pennsylvania, United States of America
| | - John S. Lazo
- Department of Pharmacology and Chemical Biology, University of Pittsburgh Drug Discovery Institute, University of Pittsburgh, Pennsylvania, United States of America
| | - David H. Perlmutter
- Department of Pediatrics, Cell Biology and Physiology, University of Pittsburgh School of Medicine, Children's Hospital of Pittsburgh of UPMC and Magee-Womens Hospital Research Institute, Pittsburgh, Pennsylvania, United States of America
| | - Gary A. Silverman
- Department of Pediatrics, Cell Biology and Physiology, University of Pittsburgh School of Medicine, Children's Hospital of Pittsburgh of UPMC and Magee-Womens Hospital Research Institute, Pittsburgh, Pennsylvania, United States of America
- * E-mail: (GAS); (SCP)
| | - Stephen C. Pak
- Department of Pediatrics, Cell Biology and Physiology, University of Pittsburgh School of Medicine, Children's Hospital of Pittsburgh of UPMC and Magee-Womens Hospital Research Institute, Pittsburgh, Pennsylvania, United States of America
- * E-mail: (GAS); (SCP)
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21
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Banerjee P, Franz B, Bhunia AK. Mammalian cell-based sensor system. ADVANCES IN BIOCHEMICAL ENGINEERING/BIOTECHNOLOGY 2010; 117:21-55. [PMID: 20091291 DOI: 10.1007/10_2009_21] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
Use of living cells or cellular components in biosensors is receiving increased attention and opens a whole new area of functional diagnostics. The term "mammalian cell-based biosensor" is designated to biosensors utilizing mammalian cells as the biorecognition element. Cell-based assays, such as high-throughput screening (HTS) or cytotoxicity testing, have already emerged as dependable and promising approaches to measure the functionality or toxicity of a compound (in case of HTS); or to probe the presence of pathogenic or toxigenic entities in clinical, environmental, or food samples. External stimuli or changes in cellular microenvironment sometimes perturb the "normal" physiological activities of mammalian cells, thus allowing CBBs to screen, monitor, and measure the analyte-induced changes. The advantage of CBBs is that they can report the presence or absence of active components, such as live pathogens or active toxins. In some cases, mammalian cells or plasma membranes are used as electrical capacitors and cell-cell and cell-substrate contact is measured via conductivity or electrical impedance. In addition, cytopathogenicity or cytotoxicity induced by pathogens or toxins resulting in apoptosis or necrosis could be measured via optical devices using fluorescence or luminescence. This chapter focuses mainly on the type and applications of different mammalian cell-based sensor systems.
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Affiliation(s)
- Pratik Banerjee
- Laboratory of Food Microbiology & Immunochemistry, Department of Food & Animal Sciences, Alabama A&M University, Normal, AL, 35762, USA
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22
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Gasparri F. An overview of cell phenotypes in HCS: limitations and advantages. Expert Opin Drug Discov 2009; 4:643-57. [DOI: 10.1517/17460440902992870] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
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Trask OJ, Nickischer D, Burton A, Williams RG, Kandasamy RA, Johnston PA, Johnston PA. High-throughput automated confocal microscopy imaging screen of a kinase-focused library to identify p38 mitogen-activated protein kinase inhibitors using the GE InCell 3000 analyzer. Methods Mol Biol 2009; 565:159-186. [PMID: 19551362 DOI: 10.1007/978-1-60327-258-2_8] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
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.
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Affiliation(s)
- O Joseph Trask
- Cellular Imaging Technologies, Duke University Center for Drug Discovery, Durham, NC, USA
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Bhadriraju K, Elliott JT, Nguyen M, Plant AL. Quantifying myosin light chain phosphorylation in single adherent cells with automated fluorescence microscopy. BMC Cell Biol 2007; 8:43. [PMID: 17941977 PMCID: PMC2213650 DOI: 10.1186/1471-2121-8-43] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2007] [Accepted: 10/17/2007] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND In anchorage dependent cells, myosin generated contractile forces affect events closely associated with adhesion such as the formation of stress fibers and focal adhesions, and temporally distal events such as entry of the cell into S-phase. As occurs in many signaling pathways, a phosphorylation reaction (in this case, phosphorylation of myosin light chain) is directly responsible for cell response. Western blotting has been useful in measuring intracellular phosphorylation events, but cells are lysed in the process of sample preparation for western blotting, and spatial information such as morphology, localization of the phosphorylated species, and the distribution of individual cell responses across the population is lost. We report here a reliable automated microscopy method for quantitative measurement of myosin light chain phosphorylation in adherent cells. This method allows us to concurrently examine cell morphology, cell-cell contact, and myosin light chain diphosphorylation in vascular smooth muscle cells. RESULTS Paraformaldehyde fixation and Triton X-100 permeabilization preserved cell morphology and myosin light chain phosphorylation better than the alternative fixation/permeabilization methods tested. We utilized automated microscopy methods to acquire three color images, determine cell spread area, and quantify the intensity of staining within each cell with anti-phospho-MLC antibody. Our results indicate that A10 rat aortic smooth muscle cells exhibit a re producible non-Gaussian distribution of MLC phosphorylation across a population of unsynchronized genetically identical cells. Adding an inhibitor of Rho kinase, Y27632, or plating cells on a low density of fibronectin, reduced phospho-myosin light chain signal as expected. On the other hand, adding calyculin A, an activator of contractility, increased myosin light chain phosphorylation. The IC50 for myosin light chain phosphorylation using Y27632 was determined to be 2.1 +/- 0.6 micrometers. We observed a positive linear relationship between cell area and myosin light chain diphosphorylation, which is consistent with what has been reported in the literature using other methods. CONCLUSION Our results show that using proper specimen fixation techniques and background subtraction methods, imaging cytometry can be used to reliably measure relative myosin light chain phosphorylation in individual adherent cells. Importantly, the ability to make this measurement in adherent cells allows for simultaneous measurement of and correlation with other parameters of cellular topography such as morphology and cell-cell proximity. This assay has potential application in screening for drug development.
