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1.
Front Endocrinol (Lausanne) ; 13: 926210, 2022.
Article in English | MEDLINE | ID: mdl-35966052

ABSTRACT

Growth hormone (GH) and insulin-like growth factor-1 (IGF1) play an important role in mammalian development, cell proliferation and lifespan. Especially in cases of tumor growth there is an urgent need to control the GH/IGF1 axis. In this study we screened a 38,480-compound library, and in two consecutive rounds of analogues selection, we identified active lead compounds based on the following criteria: inhibition the GH receptor (GHR) activity and its downstream effectors Jak2 and STAT5, and inhibition of growth of breast and colon cancer cells. The most active small molecule (BM001) inhibited both the GH/IGF1 axis and cell proliferation with an IC50 of 10-30 nM of human cancer cells. BM001 depleted GHR in human lymphoblasts. In preclinical xenografted experiments, BM001 showed a strong decrease in tumor volume in mice transplanted with MDA-MB-231 breast cancer cells. Mechanistically, the drug acts on the synthesis of the GHR. Our findings open the possibility to inhibit the GH/IGF1 axis with a small molecule.


Subject(s)
Human Growth Hormone , Receptors, Somatotropin , Animals , Cell Proliferation , Growth Hormone/physiology , Humans , Insulin-Like Growth Factor I , Mammals , Mice
2.
SLAS Discov ; 25(6): 655-664, 2020 Jul.
Article in English | MEDLINE | ID: mdl-32400262

ABSTRACT

There has been an increase in the use of machine learning and artificial intelligence (AI) for the analysis of image-based cellular screens. The accuracy of these analyses, however, is greatly dependent on the quality of the training sets used for building the machine learning models. We propose that unsupervised exploratory methods should first be applied to the data set to gain a better insight into the quality of the data. This improves the selection and labeling of data for creating training sets before the application of machine learning. We demonstrate this using a high-content genome-wide small interfering RNA screen. We perform an unsupervised exploratory data analysis to facilitate the identification of four robust phenotypes, which we subsequently use as a training set for building a high-quality random forest machine learning model to differentiate four phenotypes with an accuracy of 91.1% and a kappa of 0.85. Our approach enhanced our ability to extract new knowledge from the screen when compared with the use of unsupervised methods alone.


Subject(s)
Genomics , High-Throughput Screening Assays/methods , Supervised Machine Learning , Unsupervised Machine Learning , Genome, Human/genetics , Humans , Phenotype , RNA, Small Interfering/genetics
3.
Assay Drug Dev Technol ; 14(8): 439-452, 2016 10.
Article in English | MEDLINE | ID: mdl-27636821

ABSTRACT

High-content screening (HCS) can generate large multidimensional datasets and when aligned with the appropriate data mining tools, it can yield valuable insights into the mechanism of action of bioactive molecules. However, easy-to-use data mining tools are not widely available, with the result that these datasets are frequently underutilized. Here, we present HC StratoMineR, a web-based tool for high-content data analysis. It is a decision-supportive platform that guides even non-expert users through a high-content data analysis workflow. HC StratoMineR is built by using My Structured Query Language for storage and querying, PHP: Hypertext Preprocessor as the main programming language, and jQuery for additional user interface functionality. R is used for statistical calculations, logic and data visualizations. Furthermore, C++ and graphical processor unit power is diffusely embedded in R by using the rcpp and rpud libraries for operations that are computationally highly intensive. We show that we can use HC StratoMineR for the analysis of multivariate data from a high-content siRNA knock-down screen and a small-molecule screen. It can be used to rapidly filter out undesirable data; to select relevant data; and to perform quality control, data reduction, data exploration, morphological hit picking, and data clustering. Our results demonstrate that HC StratoMineR can be used to functionally categorize HCS hits and, thus, provide valuable information for hit prioritization.


