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1.
Respir Res ; 25(1): 44, 2024 Jan 18.
Article En | MEDLINE | ID: mdl-38238732

BACKGROUND: A decline in forced expiratory volume (FEV1) is a hallmark of respiratory diseases that are an important cause of morbidity among the elderly. While some data exist on biomarkers that are related to FEV1, we sought to do a systematic analysis of causal relations of biomarkers with FEV1. METHODS: Data from the population-based AGES-Reykjavik study were used. Serum proteomic measurements were done using 4782 DNA aptamers (SOMAmers). Data from 1479 participants with spirometric data were used to assess the association of SOMAmer measurements with FEV1 using linear regression. Bi-directional two-sample Mendelian randomisation (MR) analyses were done to assess causal relations of observationally associated SOMAmers with FEV1, using genotype and SOMAmer data from 5368 AGES-Reykjavik participants and genetic associations with FEV1 from a publicly available GWAS (n = 400,102). RESULTS: In observational analyses, 530 SOMAmers were associated with FEV1 after multiple testing adjustment (FDR < 0.05). The most significant were Retinoic Acid Receptor Responder 2 (RARRES2), R-Spondin 4 (RSPO4) and Alkaline Phosphatase, Placental Like 2 (ALPPL2). Of the 257 SOMAmers with genetic instruments available, eight were associated with FEV1 in MR analyses. Three were directionally consistent with the observational estimate, Thrombospondin 2 (THBS2), Endoplasmic Reticulum Oxidoreductase 1 Beta (ERO1B) and Apolipoprotein M (APOM). THBS2 was further supported by a colocalization analysis. Analyses in the reverse direction, testing whether changes in SOMAmer levels were caused by changes in FEV1, were performed but no significant associations were found after multiple testing adjustments. CONCLUSIONS: In summary, this large scale proteogenomic analyses of FEV1 reveals circulating protein markers of FEV1, as well as several proteins with potential causality to lung function.


Lung , Proteomics , Humans , Female , Pregnancy , Aged , Forced Expiratory Volume/genetics , Placenta , Biomarkers
2.
Eur J Heart Fail ; 26(1): 87-102, 2024 Jan.
Article En | MEDLINE | ID: mdl-37936531

AIM: To examine the ability of serum proteins in predicting future heart failure (HF) events, including HF with reduced or preserved ejection fraction (HFrEF or HFpEF), in relation to event time, and with or without considering established HF-associated clinical variables. METHODS AND RESULTS: In the prospective population-based Age, Gene/Environment Susceptibility Reykjavik Study (AGES-RS), 440 individuals developed HF after their first visit with a median follow-up of 5.45 years. Among them, 167 were diagnosed with HFrEF and 188 with HFpEF. A least absolute shrinkage and selection operator regression model with non-parametric bootstrap were used to select predictors from an analysis of 4782 serum proteins, and several pre-established clinical parameters linked to HF. A subset of 8-10 distinct or overlapping serum proteins predicted different future HF outcomes, and C-statistics were used to assess discrimination, revealing proteins combined with a C-index of 0.80 for all incident HF, 0.78 and 0.80 for incident HFpEF or HFrEF, respectively. In the AGES-RS, protein panels alone encompassed the risk contained in the clinical information and improved the performance characteristics of prediction models based on N-terminal pro-B-type natriuretic peptide and clinical risk factors. Finally, the protein predictors performed particularly well close to the time of an HF event, an outcome that was replicated in the Cardiovascular Health Study. CONCLUSION: A small number of circulating proteins accurately predicted future HF in the AGES-RS cohort of older adults, and they alone encompass the risk information found in a collection of clinical data. Incident HF events were predicted up to 8 years, with predictor performance significantly improving for events occurring less than 1 year ahead, a finding replicated in an external cohort study.


Heart Failure , Humans , Aged , Heart Failure/diagnosis , Heart Failure/epidemiology , Cohort Studies , Stroke Volume , Prospective Studies , Proteomics , Blood Proteins , Prognosis
3.
Europace ; 25(11)2023 11 02.
Article En | MEDLINE | ID: mdl-37967346

