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1.
Nat Commun ; 11(1): 499, 2020 01 24.
Article in English | MEDLINE | ID: mdl-31980649

ABSTRACT

Protein-protein-interaction networks (PPINs) organize fundamental biological processes, but how oncogenic mutations impact these interactions and their functions at a network-level scale is poorly understood. Here, we analyze how a common oncogenic KRAS mutation (KRASG13D) affects PPIN structure and function of the Epidermal Growth Factor Receptor (EGFR) network in colorectal cancer (CRC) cells. Mapping >6000 PPIs shows that this network is extensively rewired in cells expressing transforming levels of KRASG13D (mtKRAS). The factors driving PPIN rewiring are multifactorial including changes in protein expression and phosphorylation. Mathematical modelling also suggests that the binding dynamics of low and high affinity KRAS interactors contribute to rewiring. PPIN rewiring substantially alters the composition of protein complexes, signal flow, transcriptional regulation, and cellular phenotype. These changes are validated by targeted and global experimental analysis. Importantly, genetic alterations in the most extensively rewired PPIN nodes occur frequently in CRC and are prognostic of poor patient outcomes.


Subject(s)
Cell Transformation, Neoplastic/pathology , Colorectal Neoplasms/metabolism , Colorectal Neoplasms/pathology , ErbB Receptors/metabolism , Mutation/genetics , Protein Interaction Maps , Proto-Oncogene Proteins p21(ras)/genetics , Cell Line, Tumor , Humans , Phosphorylation , Prognosis , Survival Analysis , bcl-Associated Death Protein/metabolism
2.
Int Orthop ; 38(3): 635-47, 2014 Mar.
Article in English | MEDLINE | ID: mdl-24352822

ABSTRACT

PURPOSE: The purpose of this study was to revise the clinical use of commercial BMP2 (Infuse) and BMP7 (Osigraft) based bone devices and explore the mechanism of action and efficacy of low BMP6 doses in a novel whole blood biocompatible device OSTEOGROW. METHODS: Complications from the clinical use of BMP2 and BMP7 have been systemically reviewed in light of their role in bone remodeling. BMP6 function has been assessed in Bmp6-/- mice by µCT and skeletal histology, and has also been examined in mesenchymal stem cells (MSC), hematopoietic stem cells (HSC) and osteoclasts. Safety and efficacy of OSTEOGROW have been assessed in rats and rabbits. RESULTS: Clinical use issues of BMP2 and BMP7 have been ascribed to the limited understanding of their role in bone remodeling at the time of device development for clinical trials. BMP2 and BMP7 in bone devices significantly promote bone resorption leading to osteolysis at the endosteal surfaces, while in parallel stimulating exuberant bone formation in surrounding tissues. Unbound BMP2 and BMP7 in bone devices precipitate on the bovine collagen and cause inflammation and swelling. OSTEOGROW required small amounts of BMP6, applied in a biocompatible blood coagulum carrier, for stimulating differentiation of MSCs and accelerated healing of critical size bone defects in animals, without bone resorption and inflammation. BMP6 decreased the number of osteoclasts derived from HSC, while BMP2 and BMP7 increased their number. CONCLUSIONS: Current issues and challenges with commercial bone devices may be resolved by using novel BMP6 biocompatible device OSTEOGROW, which will be clinically tested in metaphyseal bone fractures, compartments where BMP2 and BMP7 have not been effective.


Subject(s)
Bone Morphogenetic Protein 6/pharmacology , Bone Morphogenetic Protein 6/therapeutic use , Drug Delivery Systems , Fractures, Bone/drug therapy , Osteogenesis/drug effects , Wound Healing/drug effects , Animals , Biocompatible Materials/administration & dosage , Biocompatible Materials/pharmacology , Biocompatible Materials/therapeutic use , Bone Morphogenetic Protein 2/pharmacology , Bone Morphogenetic Protein 2/therapeutic use , Bone Morphogenetic Protein 6/administration & dosage , Bone Morphogenetic Protein 7/pharmacology , Bone Morphogenetic Protein 7/therapeutic use , Dose-Response Relationship, Drug , Fractures, Bone/physiopathology , Mice , Mice, Knockout , Models, Animal , Osteogenesis/physiology , Rabbits , Rats , Wound Healing/physiology
3.
J Med Chem ; 56(14): 5691-708, 2013 Jul 25.
Article in English | MEDLINE | ID: mdl-23772653

