RESUMEN
Morphological and gene expression profiling can cost-effectively capture thousands of features in thousands of samples across perturbations by disease, mutation, or drug treatments, but it is unclear to what extent the two modalities capture overlapping versus complementary information. Here, using both the L1000 and Cell Painting assays to profile gene expression and cell morphology, respectively, we perturb human A549 lung cancer cells with 1,327 small molecules from the Drug Repurposing Hub across six doses, providing a data resource including dose-response data from both assays. The two assays capture both shared and complementary information for mapping cell state. Cell Painting profiles from compound perturbations are more reproducible and show more diversity but measure fewer distinct groups of features. Applying unsupervised and supervised methods to predict compound mechanisms of action (MOAs) and gene targets, we find that the two assays not only provide a partially shared but also a complementary view of drug mechanisms. Given the numerous applications of profiling in biology, our analyses provide guidance for planning experiments that profile cells for detecting distinct cell types, disease phenotypes, and response to chemical or genetic perturbations.
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Perfilación de la Expresión Génica , Humanos , Perfilación de la Expresión Génica/métodos , FenotipoRESUMEN
We identified the anti-Mullerian hormone (also known as Müllerian inhibiting substance or MIS) as an inhibitory hormone that induces long-term contraception in mammals. The type II receptor to this hormone, AMHR2 (also known as MISR2), represents a promising druggable target for the modulation of female reproduction with a mechanism of action distinct from steroidal contraceptives. We designed an in vitro platform to screen and validate small molecules that can activate MISR2 signaling and suppress ovarian folliculogenesis. Using a bone morphogenesis protein (BMP)response element luciferase reporter cellbased assay, we screened 5,440 compounds from a repurposed drug library. Positive hits in this screen were tested for specificity and potency in luciferase doseresponse assays, and biological activity was tested in ex vivo Mullerian duct regression bioassays. Selected candidates were further evaluated in ex vivo follicle/ovary culture assays and in vivo in mice and rats. Here, we report that SP600125, CYC-116, gandotinib, and ruxolitinib can specifically inhibit primordial follicle activation and repress folliculogenesis by stimulating the MISR2 pathway.
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Anticonceptivos , Reposicionamiento de Medicamentos , Folículo Ovárico , Receptores de Péptidos , Receptores de Factores de Crecimiento Transformadores beta , Bibliotecas de Moléculas Pequeñas , Animales , Antracenos/química , Antracenos/farmacología , Anticonceptivos/química , Anticonceptivos/farmacología , Evaluación Preclínica de Medicamentos , Femenino , Humanos , Ratones , Nitrilos/química , Nitrilos/farmacología , Folículo Ovárico/efectos de los fármacos , Folículo Ovárico/crecimiento & desarrollo , Pirazoles/química , Pirazoles/farmacología , Pirimidinas/química , Pirimidinas/farmacología , Ratas , Receptores de Péptidos/agonistas , Receptores de Factores de Crecimiento Transformadores beta/agonistas , Bibliotecas de Moléculas Pequeñas/química , Bibliotecas de Moléculas Pequeñas/farmacología , Tiazoles/química , Tiazoles/farmacologíaRESUMEN
Intracellular accumulation of misfolded proteins causes toxic proteinopathies, diseases without targeted therapies. Mucin 1 kidney disease (MKD) results from a frameshift mutation in the MUC1 gene (MUC1-fs). Here, we show that MKD is a toxic proteinopathy. Intracellular MUC1-fs accumulation activated the ATF6 unfolded protein response (UPR) branch. We identified BRD4780, a small molecule that clears MUC1-fs from patient cells, from kidneys of knockin mice and from patient kidney organoids. MUC1-fs is trapped in TMED9 cargo receptor-containing vesicles of the early secretory pathway. BRD4780 binds TMED9, releases MUC1-fs, and re-routes it for lysosomal degradation, an effect phenocopied by TMED9 deletion. Our findings reveal BRD4780 as a promising lead for the treatment of MKD and other toxic proteinopathies. Generally, we elucidate a novel mechanism for the entrapment of misfolded proteins by cargo receptors and a strategy for their release and anterograde trafficking to the lysosome.