AIMS: Atrial fibrillation (AF) is associated with high risk of comorbidities and mortality. Our aim was to examine causal and predictive relationships between 4137 serum proteins and incident AF in the prospective population-based Age, Gene/Environment Susceptibility-Reykjavik (AGES-Reykjavik) study. METHODS AND RESULTS: The study included 4765 participants, of whom 1172 developed AF. Cox proportional hazards regression models were fitted for 4137 baseline protein measurements adjusting for known risk factors. Protein associations were tested for replication in the Cardiovascular Health Study (CHS). Causal relationships were examined in a bidirectional, two-sample Mendelian randomization analysis. The time-dependent area under the receiver operating characteristic curve (AUC)-statistic was examined as protein levels and an AF-polygenic risk score (PRS) were added to clinical risk models. The proteomic signature of incident AF consisted of 76 proteins, of which 63 (83%) were novel and 29 (38%) were replicated in CHS. The signature included both N-terminal prohormone of brain natriuretic peptide (NT-proBNP)-dependent (e.g. CHST15, ATP1B1, and SVEP1) and independent components (e.g. ASPN, AKR1B, and LAMA1/LAMB1/LAMC1). Nine causal candidates were identified (TAGLN, WARS, CHST15, CHMP3, COL15A1, DUSP13, MANBA, QSOX2, and SRL). The reverse causal analysis suggested that most AF-associated proteins were affected by the genetic liability to AF. N-terminal prohormone of brain natriuretic peptide improved the prediction of incident AF events close to baseline with further improvements gained by the AF-PRS at all time points. CONCLUSION: The AF proteomic signature includes biologically relevant proteins, some of which may be causal. It mainly reflects an NT-proBNP-dependent consequence of the genetic liability to AF. N-terminal prohormone of brain natriuretic peptide is a promising marker for incident AF in the short term, but risk assessment incorporating a PRS may improve long-term risk assessment.


Atrial Fibrillation , Humans , Atrial Fibrillation/diagnosis , Atrial Fibrillation/epidemiology , Natriuretic Peptide, Brain , Biomarkers , Prognosis , Prospective Studies , Proteomics , Risk Factors , Peptide Fragments , Oxidoreductases Acting on Sulfur Group Donors , Endosomal Sorting Complexes Required for Transport
4.
medRxiv ; 2023 Nov 09.
Article En | MEDLINE | ID: mdl-37986771

The current demand for early intervention, prevention, and treatment of late onset Alzheimer's disease (LOAD) warrants deeper understanding of the underlying molecular processes which could contribute to biomarker and drug target discovery. Utilizing high-throughput proteomic measurements in serum from a prospective population-based cohort of older adults (n=5,294), we identified 303 unique proteins associated with incident LOAD (median follow-up 12.8 years). Over 40% of these proteins were associated with LOAD independently of APOE-ε4 carrier status. These proteins were implicated in neuronal processes and overlapped with protein signatures of LOAD in brain and cerebrospinal fluid. We found 17 proteins which LOAD-association was strongly dependent on APOE-ε4 carrier status. Most of them showed consistent associations with LOAD in cerebrospinal fluid and a third had brain-specific gene expression. Remarkably, four proteins in this group (TBCA, ARL2, S100A13 and IRF6) were downregulated by APOE-ε4 yet upregulated as a consequence of LOAD as determined in a bi-directional Mendelian randomization analysis, reflecting a potential response to the disease onset. Accordingly, the direct association of these proteins to LOAD was reversed upon APOE-ε4 genotype adjustment, a finding which we replicate in an external cohort (n=719). Our findings provide an insight into the dysregulated pathways that may lead to the development and early detection of LOAD, including those both independent and dependent on APOE-ε4. Importantly, many of the LOAD-associated proteins we find in the circulation have been found to be expressed - and have a direct link with AD - in brain tissue. Thus, the proteins identified here, and their upstream modulating pathways, provide a new source of circulating biomarker and therapeutic target candidates for LOAD.

5.
Commun Biol ; 4(1): 1085, 2021 09 15.
Article En | MEDLINE | ID: mdl-34526658

We present two high-throughput compatible methods to detect the interaction of ectopically expressed (RT-Bind) or endogenously tagged (EndoBind) proteins of interest. Both approaches provide temporal evaluation of dimer formation over an extended duration. Using examples of the Nrf2-KEAP1 and the CRAF-KRAS-G12V interaction, we demonstrate that our method allows for the detection of signal for more than 2 days after substrate addition, allowing for continuous monitoring of endogenous protein-protein interactions in real time.


