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1.
Nat Chem Biol ; 10(8): 623-5, 2014 Aug.
Article in English | MEDLINE | ID: mdl-24929529

ABSTRACT

Identification and validation of drug-resistant mutations can provide important insights into the mechanism of action of a compound. Here we demonstrate the feasibility of such an approach in mammalian cells using next-generation sequencing of drug-resistant clones and CRISPR-Cas9-mediated gene editing on two drug-target pairs, 6-thioguanine-HPRT1 and triptolide-ERCC3. We showed that disrupting functional HPRT1 allele or introducing ERCC3 point mutations by gene editing can confer drug resistance in cells.


Subject(s)
Clustered Regularly Interspaced Short Palindromic Repeats/genetics , Endonucleases/genetics , High-Throughput Nucleotide Sequencing/methods , Animals , Cell Line/drug effects , DNA Helicases/genetics , DNA-Binding Proteins/genetics , Diterpenes/pharmacology , Drug Resistance/drug effects , Drug Resistance/genetics , Epoxy Compounds/pharmacology , HCT116 Cells , Humans , Hypoxanthine Phosphoribosyltransferase/genetics , Mammals , Phenanthrenes/pharmacology , Point Mutation , Reproducibility of Results , Thioguanine/pharmacology
2.
J Biol Chem ; 288(5): 2976-85, 2013 Feb 01.
Article in English | MEDLINE | ID: mdl-23184937

ABSTRACT

Ubiquitination is an essential post-translational modification that mediates diverse cellular functions. SMAD-specific E3 ubiquitin protein ligase 1 (SMURF1) belongs to the Nedd4 family of HECT ubiquitin ligases that directly catalyzes ubiquitin conjugation onto diverse substrates. As a result, SMURF1 regulates a great variety of cellular physiologies including bone morphogenetic protein (BMP) signaling, cell migration, and planar cell polarity. Structurally, SMURF1 consists of a C2 domain, two WW domain repeats, and a catalytic HECT domain essential for its E3 ubiquitin ligase activity. This modular architecture allows for interactions with other proteins, which are either substrates or adaptors of SMURF1. Despite the increasing number of SMURF1 substrates identified, current knowledge regarding regulatory proteins and their modes of action on controlling SMURF1 activity is still limited. In this study, we employed quantitative mass spectrometry to analyze SMURF1-associated cellular complexes, and identified the deubiquitinase FAM/USP9X as a novel interacting protein for SMURF1. Through domain mapping study, we found the second WW domain of SMURF1 and the carboxyl terminus of USP9X critical for this interaction. SMURF1 is autoubiquitinated through its intrinsic HECT E3 ligase activity, and is degraded by the proteasome. USP9X association antagonizes this activity, resulting in deubiquitination and stabilization of SMURF1. In MDA-MB-231 breast cancer cells, SMURF1 expression is elevated and is required for cellular motility. USP9X stabilizes endogenous SMURF1 in MDA-MB-231 cells. Depletion of USP9X led to down-regulation of SMURF1 and significantly impaired cellular migration. Taken together, our data reveal USP9X as an important regulatory protein of SMURF1 and suggest that the association between deubiquitinase and E3 ligase may serve as a common strategy to control the cellular protein dynamics through modulating E3 ligase stability.


Subject(s)
Proteolysis , Ubiquitin Thiolesterase/metabolism , Ubiquitin-Protein Ligases/metabolism , Cell Line, Tumor , Cell Movement/genetics , Down-Regulation , Gene Knockdown Techniques , HEK293 Cells , Humans , Proteasome Endopeptidase Complex/metabolism , Protein Binding/genetics , Protein Structure, Tertiary , RNA, Messenger/genetics , RNA, Messenger/metabolism , Structure-Activity Relationship , Ubiquitin-Protein Ligases/chemistry , Ubiquitin-Protein Ligases/genetics , Ubiquitination/genetics
3.
Nat Chem Biol ; 4(1): 59-68, 2008 Jan.
Article in English | MEDLINE | ID: mdl-18066055

ABSTRACT

High-content screening is transforming drug discovery by enabling simultaneous measurement of multiple features of cellular phenotype that are relevant to therapeutic and toxic activities of compounds. High-content screening studies typically generate immense datasets of image-based phenotypic information, and how best to mine relevant phenotypic data is an unsolved challenge. Here, we introduce factor analysis as a data-driven tool for defining cell phenotypes and profiling compound activities. This method allows a large data reduction while retaining relevant information, and the data-derived factors used to quantify phenotype have discernable biological meaning. We used factor analysis of cells stained with fluorescent markers of cell cycle state to profile a compound library and cluster the hits into seven phenotypic categories. We then compared phenotypic profiles, chemical similarity and predicted protein binding activities of active compounds. By integrating these different descriptors of measured and potential biological activity, we can effectively draw mechanism-of-action inferences.


Subject(s)
Antineoplastic Agents , Computational Biology/methods , Drug Design , Small Molecule Libraries , Antineoplastic Agents/chemistry , Antineoplastic Agents/pharmacology , Cell Cycle/drug effects , Cell Nucleus/drug effects , Cell Nucleus/ultrastructure , Cell Proliferation/drug effects , Cluster Analysis , Computational Biology/statistics & numerical data , DNA Replication/drug effects , Dose-Response Relationship, Drug , HeLa Cells , Humans , Ligands , Models, Statistical , Molecular Structure , Predictive Value of Tests , Protein Binding , Small Molecule Libraries/chemistry , Small Molecule Libraries/pharmacology , Structure-Activity Relationship
4.
Drug Discov Today ; Suppl: 43-9, 2005.
Article in English | MEDLINE | ID: mdl-23570165

ABSTRACT

By combining the use of BD Biosciences FluoroBlok membrane-based Boyden chambers with the Cellomics HCS ArrayScan, a more sensitive method for measuring cell migration has been developed. This assay is based on counting nuclei of migrated cells on the bottom of the filter rather than conventional approaches, which use measurement of total well fluorescence. This cell migration assay provides approximately 10-fold increased signal/background compared to conventional approaches and can be used to assess the effects of growth factors on endothelial cell migration and to screen chemical compounds for inhibitory effects on growth factor-mediated endothelial cell migration.