Subject(s)
Data Mining/methods , Databases, Factual/statistics & numerical data , Internet , Statistics as Topic/methods , Cluster Analysis , HeLa Cells , Humans , MCF-7 Cells
4.
Mol Endocrinol ; 30(3): 290-301, 2016 Mar.
Article in English | MEDLINE | ID: mdl-26859362

ABSTRACT

Members of the Janus kinase (Jak) family initiate the majority of downstream signaling events of the cytokine receptor family. The prevailing principle is that the receptors act in dimers: 2 Jak2 molecules bind to the cytosolic tails of a cytokine receptor family member and initiate Jak-signal transducer and activator of transcription signaling upon a conformational change in the receptor complex, induced by the cognate cytokine. Due to the complexity of signaling complexes, there is a strong need for in vitro model systems. To investigate the molecular details of the Jak2 interaction with the GH receptor (GHR), we used cytosolic tails provided with leucine zippers derived from c-Fos to mimic the dimerized state of GHR. Expressed together with Jak2, fos-zippered tails, but not unzippered tails, were stabilized. In addition, the Jak-signal transducer and activator of transcription signaling pathway was activated by the fos-zippered tails. The stabilization depended also on α-helix rotation of the zippers. Fos-zippered GHR tails and Jak2, both purified from baculovirus-infected insect cells, interacted via box1 with a binding affinity of approximately 40nM. As expected, the Jak kinase inhibitor Ruxolitinib inhibited the stabilization but did not affect the c-Fos-zippered GHR tail-Jak2 interaction. Analysis by blue-native gel electrophoresis revealed high molecular-weight complexes containing both Jak2 and nonphosphorylated GHR tails, whereas Jak2-dissociated tails were highly phosphorylated and monomeric, implying that Jak2 detaches from its substrate upon phosphorylation.


Subject(s)
Cytosol/metabolism , Janus Kinase 2/metabolism , Proto-Oncogene Proteins c-fos/metabolism , Receptors, Somatotropin/chemistry , Receptors, Somatotropin/metabolism , Signal Transduction , Alanine/genetics , Amino Acid Motifs , Amino Acid Sequence , Animals , HEK293 Cells , Humans , Janus Kinase 2/chemistry , Leucine Zippers , Mice , Mutagenesis, Insertional/genetics , Native Polyacrylamide Gel Electrophoresis , Phosphorylation , Protein Binding , Protein Stability , Rabbits , STAT5 Transcription Factor/metabolism , Substrate Specificity
5.
J Biol Chem ; 289(1): 65-73, 2014 Jan 03.
Article in English | MEDLINE | ID: mdl-24280222

ABSTRACT

Growth hormone (GH) signaling is required for promoting longitudinal body growth, stem cell activation, differentiation, and survival and for regulation of metabolism. Failure to adequately regulate GH signaling leads to disease: excessive GH signaling has been connected to cancer, and GH insensitivity has been reported in cachexia patients. Since its discovery in 1989, the receptor has served a pivotal role as the prototype cytokine receptor both structurally and functionally. Phosphorylation and ubiquitylation regulate the GH receptor (GHR) at the cell surface: two ubiquitin ligases (SCF(ßTrCP2) and CHIP) determine the GH responsiveness of cells by controlling its endocytosis, whereas JAK2 initiates the JAK/STAT pathway. We used blue native electrophoresis to identify phosphorylated and ubiquitylated receptor intermediates. We show that GHRs occur as ∼500-kDa complexes that dimerize into active ∼900-kDa complexes upon GH binding. The dimerized complexes act as platforms for transient interaction with JAK2 and ubiquitin ligases. If GH and receptors are made in the same cell (autocrine mode), only limited numbers of ∼900-kDa complexes are formed. The experiments reveal the dynamic changes in post-translational modifications during GH-induced signaling events and show that relatively simple cytokine receptors like GHRs are able to form higher order protein complexes. Insight in the complex formation of cytokine receptors is crucially important for engineering cytokines that control ligand-induced cell responses and for generating a new class of therapeutic agents for a wide range of diseases.