High-Throughput Screening Assays/methods , Kelch-Like ECH-Associated Protein 1/chemistry , NF-E2-Related Factor 2/chemistry , Proto-Oncogene Proteins p21(ras)/chemistry , HEK293 Cells , Humans , Protein Binding
6.
Biotechnol Bioeng ; 118(8): 3187-3199, 2021 08.
Article En | MEDLINE | ID: mdl-34050941

Cancer is a disease of somatic mutations. These cellular mutations compete to dominate their microenvironment and dictate the disease outcome. While a therapeutic approach to target-specific oncogenic driver mutations helps to manage the disease, subsequent molecular evolution of tumor cells threatens to overtake therapeutic progress. There is a need for rapid, high-throughput, unbiased in vitro discovery screening platforms that capture the native complexities of the tumor and rapidly identify mutations that confer chemotherapeutic drug resistance. Taking the example of the CDK4/6 inhibitor (CDK4/6i) class of drugs, we show that the pooled in vitro CRISPR screening platform enables rapid discovery of drug resistance mutations in a three-dimensional (3D) setting. Gene-edited cancer cell clones assembled into an organotypic multicellular tumor spheroid (MCTS), exposed to CDK4/6i caused selection and enrichment of the most drug-resistant phenotypes, detectable by next-gen sequencing after a span of 28 days. The platform was sufficiently sensitive to enrich for even a single drug-resistant cell within a large, drug-responsive complex 3D tumor spheroid. The genome-wide 3D CRISPR-mediated knockout screen (>18,000 genes) identified several genes whose disruptions conferred resistance to CDK4/6i. Furthermore, multiple novel candidate genes were identified as top hits only in the microphysiological 3D enrichment assay platform and not the conventional 2D assays. Taken together, these findings suggest that including phenotypic 3D resistance profiling in decision trees could improve discovery and reconfirmation of drug resistance mechanisms and afford a platform for exploring noncell autonomous interactions, selection pressures, and clonal competition.


Antineoplastic Agents/pharmacology , Breast Neoplasms , CRISPR-Cas Systems , Cell Culture Techniques , Drug Resistance, Neoplasm , Spheroids, Cellular/metabolism , Tumor Microenvironment , Breast Neoplasms/drug therapy , Breast Neoplasms/genetics , Breast Neoplasms/metabolism , Cell Line, Tumor , Drug Screening Assays, Antitumor , Female , Humans
7.
Nat Med ; 24(11): 1732-1742, 2018 11.
Article En | MEDLINE | ID: mdl-30297908

Available corrector drugs are unable to effectively rescue the folding defects of CFTR-ΔF508 (or CFTR-F508del), the most common disease-causing mutation of the cystic fibrosis transmembrane conductance regulator, a plasma membrane (PM) anion channel, and thus to substantially ameliorate clinical phenotypes of cystic fibrosis (CF). To overcome the corrector efficacy ceiling, here we show that compounds targeting distinct structural defects of CFTR can synergistically rescue mutant expression and function at the PM. High-throughput cell-based screens and mechanistic analysis identified three small-molecule series that target defects at nucleotide-binding domain (NBD1), NBD2 and their membrane-spanning domain (MSD) interfaces. Although individually these compounds marginally improve ΔF508-CFTR folding efficiency, function and stability, their combinations lead to ~50-100% of wild-type-level correction in immortalized and primary human airway epithelia and in mouse nasal epithelia. Likewise, corrector combinations were effective against rare missense mutations in various CFTR domains, probably acting via structural allostery, suggesting a mechanistic framework for their broad application.


Cystic Fibrosis Transmembrane Conductance Regulator/chemistry , Cystic Fibrosis/drug therapy , Protein Folding/drug effects , Small Molecule Libraries/chemistry , Allosteric Regulation/drug effects , Bronchi/cytology , Bronchi/drug effects , Cell Membrane/drug effects , Cell Membrane/genetics , Cystic Fibrosis/genetics , Cystic Fibrosis/pathology , Cystic Fibrosis Transmembrane Conductance Regulator/antagonists & inhibitors , Cystic Fibrosis Transmembrane Conductance Regulator/genetics , Epithelial Cells/drug effects , Gene Expression Regulation/drug effects , Humans , Mutation , Nasal Mucosa/cytology , Nasal Mucosa/drug effects , Protein Domains/drug effects , Small Molecule Libraries/pharmacology , Structure-Activity Relationship
8.
Science ; 361(6404): 769-773, 2018 08 24.
Article En | MEDLINE | ID: mdl-30072576

Proteins circulating in the blood are critical for age-related disease processes; however, the serum proteome has remained largely unexplored. To this end, 4137 proteins covering most predicted extracellular proteins were measured in the serum of 5457 Icelanders over 65 years of age. Pairwise correlation between proteins as they varied across individuals revealed 27 different network modules of serum proteins, many of which were associated with cardiovascular and metabolic disease states, as well as overall survival. The protein modules were controlled by cis- and trans-acting genetic variants, which in many cases were also associated with complex disease. This revealed co-regulated groups of circulating proteins that incorporated regulatory control between tissues and demonstrated close relationships to past, current, and future disease states.