ABSTRACT

P-glycoprotein (P-gp, MDR1) is a promiscuous drug efflux pump of substantial pharmacological importance. Taking advantage of large-scale cytotoxicity screening data involving 60 cancer cell lines, we correlated the differential biological activities of ∼13,000 compounds against cellular P-gp levels. We created a large set of 934 high-confidence P-gp substrates or nonsubstrates by enforcing agreement with an orthogonal criterion involving P-gp overexpressing ADR-RES cells. A support vector machine (SVM) was 86.7% accurate in discriminating P-gp substrates on independent test data, exceeding previous models. Two molecular features had an overarching influence: nearly all P-gp substrates were large (>35 atoms including H) and dense (specific volume of <7.3 Å(3)/atom) molecules. Seven other descriptors and 24 molecular fragments ("effluxophores") were found enriched in the (non)substrates and incorporated into interpretable rule-based models. Biological experiments on an independent P-gp overexpressing cell line, the vincristine-resistant VK2, allowed us to reclassify six compounds previously annotated as substrates, validating our method's predictive ability. Models are freely available at http://pgp.biozyne.com .


Subject(s)
ATP Binding Cassette Transporter, Subfamily B, Member 1/metabolism , Drug Screening Assays, Antitumor , ATP Binding Cassette Transporter, Subfamily B, Member 1/chemistry , Cell Line, Tumor , Humans , Quantitative Structure-Activity Relationship , Vincristine/pharmacology
4.
Cell Rep ; 2(4): 951-63, 2012 Oct 25.
Article in English | MEDLINE | ID: mdl-23084749

ABSTRACT

The pentaspan membrane glycoprotein CD133 marks lineage-specific cancer progenitor cells and is associated with poor prognosis in a number of tumor types. Despite its utility as a cancer progenitor cell marker, CD133 protein regulation and molecular function remain poorly understood. We find that the deacetylase HDAC6 physically associates with CD133 to negatively regulate CD133 trafficking down the endosomal-lysosomal pathway for degradation. We further demonstrate that CD133, HDAC6, and the central molecule of the canonical Wnt signaling pathway, ß-catenin, can physically associate as a ternary complex. This association stabilizes ß-catenin via HDAC6 deacetylase activity, which leads to activation of ß-catenin signaling targets. Downregulation of either CD133 or HDAC6 results in increased ß-catenin acetylation and degradation, which correlates with decreased proliferation in vitro and tumor xenograft growth in vivo. Given that CD133 marks progenitor cells in a wide range of cancers, targeting CD133 may be a means to treat multiple cancer types.


Subject(s)
Antigens, CD/metabolism , Glycoproteins/metabolism , Histone Deacetylases/metabolism , Peptides/metabolism , beta Catenin/metabolism , AC133 Antigen , Acetylation , Animals , Antigens, CD/genetics , Caco-2 Cells , Cell Differentiation , Cell Line, Tumor , Down-Regulation , Endosomes/metabolism , Epithelial-Mesenchymal Transition , Female , Glycoproteins/antagonists & inhibitors , Glycoproteins/genetics , HEK293 Cells , HT29 Cells , Histone Deacetylase 6 , Histone Deacetylases/chemistry , Histone Deacetylases/genetics , Humans , Mice , Mice, Inbred NOD , Neoplasms/metabolism , Neoplasms/pathology , Peptides/antagonists & inhibitors , Peptides/genetics , Protein Binding , RNA Interference , RNA, Small Interfering/metabolism , Signal Transduction , Transplantation, Heterologous , Wnt Proteins/metabolism
5.
Mol Syst Biol ; 7: 499, 2011 Jun 21.
Article in English | MEDLINE | ID: mdl-21694716

ABSTRACT

Resistance to widely used fungistatic drugs, particularly to the ergosterol biosynthesis inhibitor fluconazole, threatens millions of immunocompromised patients susceptible to invasive fungal infections. The dense network structure of synthetic lethal genetic interactions in yeast suggests that combinatorial network inhibition may afford increased drug efficacy and specificity. We carried out systematic screens with a bioactive library enriched for off-patent drugs to identify compounds that potentiate fluconazole action in pathogenic Candida and Cryptococcus strains and the model yeast Saccharomyces. Many compounds exhibited species- or genus-specific synergism, and often improved fluconazole from fungistatic to fungicidal activity. Mode of action studies revealed two classes of synergistic compound, which either perturbed membrane permeability or inhibited sphingolipid biosynthesis. Synergistic drug interactions were rationalized by global genetic interaction networks and, notably, higher order drug combinations further potentiated the activity of fluconazole. Synergistic combinations were active against fluconazole-resistant clinical isolates and an in vivo model of Cryptococcus infection. The systematic repurposing of approved drugs against a spectrum of pathogens thus identifies network vulnerabilities that may be exploited to increase the activity and repertoire of antifungal agents.