Subject(s)
Multiprotein Complexes/metabolism , Protein Multimerization/physiology , Receptors, Somatotropin/metabolism , Signal Transduction/physiology , Animals , Autocrine Communication/physiology , HEK293 Cells , Human Growth Hormone/genetics , Human Growth Hormone/metabolism , Humans , Janus Kinase 2/genetics , Janus Kinase 2/metabolism , Mice , Multiprotein Complexes/genetics , Phosphorylation/physiology , Receptors, Somatotropin/genetics , Ubiquitin-Protein Ligases/genetics , Ubiquitin-Protein Ligases/metabolism , Ubiquitination/physiology , beta-Transducin Repeat-Containing Proteins/genetics , beta-Transducin Repeat-Containing Proteins/metabolism
6.
Hepatology ; 57(2): 740-52, 2013 Feb.
Article in English | MEDLINE | ID: mdl-22899095

ABSTRACT

UNLABELLED: Bile acids are pivotal for the absorption of dietary lipids and vitamins and function as important signaling molecules in metabolism. Here, we describe a genetically encoded fluorescent bile acid sensor (BAS) that allows for spatiotemporal monitoring of bile acid transport in single living cells. Changes in concentration of multiple physiological and pathophysiological bile acid species were detected as robust changes in Förster resonance energy transfer (FRET) in a range of cell types. Specific subcellular targeting of the sensor demonstrated rapid influx of bile acids into the cytoplasm and nucleus, but no FRET changes were observed in the peroxisomes. Furthermore, expression of the liver fatty acid binding protein reduced the availability of bile acids in the nucleus. The sensor allows for single cell visualization of uptake and accumulation of conjugated bile acids, mediated by the Na(+)-taurocholate cotransporting protein (NTCP). In addition, cyprinol sulphate uptake, mediated by the putative zebrafish homologue of the apical sodium bile acid transporter, was visualized using a sensor based on the zebrafish farnesoid X receptor. The reversible nature of the sensor also enabled measurements of bile acid efflux in living cells, and expression of the organic solute transporter αß (OSTαß) resulted in influx and efflux of conjugated chenodeoxycholic acid. Finally, combined visualization of bile acid uptake and fluorescent labeling of several NTCP variants indicated that the sensor can also be used to study the functional effect of patient mutations in genes affecting bile acid homeostasis. CONCLUSION: A genetically encoded fluorescent BAS was developed that allows intracellular imaging of bile acid homeostasis in single living cells in real time.


Subject(s)
Bile Acids and Salts/metabolism , Fluorescence Resonance Energy Transfer/methods , Organic Anion Transporters, Sodium-Dependent/metabolism , Symporters/metabolism , Animals , Biosensing Techniques/methods , Carrier Proteins , Cell Nucleus/metabolism , Cytoplasm/metabolism , Fluorescent Dyes , Humans , Membrane Glycoproteins , Membrane Transport Proteins/biosynthesis , Organic Anion Transporters, Sodium-Dependent/genetics , Receptors, Cytoplasmic and Nuclear/metabolism , Symporters/genetics , Zebrafish
7.
J Biol Chem ; 285(51): 40088-96, 2010 Dec 17.
Article in English | MEDLINE | ID: mdl-20947505

ABSTRACT

Members of the P(4) family of P-type ATPases (P(4)-ATPases) are believed to function as phospholipid flippases in complex with CDC50 proteins. Mutations in the human class 1 P(4)-ATPase gene ATP8B1 cause a severe syndrome characterized by impaired bile flow (intrahepatic cholestasis), often leading to end-stage liver failure in childhood. In this study, we determined the specificity of human class 1 P(4)-ATPase interactions with CDC50 proteins and the functional consequences of these interactions on protein abundance and localization of both protein classes. ATP8B1 and ATP8B2 co-immunoprecipitated with CDC50A and CDC50B, whereas ATP8B4, ATP8A1, and ATP8A2 associated only with CDC50A. ATP8B1 shifted from the endoplasmic reticulum (ER) to the plasma membrane upon coexpression of CDC50A or CDC50B. ATP8A1 and ATP8A2 translocated from the ER to the Golgi complex and plasma membrane upon coexpression of CDC50A, but not CDC50B. ATP8B2 and ATP8B4 already displayed partial plasma membrane localization in the absence of CDC50 coexpression but displayed a large increase in plasma membrane abundance upon coexpression of CDC50A. ATP8B3 did not bind CDC50A and CDC50B and was invariably present in the ER. Our data show that interactions between CDC50 proteins and class 1 P(4)-ATPases are essential for ER exit and stability of both subunits. Furthermore, the subcellular localization of the complex is determined by the P(4)-ATPase, not the CDC50 protein. The interactions of CDC50A and CDC50B with multiple members of the human P(4)-ATPase family suggest that these proteins perform broader functions in human physiology than thus far assumed.