Blood Proteins/analysis , Blood Proteins/genetics , Cardiovascular Diseases/genetics , Metabolic Diseases/genetics , Proteome/analysis , Proteome/genetics , Proteomics/methods , Aptamers, Nucleotide , Genetic Predisposition to Disease , Genetic Variation , Humans , Iceland , Metabolic Networks and Pathways
9.
Cell ; 173(3): 762-775.e16, 2018 04 19.
Article En | MEDLINE | ID: mdl-29677517

Mechanotransduction plays a crucial role in vascular biology. One example of this is the local regulation of vascular resistance via flow-mediated dilation (FMD). Impairment of this process is a hallmark of endothelial dysfunction and a precursor to a wide array of vascular diseases, such as hypertension and atherosclerosis. Yet the molecules responsible for sensing flow (shear stress) within endothelial cells remain largely unknown. We designed a 384-well screening system that applies shear stress on cultured cells. We identified a mechanosensitive cell line that exhibits shear stress-activated calcium transients, screened a focused RNAi library, and identified GPR68 as necessary and sufficient for shear stress responses. GPR68 is expressed in endothelial cells of small-diameter (resistance) arteries. Importantly, Gpr68-deficient mice display markedly impaired acute FMD and chronic flow-mediated outward remodeling in mesenteric arterioles. Therefore, GPR68 is an essential flow sensor in arteriolar endothelium and is a critical signaling component in cardiovascular pathophysiology.


Mechanotransduction, Cellular , RNA Interference , Receptors, G-Protein-Coupled/physiology , Animals , Biocompatible Materials , Calcium/metabolism , Cell Line, Tumor , Endothelial Cells/physiology , Endothelium, Vascular/cytology , HEK293 Cells , Human Umbilical Vein Endothelial Cells , Humans , Hydrogen-Ion Concentration , Mesenteric Arteries/physiology , Mice , Mice, Inbred C57BL , Mice, Knockout , Nitric Oxide/metabolism , RNA, Small Interfering/metabolism , Receptors, G-Protein-Coupled/genetics , Shear Strength , Stress, Mechanical , Vascular Resistance
10.
Oncotarget ; 8(59): 99913-99930, 2017 Nov 21.
Article En | MEDLINE | ID: mdl-29245949

Recent advances in chemotherapeutics highlight the importance of molecularly-targeted perturbagens. Although these therapies typically address dysregulated cancer cell proteins, there are increasing therapeutic modalities that take into consideration cancer cell-extrinsic factors. Targeting components of tumor stroma such as vascular or immune cells has been shown to represent an efficacious approach in cancer treatment. Cancer-associated fibroblasts (CAFs) exemplify an important stromal component that can be exploited in targeted therapeutics, though their employment in drug discovery campaigns has been relatively minimal due to technical logistics in assaying for CAF-tumor interactions. Here we report a 3-dimensional multi-culture tumor:CAF spheroid phenotypic screening platform that can be applied to high-content drug discovery initiatives. Using a functional genomics approach we systematically profiled 1,024 candidate genes for CAF-intrinsic anti-spheroid activity; identifying several CAF genes important for development and maintenance of tumor:CAF co-culture spheroids. Along with previously reported genes such as WNT, we identify CAF-derived targets such as ARAF and COL3A1 upon which the tumor compartment depends for spheroid development. Specifically, we highlight the G-protein-coupled receptor OGR1 as a unique CAF-specific protein that may represent an attractive drug target for treating colorectal cancer. In vivo, murine colon tumor implants in OGR1 knockout mice displayed delayed tumor growth compared to tumors implanted in wild type littermate controls. These findings demonstrate a robust microphysiological screening approach for identifying new CAF targets that may be applied to drug discovery efforts.

11.
Nature ; 541(7638): 541-545, 2017 01 26.
Article En | MEDLINE | ID: mdl-28068668

Cell fate perturbations underlie many human diseases, including breast cancer. Unfortunately, the mechanisms by which breast cell fate are regulated are largely unknown. The mammary gland epithelium consists of differentiated luminal epithelial and basal myoepithelial cells, as well as undifferentiated stem cells and more restricted progenitors. Breast cancer originates from this epithelium, but the molecular mechanisms that underlie breast epithelial hierarchy remain ill-defined. Here, we use a high-content confocal image-based short hairpin RNA screen to identify tumour suppressors that regulate breast cell fate in primary human breast epithelial cells. We show that ablation of the large tumour suppressor kinases (LATS) 1 and 2 (refs 5, 6), which are part of the Hippo pathway, promotes the luminal phenotype and increases the number of bipotent and luminal progenitors, the proposed cells-of-origin of most human breast cancers. Mechanistically, we have identified a direct interaction between Hippo and oestrogen receptor-α (ERα) signalling. In the presence of LATS, ERα was targeted for ubiquitination and Ddb1-cullin4-associated-factor 1 (DCAF1)-dependent proteasomal degradation. Absence of LATS stabilized ERα and the Hippo effectors YAP and TAZ (hereafter YAP/TAZ), which together control breast cell fate through intrinsic and paracrine mechanisms. Our findings reveal a non-canonical (that is, YAP/TAZ-independent) effect of LATS in the regulation of human breast cell fate.