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Korn K, Krausz E. Cell-based high-content screening of small-molecule libraries. Curr Opin Chem Biol 2007; 11:503-10. [PMID: 17931958 DOI: 10.1016/j.cbpa.2007.08.030] [Citation(s) in RCA: 93] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2007] [Revised: 08/20/2007] [Accepted: 08/27/2007] [Indexed: 01/23/2023]
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Affiliation(s)
- Paul A Johnston
- Department of Pharmacology, University of Pittsburgh Drug Discovery Institute, School of Medicine, Pittsburgh, PA, USA
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Borchert KM, Sells Galvin RJ, Hale LV, Trask OJ, Nickischer DR, Houck KA. Screening for Activators of the Wingless Type/Frizzled Pathway by Automated Fluorescent Microscopy. Methods Enzymol 2006; 414:140-50. [PMID: 17110191 DOI: 10.1016/s0076-6879(06)14009-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/12/2023]
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.
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Affiliation(s)
- Kristen M Borchert
- Becton-Dickinson Technologies, Research Triangle Park, North Carolina, USA
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Nickischer D, Laethem C, Trask OJ, Williams RG, Kandasamy R, Johnston PA, Johnston PA. Development and implementation of three mitogen-activated protein kinase (MAPK) signaling pathway imaging assays to provide MAPK module selectivity profiling for kinase inhibitors: MK2-EGFP translocation, c-Jun, and ERK activation. Methods Enzymol 2006; 414:389-418. [PMID: 17110204 DOI: 10.1016/s0076-6879(06)14022-7] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
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.
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Affiliation(s)
- Debra Nickischer
- Sphinx RTP Laboratories, Eli Lilly and Company, Research Triangle Park, NC, USA
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Auld DS, Johnson RL, Zhang YQ, Veith H, Jadhav A, Yasgar A, Simeonov A, Zheng W, Martinez ED, Westwick JK, Austin CP, Inglese J. Fluorescent protein-based cellular assays analyzed by laser-scanning microplate cytometry in 1536-well plate format. Methods Enzymol 2006; 414:566-89. [PMID: 17110211 DOI: 10.1016/s0076-6879(06)14029-x] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
Microtiter plate readers have evolved from photomultiplier and charged-coupled device-based readers, where a population-averaged signal is detected from each well, to microscope-based imaging systems, where cellular characteristics from individual cells are measured. For these systems, speed and ease of data analysis are inversely proportional to the amount of data collected from each well. Microplate laser cytometry is a technology compatible with a 1536-well plate format and capable of population distribution analysis. Microplate cytometers such as the Acumen Explorer can monitor up to four fluorescent signals from single objects in microtiter plates with densities as high as 1536 wells. These instruments can measure changes in fluorescent protein expression, cell shape, or simple cellular redistribution events such as cytoplasmic to nuclear translocation. To develop high-throughput screening applications using laser-scanning microplate cytometry, we used green fluorescent protein- and yellow fluorescent protein-expressing cell lines designed to measure diverse biological functions such as nuclear translocation, epigenetic signaling, and G protein-coupled receptor activation. This chapter illustrates the application of microplate laser cytometry to these assays in a manner that is suitable for screening large compound collections in high throughput.
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Affiliation(s)
- Douglas S Auld
- NIH Chemical Genomics Center, National Institutes of Health, Bethesda, MD 20892, USA
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Trask OJ, Baker A, Williams RG, Nickischer D, Kandasamy R, Laethem C, Johnston PA, Johnston PA. Assay Development and Case History of a 32K‐Biased Library High‐Content MK2‐EGFP Translocation Screen to Identify p38 Mitogen‐Activated Protein Kinase Inhibitors on the ArrayScan 3.1 Imaging Platform. Methods Enzymol 2006; 414:419-39. [PMID: 17110205 DOI: 10.1016/s0076-6879(06)14023-9] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/16/2023]
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.
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Affiliation(s)
- Oscar J Trask
- Sphinx RTP Laboratories, Eli Lilly and Company, Research Triangle Park, NC, USA
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