Subject(s)
Adenosine Triphosphatases/metabolism , Endoplasmic Reticulum/metabolism , Membrane Proteins/metabolism , Adenosine Triphosphatases/genetics , Cell Line, Tumor , Cholestasis, Intrahepatic/genetics , Cholestasis, Intrahepatic/metabolism , Cholestasis, Intrahepatic/pathology , Endoplasmic Reticulum/genetics , Humans , Membrane Proteins/genetics , Mutation , Protein Binding
8.
Biochem J ; 431(1): 1-11, 2010 Oct 01.
Article in English | MEDLINE | ID: mdl-20836764

ABSTRACT

P4 ATPases (subfamily IV P-type ATPases) form a specialized subfamily of P-type ATPases and have been implicated in phospholipid translocation from the exoplasmic to the cytoplasmic leaflet of biological membranes. Pivotal roles of P4 ATPases have been demonstrated in eukaryotes, ranging from yeast, fungi and plants to mice and humans. P4 ATPases might exert their cellular functions by combining enzymatic phospholipid translocation activity with an enzyme-independent action. The latter could be involved in the timely recruitment of proteins involved in cellular signalling, vesicle coat assembly and cytoskeleton regulation. In the present review, we outline the current knowledge of the biochemical and cellular functions of P4 ATPases in the eukaryotic membrane.


Subject(s)
Adenosine Triphosphatases/metabolism , Adenosine Triphosphatases/chemistry , Animals , Cell Membrane/metabolism , Humans , Models, Biological , Phospholipid Transfer Proteins/metabolism , Phospholipids/metabolism
9.
Hepatology ; 51(6): 2049-60, 2010 Jun.
Article in English | MEDLINE | ID: mdl-20512993

ABSTRACT

UNLABELLED: Mutations in ATP8B1 cause familial intrahepatic cholestasis type 1, a spectrum of disorders characterized by intrahepatic cholestasis, reduced growth, deafness, and diarrhea. ATP8B1 belongs to the P(4) P-type adenosine triphosphatase (ATPase) family of putative aminophospholipid translocases, and loss of aminophospholipid asymmetry in the canalicular membranes of ATP8B1-deficient liver cells has been proposed as the primary cause of impaired bile salt excretion. To explore the origin of the hepatic and extrahepatic symptoms associated with ATP8B1 deficiency, we investigated the impact of ATP8B1 depletion on the domain-specific aminophospholipid translocase activities and polarized organization of polarized epithelial Caco-2 cells. Caco-2 cells were stably transfected with short hairpin RNA constructs to block ATP8B1 expression. Aminophospholipid translocase activity was assessed using spin-labeled phospholipids. The polarized organization of these cells was determined by pulse-chase analysis, cell-fractionation, immunocytochemistry, and transmission electron microscopy. ATP8B1 was abundantly expressed in the apical membrane of Caco-2 cells, and its expression was markedly induced during differentiation and polarization. Blocking ATP8B1 expression by RNA interference (RNAi) affected neither aminophospholipid transport nor the asymmetrical distribution of aminophospholipids across the apical bilayer. Nonetheless, ATP8B1-depleted Caco-2 cells displayed profound perturbations in apical membrane organization, including a disorganized apical actin cytoskeleton, a loss in microvilli, and a posttranscriptional defect in apical protein expression. CONCLUSION: Our findings point to a critical role of ATP8B1 in apical membrane organization that is unrelated to its presumed aminophospholipid translocase activity, yet potentially relevant for the development of cholestasis and the manifestation of extrahepatic features associated with ATP8B1 deficiency.