Breast/cytology , Breast/enzymology , Cell Differentiation , Cell Lineage , Estrogen Receptor alpha/metabolism , Protein Serine-Threonine Kinases/metabolism , Tumor Suppressor Proteins/metabolism , Adaptor Proteins, Signal Transducing/agonists , Adaptor Proteins, Signal Transducing/metabolism , Breast/pathology , Carrier Proteins/metabolism , Cells, Cultured , Estrogen Receptor alpha/agonists , Female , Genes, Tumor Suppressor , Humans , Phosphoproteins/agonists , Phosphoproteins/metabolism , Proteasome Endopeptidase Complex/metabolism , Protein Serine-Threonine Kinases/deficiency , Proteolysis , Signal Transduction , Transcription Factors , Tumor Suppressor Proteins/deficiency , Ubiquitin/metabolism , Ubiquitin-Protein Ligases , YAP-Signaling Proteins
12.
PLoS One ; 11(9): e0163129, 2016.
Article En | MEDLINE | ID: mdl-27649498

High throughput random mutagenesis is a powerful tool to identify which residues are important for the function of a protein, and gain insight into its structure-function relation. The human muscle nicotinic acetylcholine receptor was used to test whether this technique previously used for monomeric receptors can be applied to a pentameric ligand-gated ion channel. A mutant library for the α1 subunit of the channel was generated by error-prone PCR, and full length sequences of all 2816 mutants were retrieved using single molecule real time sequencing. Each α1 mutant was co-transfected with wildtype ß1, δ, and ε subunits, and the channel function characterized by an ion flux assay. To test whether the strategy could map the structure-function relation of this receptor, we attempted to identify mutations that conferred resistance to competitive antagonists. Mutant hits were defined as receptors that responded to the nicotinic agonist epibatidine, but were not inhibited by either α-bungarotoxin or tubocurarine. Eight α1 subunit mutant hits were identified, six of which contained mutations at position Y233 or V275 in the transmembrane domain. Three single point mutations (Y233N, Y233H, and V275M) were studied further, and found to enhance the potencies of five channel agonists tested. This suggests that the mutations made the channel resistant to the antagonists, not by impairing antagonist binding, but rather by producing a gain-of-function phenotype, e.g. increased agonist sensitivity. Our data show that random high throughput mutagenesis is applicable to multimeric proteins to discover novel functional mutants, and outlines the benefits of using single molecule real time sequencing with regards to quality control of the mutant library as well as downstream mutant data interpretation.


High-Throughput Nucleotide Sequencing/methods , Muscles/metabolism , Mutagenesis , Receptors, Nicotinic/genetics , Amino Acid Sequence , Bridged Bicyclo Compounds, Heterocyclic/pharmacology , Bungarotoxins/pharmacology , Calcium/metabolism , HEK293 Cells , Humans , Ion Transport/drug effects , Mutation , Nicotinic Agonists/pharmacology , Nicotinic Antagonists/pharmacology , Pyridines/pharmacology , Receptors, Nicotinic/metabolism , Sequence Homology, Amino Acid , Tubocurarine/pharmacology
13.
BMC Cancer ; 14: 944, 2014 Dec 13.
Article En | MEDLINE | ID: mdl-25495526