Subject(s)
Antifungal Agents/pharmacology , Candida/drug effects , Cryptococcus/drug effects , Fluconazole/pharmacology , Saccharomyces/drug effects , Animals , Candida/growth & development , Computational Biology , Cryptococcus/growth & development , Drug Resistance, Fungal/genetics , Drug Synergism , Ergosterol/antagonists & inhibitors , Ergosterol/biosynthesis , Gene Expression Profiling/methods , Insecta/drug effects , Microbial Sensitivity Tests , Saccharomyces/genetics , Saccharomyces/growth & development , Species Specificity
6.
Nat Protoc ; 5(7): 1281-93, 2010 Jul.
Article in English | MEDLINE | ID: mdl-20595957

ABSTRACT

The biological function of proteins may be predicted by identification of their interacting partners, and one of the major goals of the postgenomic era is the mapping of protein interaction networks. Membrane proteins are of particular interest because of their role in disease and because of their prevalence as major pharmaceutical targets. Unfortunately, because of their hydrophobic nature, they have long been difficult to study in a high-throughput format. A powerful technology recently developed to facilitate the characterization of membrane protein interactions is the membrane yeast two-hybrid (MYTH) assay. MYTH adapts the principle of split ubiquitin for use as a potent in vivo sensor of protein-protein interactions, allowing large-scale screening for interactors of full-length membrane proteins, from a range of organisms, using Saccharomyces cerevisiae as a host. In this article, we describe a protocol for MYTH bait generation, validation and library screening. The entire MYTH procedure can generally be completed in 4-6 weeks.


Subject(s)
Membrane Proteins/analysis , Protein Interaction Mapping/methods , Saccharomyces cerevisiae/metabolism , Two-Hybrid System Techniques , Ubiquitin/metabolism , High-Throughput Screening Assays/methods , Membrane Proteins/metabolism
7.
J Vis Exp ; (36)2010 Feb 01.
Article in English | MEDLINE | ID: mdl-20125081

ABSTRACT

The fundamental biological and clinical importance of integral membrane proteins prompted the development of a yeast-based system for the high-throughput identification of protein-protein interactions (PPI) for full-length transmembrane proteins. To this end, our lab developed the split-ubiquitin based Membrane Yeast Two-Hybrid (MYTH) system. This technology allows for the sensitive detection of transient and stable protein interactions using Saccharomyces cerevisiae as a host organism. MYTH takes advantage of the observation that ubiquitin can be separated into two stable moieties: the C-terminal half of yeast ubiquitin (C(ub)) and the N-terminal half of the ubiquitin moiety (N(ub)). In MYTH, this principle is adapted for use as a 'sensor' of protein-protein interactions. Briefly, the integral membrane bait protein is fused to C(ub) which is linked to an artificial transcription factor. Prey proteins, either in individual or library format, are fused to the N(ub) moiety. Protein interaction between the bait and prey leads to reconstitution of the ubiquitin moieties, forming a full-length 'pseudo-ubiquitin' molecule. This molecule is in turn recognized by cytosolic deubiquitinating enzymes, resulting in cleavage of the transcription factor, and subsequent induction of reporter gene expression. The system is highly adaptable, and is particularly well-suited to high-throughput screening. It has been successfully employed to investigate interactions using integral membrane proteins from both yeast and other organisms.


Subject(s)
Membrane Proteins/analysis , Protein Interaction Mapping/methods , Saccharomyces cerevisiae/metabolism , Two-Hybrid System Techniques , Ubiquitin/metabolism , Membrane Proteins/metabolism , Saccharomyces cerevisiae Proteins/analysis , Saccharomyces cerevisiae Proteins/metabolism
8.
Sci Signal ; 2(102): ra84, 2009 12 22.
Article in English | MEDLINE | ID: mdl-20029029

ABSTRACT

Binding of epidermal growth factor (EGF) to its receptor leads to receptor dimerization, assembly of protein complexes, and activation of signaling networks that control key cellular responses. Despite their fundamental role in cell biology, little is known about protein complexes associated with the EGF receptor (EGFR) before growth factor stimulation. We used a modified membrane yeast two-hybrid system together with bioinformatics to identify 87 candidate proteins interacting with the ligand-unoccupied EGFR. Among them was histone deacetylase 6 (HDAC6), a cytoplasmic lysine deacetylase, which we found negatively regulated EGFR endocytosis and degradation by controlling the acetylation status of alpha-tubulin and, subsequently, receptor trafficking along microtubules. A negative feedback loop consisting of EGFR-mediated phosphorylation of HDAC6 Tyr(570) resulted in reduced deacetylase activity and increased acetylation of alpha-tubulin. This study illustrates the complexity of the EGFR-associated interactome and identifies protein acetylation as a previously unknown regulator of receptor endocytosis and degradation.