Subject(s)
Cell Movement , Endothelial Cells/physiology , High-Throughput Screening Assays/methods , Cell Movement/drug effects , Human Umbilical Vein Endothelial Cells/physiology , Humans , Vascular Endothelial Growth Factor A/pharmacology
5.
Curr Biol ; 14(23): 2156-61, 2004 Dec 14.
Article in English | MEDLINE | ID: mdl-15589160

ABSTRACT

The CREB family of proteins are critical mediators of gene expression in response to extracellular signals and are essential regulators of adaptive behavior and long-term memory formation. The TORC proteins were recently described as potent CREB coactivators, but their role in regulation of CREB activity remained unknown. TORC proteins were found to be exported from the nucleus in a CRM1-dependent fashion. A high-throughput microscopy-based screen was developed to identify genes and pathways capable of inducing nuclear TORC accumulation. Expression of the catalytic subunit of PKA and the calcium channel TRPV6 relocalized TORC1 to the nucleus. Nuclear accumulation of the three human TORC proteins was induced by increasing intracellular cAMP or calcium levels. TORC1 and TORC2 translocation in response to calcium, but not cAMP, was mediated by calcineurin, and TORC1 was shown to be directly dephosphorylated by calcineurin. TORC function was shown to be essential for CRE-mediated gene expression induced by cAMP, calcium, or GPCR activation, and nuclear transport of TORC1 was sufficient to activate CRE-dependent transcription. Drosophila TORC was also shown to translocate in response to calcineurin activation in vivo. Thus, TORC nuclear translocation is an essential, conserved step in activation of cAMP-responsive genes.


Subject(s)
Cell Nucleus/metabolism , Gene Expression Regulation/physiology , Phosphoproteins/metabolism , Transcription Factors/physiology , Active Transport, Cell Nucleus/physiology , Animals , Blotting, Western , Calcineurin/metabolism , Calcium Channels/metabolism , Cyclic AMP/metabolism , Cyclic AMP Response Element-Binding Protein , Cyclic AMP-Dependent Protein Kinases/metabolism , DNA Primers , DNA, Complementary/genetics , Drosophila , Green Fluorescent Proteins , HeLa Cells , Humans , Immunohistochemistry , Karyopherins/metabolism , Microscopy, Confocal , Plasmids/genetics , RNA, Small Interfering/genetics , Receptors, Cytoplasmic and Nuclear/metabolism , TRPV Cation Channels , Transcription Factors/metabolism , Transfection , Exportin 1 Protein
6.
J Biomol Screen ; 9(8): 712-8, 2004 Dec.
Article in English | MEDLINE | ID: mdl-15634798

ABSTRACT

By combining the use of BD Biosciences FluoroBlok membrane-based Boyden chambers with the Cellomics HCS ArrayScan, a more sensitive method for measuring cell migration has been developed. This assay is based on counting nuclei of migrated cells on the bottom of the filter rather than conventional approaches, which use measurement of total well fluorescence. This cell migration assay provides approximately 10-fold increased signal/background compared to conventional approaches and can be used to assess the effects of growth factors on endothelial cell migration and to screen chemical compounds for inhibitory effects on growth factor-mediated endothelial cell migration.


Subject(s)
Angiogenesis Inducing Agents/pharmacology , Angiogenesis Inhibitors/pharmacology , Cell Movement/drug effects , Drug Evaluation, Preclinical/methods , Endothelium, Vascular/drug effects , Vascular Endothelial Growth Factors/pharmacology , Biological Assay , Cell Movement/physiology , Cell Nucleus/physiology , Endothelium, Vascular/chemistry , Endothelium, Vascular/physiology , Fluoresceins/chemistry , Humans , Umbilical Cord/cytology , Vascular Endothelial Growth Factors/physiology
7.
Proc Natl Acad Sci U S A ; 100(21): 12147-52, 2003 Oct 14.
Article in English | MEDLINE | ID: mdl-14506290

ABSTRACT

This report describes an unbiased method for systematically determining gene function in mammalian cells. A total of 20,704 predicted human full-length cDNAs were tested for induction of the IL-8 promoter. A number of genes, including those for cytokines, receptors, adapters, kinases, and transcription factors, were identified that induced the IL-8 promoter through known regulatory sites. Proteins that acted through a cooperative interaction between an AP-1 and an unrecognized cAMP response element (CRE)-like site were also identified. A protein, termed transducer of regulated cAMP response element-binding protein (CREB) (TORC1), was identified that activated expression through the variant CRE and consensus CRE sites. TORC1 potently induced known CREB1 target genes, bound CREB1, and activated expression through a potent transcription activation domain. A functional Drosophila TORC gene was also identified. Thus, TORCs represent a family of highly conserved CREB coactivators that may control the potency and specificity of CRE-mediated responses.


Subject(s)
Cyclic AMP Response Element-Binding Protein/metabolism , Trans-Activators/genetics , Trans-Activators/metabolism , Amino Acid Sequence , Cell Line , DNA, Complementary/genetics , Gene Expression Profiling , Genome, Human , HeLa Cells , Humans , Interleukin-8/genetics , Molecular Sequence Data , Oligonucleotide Array Sequence Analysis , Promoter Regions, Genetic , Sequence Homology, Amino Acid , Transcription Factors/metabolism , Transfection
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