BACKGROUND: MYC family members are among the most frequently deregulated oncogenes in human cancers, yet direct therapeutic targeting of MYC in cancer has been challenging thus far. Synthetic lethality provides an opportunity for therapeutic intervention of MYC-driven cancers. METHODS: A pooled kinase shRNA library screen was performed and next-generation deep sequencing efforts identified that PRKDC was synthetically lethal in cells overexpressing MYC. Genes and proteins of interest were knocked down or inhibited using RNAi technology and small molecule inhibitors, respectively. Quantitative RT-PCR using TaqMan probes examined mRNA expression levels and cell viability was assessed using CellTiter-Glo (Promega). Western blotting was performed to monitor different protein levels in the presence or absence of RNAi or compound treatment. Statistical significance of differences among data sets were determined using unpaired t test (Mann-Whitney test) or ANOVA. RESULTS: Inhibition of PRKDC using RNAi (RNA interference) or small molecular inhibitors preferentially killed MYC-overexpressing human lung fibroblasts. Moreover, inducible PRKDC knockdown decreased cell viability selectively in high MYC-expressing human small cell lung cancer cell lines. At the molecular level, we found that inhibition of PRKDC downregulated MYC mRNA and protein expression in multiple cancer cell lines. In addition, we confirmed that overexpression of MYC family proteins induced DNA double-strand breaks; our results also revealed that PRKDC inhibition in these cells led to an increase in DNA damage levels. CONCLUSIONS: Our data suggest that the synthetic lethality between PRKDC and MYC may in part be due to PRKDC dependent modulation of MYC expression, as well as MYC-induced DNA damage where PRKDC plays a key role in DNA damage repair.


DNA-Activated Protein Kinase/genetics , Neoplasms/genetics , Nuclear Proteins/genetics , Proto-Oncogene Proteins c-myc/genetics , RNA Interference , RNA, Small Interfering/genetics , Cell Line , Cell Line, Transformed , Cell Proliferation , Cell Survival/genetics , Cluster Analysis , DNA Breaks, Double-Stranded , DNA-Activated Protein Kinase/metabolism , Fibroblasts/metabolism , Gene Expression , Gene Expression Profiling , Gene Expression Regulation, Neoplastic , Gene Knockdown Techniques , Humans , Neoplasms/metabolism , Nuclear Proteins/metabolism , Proto-Oncogene Proteins c-myc/metabolism , Small Cell Lung Carcinoma/genetics , Small Cell Lung Carcinoma/metabolism
14.
PLoS One ; 9(6): e97973, 2014.
Article En | MEDLINE | ID: mdl-24886841

The human prostacyclin receptor (hIP receptor) is a seven-transmembrane G protein-coupled receptor (GPCR) that plays a critical role in vascular smooth muscle relaxation and platelet aggregation. hIP receptor dysfunction has been implicated in numerous cardiovascular abnormalities, including myocardial infarction, hypertension, thrombosis and atherosclerosis. Genomic sequencing has discovered several genetic variations in the PTGIR gene coding for hIP receptor, however, its structure-function relationship has not been sufficiently explored. Here we set out to investigate the applicability of high throughput random mutagenesis to study the structure-function relationship of hIP receptor. While chemical mutagenesis was not suitable to generate a mutagenesis library with sufficient coverage, our data demonstrate error-prone PCR (epPCR) mediated mutagenesis as a valuable method for the unbiased screening of residues regulating hIP receptor function and expression. Here we describe the generation and functional characterization of an epPCR derived mutagenesis library compromising >4000 mutants of the hIP receptor. We introduce next generation sequencing as a useful tool to validate the quality of mutagenesis libraries by providing information about the coverage, mutation rate and mutational bias. We identified 18 mutants of the hIP receptor that were expressed at the cell surface, but demonstrated impaired receptor function. A total of 38 non-synonymous mutations were identified within the coding region of the hIP receptor, mapping to 36 distinct residues, including several mutations previously reported to affect the signaling of the hIP receptor. Thus, our data demonstrates epPCR mediated random mutagenesis as a valuable and practical method to study the structure-function relationship of GPCRs.


Amino Acids/genetics , High-Throughput Nucleotide Sequencing , Mutagenesis/genetics , Receptors, Prostaglandin/genetics , Computer Simulation , HEK293 Cells , Humans , Hydroxylamine , Mutation/genetics , Mutation Rate , Polymerase Chain Reaction , Receptors, Epoprostenol
15.
Cell ; 157(2): 447-458, 2014 Apr 10.
Article En | MEDLINE | ID: mdl-24725410

Maintenance of a constant cell volume in response to extracellular or intracellular osmotic changes is critical for cellular homeostasis. Activation of a ubiquitous volume-regulated anion channel (VRAC) plays a key role in this process; however, its molecular identity in vertebrates remains unknown. Here, we used a cell-based fluorescence assay and performed a genome-wide RNAi screen to find components of VRAC. We identified SWELL1 (LRRC8A), a member of a four-transmembrane protein family with unknown function, as essential for hypotonicity-induced iodide influx. SWELL1 is localized to the plasma membrane, and its knockdown dramatically reduces endogenous VRAC currents and regulatory cell volume decrease in various cell types. Furthermore, point mutations in SWELL1 cause a significant change in VRAC anion selectivity, demonstrating that SWELL1 is an essential VRAC component. These findings enable further molecular characterization of the VRAC channel complex and genetic studies for understanding the function of VRAC in normal physiology and disease.