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Benzamidas/metabolismo , Compuestos Bicíclicos con Puentes/farmacología , Heptanos/farmacología , Lisosomas/efectos de los fármacos , Proteínas de Transporte Vesicular/metabolismo , Factor de Transcripción Activador 6/metabolismo , Animales , Benzamidas/química , Benzamidas/farmacología , Compuestos Bicíclicos con Puentes/uso terapéutico , Células Epiteliales/citología , Células Epiteliales/metabolismo , Femenino , Mutación del Sistema de Lectura , Heptanos/uso terapéutico , Humanos , Receptores de Imidazolina/antagonistas & inhibidores , Receptores de Imidazolina/genética , Receptores de Imidazolina/metabolismo , Células Madre Pluripotentes Inducidas/citología , Células Madre Pluripotentes Inducidas/metabolismo , Riñón/citología , Riñón/metabolismo , Riñón/patología , Enfermedades Renales/metabolismo , Enfermedades Renales/patología , Lisosomas/metabolismo , Masculino , Ratones , Ratones Transgénicos , Mucina-1/química , Mucina-1/genética , Mucina-1/metabolismo , Interferencia de ARN , ARN Interferente Pequeño/metabolismo , Respuesta de Proteína Desplegada/efectos de los fármacos , Proteínas de Transporte Vesicular/químicaRESUMEN
OBJECTIVE: Impaired expansion of peripheral fat contributes to the pathogenesis of insulin resistance and Type 2 Diabetes (T2D). We aimed to identify novel disease-gene interactions during adipocyte differentiation. METHODS: Genes in disease-associated loci for T2D, adiposity and insulin resistance were ranked according to expression in human adipocytes. The top 125 genes were ablated in human pre-adipocytes via CRISPR/CAS9 and the resulting cellular phenotypes quantified during adipocyte differentiation with high-content microscopy and automated image analysis. Morphometric measurements were extracted from all images and used to construct morphologic profiles for each gene. RESULTS: Over 107 morphometric measurements were obtained. Clustering of the morphologic profiles accross all genes revealed a group of 14 genes characterized by decreased lipid accumulation, and enriched for known lipodystrophy genes. For two lipodystrophy genes, BSCL2 and AGPAT2, sub-clusters with PLIN1 and CEBPA identifed by morphological similarity were validated by independent experiments as novel protein-protein and gene regulatory interactions. CONCLUSIONS: A morphometric approach in adipocytes can resolve multiple cellular mechanisms for metabolic disease loci; this approach enables mechanistic interrogation of the hundreds of metabolic disease loci whose function still remains unknown.
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Adipocitos/citología , Adipogénesis , Diabetes Mellitus/genética , Redes Reguladoras de Genes , Mapas de Interacción de Proteínas , Aciltransferasas/genética , Aciltransferasas/metabolismo , Adipocitos/metabolismo , Adipocitos/patología , Proteínas Potenciadoras de Unión a CCAAT/genética , Proteínas Potenciadoras de Unión a CCAAT/metabolismo , Células Cultivadas , Diabetes Mellitus/patología , Subunidades gamma de la Proteína de Unión al GTP/genética , Subunidades gamma de la Proteína de Unión al GTP/metabolismo , Células HEK293 , Humanos , Resistencia a la Insulina , Perilipina-1/genética , Perilipina-1/metabolismo , Fenotipo , TranscriptomaRESUMEN
Cryptococcus neoformans is one of the most important human fungal pathogens; however, no new therapies have been developed in over 50 years. Fungicidal activity is crucially important for an effective anticryptococal agent and, therefore, we screened 361,675 molecules against C. neoformans using an adenylate kinase release assay that specifically detects fungicidal activity. A set of secondary assays narrowed the set of hits to molecules that interfere with fungal cell wall integrity and identified three benzothioureas with low in vitro mammalian toxicity and good in vitro anticryptococcal (minimum inhibitory concentration = 4 µg/mL). This scaffold inhibits signaling through the cell wall integrity MAP kinase cascade. Structure-activity studies indicate that the thiocarbonyl moiety is crucial for activity. Genetic and biochemical data suggest that benzothioureas inhibit signaling upstream of the kinase cascade. Thus, the benzothioureas appear to be a promising new scaffold for further exploration in the search for new anticryptococcal agents.
RESUMEN
Pancreatic and duodenal homeobox 1 (PDX1), a member of the homeodomain-containing transcription factor family, is a key transcription factor important for both pancreas development and mature ß cell function. The ectopic overexpression of Pdx1, Neurog3, and MafA in mice reprograms acinar cells to insulin-producing cells. We developed a quantitative PCR-based gene expression assay to screen more than 60,000 compounds for expression of each of these genes in the human PANC-1 ductal carcinoma cell line. We identified BRD7552, which upregulated PDX1 expression in both primary human islets and ductal cells, and induced epigenetic changes in the PDX1 promoter consistent with transcriptional activation. Prolonged compound treatment induced both insulin mRNA and protein and also enhanced insulin expression induced by the three-gene combination. These results provide a proof of principle for identifying small molecules that induce expression of transcription factors to control cellular reprogramming.