Subject(s)
Adenosine Triphosphatases/deficiency , Cell Membrane/ultrastructure , Cell Polarity , Epithelial Cells/ultrastructure , Phospholipid Transfer Proteins/metabolism , Adenosine Triphosphatases/genetics , Caco-2 Cells , Cell Membrane/enzymology , Cholestasis, Intrahepatic/genetics , Epithelial Cells/enzymology , Humans , Microvilli/physiology , RNA Processing, Post-Transcriptional
10.
Hepatology ; 51(1): 286-96, 2010 Jan.
Article in English | MEDLINE | ID: mdl-19918981

ABSTRACT

UNLABELLED: Deficiency in P-type ATP8B1 is a severe and clinically highly variable hereditary disorder that is primarily characterized by intrahepatic cholestasis. It presents either as a progressive (progressive familial intrahepatic cholestasis type 1 [PFIC1]) or intermittent (benign recurrent intrahepatic cholestasis type 1 [BRIC1]) disease. ATP8B1 deficiency is caused by autosomal recessive mutations in the gene encoding ATP8B1, a putative aminophospholipid-translocating P-type adenosine triphosphatase. The exact pathogenesis of the disease is elusive, and no effective pharmacological therapy is currently available. Here, the molecular consequences of six distinct ATP8B1 missense mutations (p.L127P, p.G308V, p.D454G, p.D554N, p.I661T, and p.G1040R) and one nonsense mutation (p.R1164X) associated with PFIC1 and/or BRIC1 were systematically characterized. Except for the p.L127P mutation, all mutations resulted in markedly reduced ATP8B1 protein expression, whereas messenger RNA expression was unaffected. Five of seven mutations resulted in (partial) retention of ATP8B1 in the endoplasmic reticulum. Reduced protein expression was partially restored by culturing the cells at 30 degrees C and by treatment with proteasomal inhibitors, indicating protein misfolding and subsequent proteosomal degradation. Protein misfolding was corroborated by predicting the consequences of most mutations onto a homology model of ATP8B1. Treatment with 4-phenylbutyrate, a clinically approved pharmacological chaperone, partially restored defects in expression and localization of ATP8B1 substitutions G308V, D454G, D554N, and in particular I661T, which is the most frequently identified mutation in BRIC1. CONCLUSION: A surprisingly large proportion of ATP8B1 mutations resulted in aberrant folding and decreased expression at the plasma membrane. These effects were partially restored by treatment with 4-phenylbutyrate. We propose that treatment with pharmacological chaperones may represent an effective therapeutic strategy to ameliorate the recurrent attacks of cholestasis in patients with intermittent (BRIC1) disease.


Subject(s)
Adenosine Triphosphatases/genetics , Cholestasis/genetics , Phenylbutyrates/pharmacology , Protein Folding/drug effects , Adenosine Triphosphatases/chemistry , Adenosine Triphosphatases/drug effects , Cells, Cultured , Membrane Proteins/metabolism , Mutation, Missense , Proteasome Endopeptidase Complex/metabolism
11.
Proc Natl Acad Sci U S A ; 106(24): 9709-14, 2009 Jun 16.
Article in English | MEDLINE | ID: mdl-19478059

ABSTRACT

ATP8B1 deficiency is caused by autosomal recessive mutations in ATP8B1, which encodes the putative phospatidylserine flippase ATP8B1 (formerly called FIC1). ATP8B1 deficiency is primarily characterized by cholestasis, but extrahepatic symptoms are also found. Because patients sometimes report reduced hearing capability, we investigated the role of ATP8B1 in auditory function. Here we show that ATP8B1/Atp8b1 deficiency, both in patients and in Atp8b1(G308V/G308V) mutant mice, causes hearing loss, associated with progressive degeneration of cochlear hair cells. Atp8b1 is specifically localized in the stereocilia of these hair cells. This indicates that the mechanosensory function and integrity of the cochlear hair cells is critically dependent on ATP8B1 activity, possibly through maintaining lipid asymmetry in the cellular membranes of stereocilia.


Subject(s)
Adenosine Triphosphatases/physiology , Hearing/physiology , Adenosine Triphosphatases/genetics , Animals , Hearing Loss, Sensorineural/genetics , Hearing Loss, Sensorineural/physiopathology , Humans , Mice , Mice, Mutant Strains , Organ of Corti/pathology , Phospholipid Transfer Proteins
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