Cell Size , Membrane Proteins/metabolism , Animals , Cell Membrane/chemistry , Cell Membrane/metabolism , Gene Expression Profiling , Gene Knockdown Techniques , Genome-Wide Association Study , HEK293 Cells , HeLa Cells , Humans , Iodides/metabolism , Membrane Proteins/chemistry , Membrane Proteins/genetics , Mice , RNA Interference
16.
J Biomol Screen ; 18(10): 1298-308, 2013 Dec.
Article En | MEDLINE | ID: mdl-23918920

There has been increasing interest in the development of cellular behavior models that take advantage of three-dimensional (3D) cell culture. To enable assessment of differential perturbagen impacts on cell growth in 2D and 3D, we have miniaturized and adapted for high-throughput screening (HTS) the soft agar colony formation assay, employing a laser-scanning cytometer to image and quantify multiple cell types simultaneously. The assay is HTS compatible, providing high-quality, image-based, replicable data for multiple, co-cultured cell types. As proof of concept, we subjected colorectal carcinoma colonies in 3D soft agar to a mini screen of 1528 natural product compounds. Hit compounds from the primary screen were rescreened in an HTS 3D co-culture matrix containing colon stromal cells and cancer cells. By combining tumor cells and normal, nontransformed colon epithelial cells in one primary screening assay, we were able to obtain differential IC50 data, thereby distinguishing tumor-specific compounds from general cytotoxic compounds. Moreover, we were able to identify compounds that antagonized tumor colony formation in 3D only, highlighting the importance of this assay in identifying agents that interfere with 3D tumor structural growth. This screening platform provides a fast, simple, and robust method for identification of tumor-specific agents in a biologically relevant microenvironment.


Antineoplastic Agents/pharmacology , Drug Screening Assays, Antitumor/methods , Coculture Techniques , HCT116 Cells , High-Throughput Screening Assays/methods , Humans , Inhibitory Concentration 50 , Small Molecule Libraries
17.
Mol Cell ; 50(3): 356-67, 2013 May 09.
Article En | MEDLINE | ID: mdl-23603119

A high-throughput RNA interference (RNAi) screen targeting 542 genes of the human kinome was used to discover regulators of RNAi. Here we report that the proto-oncogene Akt-3/PKBγ (Akt3) phosphorylates Argonaute 2 (Ago2) at S387, which downregulates cleavage and upregulates translational repression of endogenous microRNA (miRNA)-targeted messenger RNAs (mRNAs). We further demonstrate that Akt3 coimmunoprecipitates with Ago2 and phosphorylation of Ago2 at S387 facilitates its interaction with GW182 and localization to cytoplasmic processing bodies (P bodies), where miRNA-targeted mRNAs are thought to be stored and degraded. Therefore, Akt3-mediated phosphorylation of Ago2 is a molecular switch between target mRNA cleavage and translational repression activities of Ago2.


Argonaute Proteins/genetics , MicroRNAs/genetics , Proto-Oncogene Proteins c-akt/genetics , Argonaute Proteins/metabolism , Cell Line , Cell Line, Tumor , Down-Regulation , HEK293 Cells , HeLa Cells , Humans , Phosphorylation , Proto-Oncogene Mas , Proto-Oncogene Proteins c-akt/metabolism , Up-Regulation
18.
PLoS One ; 8(1): e51671, 2013.
Article En | MEDLINE | ID: mdl-23300950

Emerging evidence suggests that some cancers contain a population of stem-like TICs (tumor-initiating cells) and eliminating TICs may offer a new strategy to develop successful anti-cancer therapies. As molecular mechanisms underlying the maintenance of the TIC pool are poorly understood, the development of TIC-specific therapeutics remains a major challenge. We first identified and characterized TICs and non-TICs isolated from a mouse breast cancer model. TICs displayed increased tumorigenic potential, self-renewal, heterogeneous differentiation, and bipotency. Gene expression analysis and immunostaining of TICs and non-TICs revealed that FGFR2 was preferentially expressed in TICs. Loss of FGFR2 impaired self-renewal of TICs, thus resulting in marked decreases in the TIC population and tumorigenic potential. Restoration of FGFR2 rescued the defects in TIC pool maintenance, bipotency, and breast tumor growth driven by FGFR2 knockdown. In addition, pharmacological inhibition of FGFR2 kinase activity led to a decrease in the TIC population which resulted in suppression of breast tumor growth. Moreover, human breast TICs isolated from patient tumor samples were found enriched in a FGFR2+ population that was sufficient to initiate tumor growth. Our data suggest that FGFR2 is essential in sustaining the breast TIC pool through promotion of self-renewal and maintenance of bipotent TICs, and raise the possibility of FGFR2 inhibition as a strategy for anti-cancer therapy by eradicating breast TICs.