Subject(s)
ErbB Receptors/metabolism , Histone Deacetylases/metabolism , Multiprotein Complexes/metabolism , Signal Transduction/physiology , Acetylation , Base Sequence , Cell Line , Cloning, Molecular , Computational Biology , Histone Deacetylase 6 , Humans , Immunoprecipitation , Mass Spectrometry , Microscopy, Fluorescence , Molecular Sequence Data , RNA/genetics , Transfection , Tubulin/metabolism , Two-Hybrid System Techniques
9.
Curr Opin Microbiol ; 12(1): 18-23, 2009 Feb.
Article in English | MEDLINE | ID: mdl-19150254

ABSTRACT

Many bacterial pathogens rely on effector proteins to disrupt conserved eukaryotic processes. Despite their fundamental biological importance, it has been difficult to elucidate their mode-of-action using standard bioinformatic, biochemical, or genetic approaches. In recent years, surrogate hosts including the budding yeast Saccharomyces cerevisiae have become increasingly popular to aid the study of effectors. Expression of effectors in yeast can result in phenotypes that may be exploited to elucidate the processes they target, gain insight into their enzymatic function, and understand target-effector relationships. Moreover, chemical genomic approaches in yeast may be used to ascribe functions to these proteins as well as identify lead compounds that may be useful for antimicrobial therapies. The recent successes of the yeast system establish it as a standard tool for the study of bacterial effector proteins.


Subject(s)
Bacteria/pathogenicity , Bacterial Proteins/metabolism , Saccharomyces cerevisiae/genetics , Virulence Factors/metabolism , Bacterial Proteins/genetics , Drug Discovery , Saccharomyces cerevisiae/metabolism , Virulence Factors/genetics
10.
PLoS Genet ; 4(2): e1000005, 2008 Feb 29.
Article in English | MEDLINE | ID: mdl-18454192

ABSTRACT

Pseudomonas aeruginosa is an opportunistic human pathogen that is a key factor in the mortality of cystic fibrosis patients, and infection represents an increased threat for human health worldwide. Because resistance of Pseudomonas aeruginosa to antibiotics is increasing, new inhibitors of pharmacologically validated targets of this bacterium are needed. Here we demonstrate that a cell-based yeast phenotypic assay, combined with a large-scale inhibitor screen, identified small molecule inhibitors that can suppress the toxicity caused by heterologous expression of selected Pseudomonas aeruginosa ORFs. We identified the first small molecule inhibitor of Exoenzyme S (ExoS), a toxin involved in Type III secretion. We show that this inhibitor, exosin, modulates ExoS ADP-ribosyltransferase activity in vitro, suggesting the inhibition is direct. Moreover, exosin and two of its analogues display a significant protective effect against Pseudomonas infection in vivo. Furthermore, because the assay was performed in yeast, we were able to demonstrate that several yeast homologues of the known human ExoS targets are likely ADP-ribosylated by the toxin. For example, using an in vitro enzymatic assay, we demonstrate that yeast Ras2p is directly modified by ExoS. Lastly, by surveying a collection of yeast deletion mutants, we identified Bmh1p, a yeast homologue of the human FAS, as an ExoS cofactor, revealing that portions of the bacterial toxin mode of action are conserved from yeast to human. Taken together, our integrated cell-based, chemical-genetic approach demonstrates that such screens can augment traditional drug screening approaches and facilitate the discovery of new compounds against a broad range of human pathogens.


Subject(s)
ADP Ribose Transferases/antagonists & inhibitors , Bacterial Toxins/antagonists & inhibitors , Enzyme Inhibitors/pharmacology , Pseudomonas aeruginosa/enzymology , ADP Ribose Transferases/genetics , Adenylyl Cyclase Inhibitors , Adenylyl Cyclases/genetics , Animals , Anti-Bacterial Agents/chemistry , Anti-Bacterial Agents/pharmacology , Bacterial Toxins/genetics , CHO Cells , Cricetinae , Cricetulus , Drug Evaluation, Preclinical/methods , Enzyme Inhibitors/chemistry , Gene Expression , Genes, Bacterial , Humans , Microbial Sensitivity Tests , Mutation , Open Reading Frames , Phenotype , Pseudomonas aeruginosa/drug effects , Pseudomonas aeruginosa/genetics , Pseudomonas aeruginosa/pathogenicity , Recombinant Proteins/antagonists & inhibitors , Recombinant Proteins/genetics , Saccharomyces cerevisiae/drug effects , Saccharomyces cerevisiae/enzymology , Saccharomyces cerevisiae/genetics , Virulence/genetics
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