Breast Neoplasms/metabolism , Gene Expression Regulation, Neoplastic , Mammary Neoplasms, Animal/metabolism , Neoplastic Stem Cells/immunology , Receptor, Fibroblast Growth Factor, Type 2/metabolism , Animals , CD24 Antigen/metabolism , Cell Culture Techniques , Cell Differentiation , Cell Proliferation , Female , Flow Cytometry , Gene Expression Profiling , Humans , Integrin beta1/metabolism , Mice , Mice, Inbred NOD , Microscopy, Fluorescence , Neoplasm Transplantation , Neoplastic Stem Cells/metabolism , Signal Transduction
19.
Cell Host Microbe ; 11(3): 306-18, 2012 Mar 15.
Article En | MEDLINE | ID: mdl-22423970

Pathogens commonly utilize endocytic pathways to gain cellular access. The endosomal pattern recognition receptors TLR7 and TLR9 detect pathogen-encoded nucleic acids to initiate MyD88-dependent proinflammatory responses to microbial infection. Using genome-wide RNAi screening and integrative systems-based analysis, we identify 190 cofactors required for TLR7- and TLR9-directed signaling responses. A set of cofactors were crossprofiled for their activities downstream of several immunoreceptors and then functionally mapped based on the known architecture of NF-κB signaling pathways. Protein complexes and pathways involved in ubiquitin-protein ligase activities, sphingolipid metabolism, chromatin modifications, and ancient stress responses were found to modulate innate recognition of endosomal nucleic acids. Additionally, hepatocyte growth factor-regulated tyrosine kinase substrate (HRS) was characterized as necessary for ubiquitin-dependent TLR9 targeting to the endolysosome. Proteins and pathways identified here should prove useful in delineating strategies to manipulate innate responses for treatment of autoimmune disorders and microbial infection.


Immunity, Innate/genetics , Toll-Like Receptor 7/metabolism , Toll-Like Receptor 9/metabolism , Animals , Chick Embryo , Computer Simulation , Endosomal Sorting Complexes Required for Transport/metabolism , Endosomal Sorting Complexes Required for Transport/physiology , Endosomes/metabolism , Gene Expression Profiling , Gene Knockdown Techniques , Gene Regulatory Networks , HEK293 Cells , Humans , Intracellular Signaling Peptides and Proteins/genetics , Intracellular Signaling Peptides and Proteins/metabolism , Models, Biological , Myeloid Differentiation Factor 88/genetics , Myeloid Differentiation Factor 88/metabolism , Phosphoproteins/metabolism , Phosphoproteins/physiology , Protein Transport , RNA Interference , Signal Transduction , Support Vector Machine
20.
Proc Natl Acad Sci U S A ; 108(41): 17117-22, 2011 Oct 11.
Article En | MEDLINE | ID: mdl-21949408

Glucocorticoids can inhibit inflammation by abrogating the activity of NF-κB, a family of transcription factors that regulates the production of proinflammatory cytokines. To understand the molecular mechanism of repression of NF-κB activity by glucocorticoids, we performed a high-throughput siRNA oligo screen to identify novel genes involved in this process. Here, we report that loss of p53, a tumor suppressor protein, impaired repression of NF-κB target gene transcription by glucocorticoids. Additionally, loss of p53 also impaired transcription of glucocorticoid receptor (GR) target genes, whereas upstream NF-κB and glucocorticoid receptor signaling cascades remained intact. We further demonstrate that p53 loss severely impaired glucocorticoid rescue of death in a mouse model of LPS shock. Our findings unveil a new role for p53 in the repression of NF-κB by glucocorticoids and suggest important implications for treatment of the proinflammatory microenvironments found in tumors with aberrant p53 activity.


NF-kappa B/metabolism , Receptors, Glucocorticoid/metabolism , Tumor Suppressor Protein p53/metabolism , Animals , Dexamethasone/pharmacology , High-Throughput Screening Assays , Lipopolysaccharides/toxicity , Mice , Mice, Inbred C57BL , Mice, Knockout , Protein Interaction Maps , RNA Interference , RNA, Messenger/genetics , RNA, Messenger/metabolism , RNA, Small Interfering/genetics , Shock, Septic/chemically induced , Shock, Septic/genetics , Shock, Septic/metabolism , Signal Transduction , Tumor Suppressor Protein p53/deficiency , Tumor Suppressor Protein p53/genetics
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