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Long non-coding RNA (lncRNA) has become an important regulator of many cellular processes, including cell proliferation. Although studies have shown that a variety of lncRNAs play an important role in the occurrence and development of hematopoietic malignancies, a more comprehensive and unbiased method to study the function of lncRNAs in leukemia cell lines is lacking. Here, we used short hairpin RNA (shRNA) library combined with high-throughput sequencing to screen lncRNAs that may affect the proliferation of leukemia cell lines, and identified lncRNA C20orf204-203 among 74 candidate lncRNAs in this study. Further experiments showed that C20orf204-203 was localized in the cytoplasm in both K562 and THP-1 cell lines. C20orf204-203 knockdown decreased the proliferation of K562 and THP-1 cell lines accompanied with the increased proportion of early apoptotic cells. We observed the increased mRNA level of BAD gene while decreased protein level of TP53 and BCL2. The expression of Caspase 3 decreased and Caspase 3-cleaved protein increased in THP-1 cell line. However, their changes were inconsistent in the two cell lines. Our experimental results showed that knockdown of lncRNA C20orf204-203 in leukemia cell lines affected cell proliferation although the mechanism of action in different cell lines may differ. Importantly, our research demonstrated the feasibility of using shRNA library combined with high-throughput sequencing to study the role of lncRNA in leukemia cell lines on a large scale.
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Leucemia , ARN Largo no Codificante , Caspasa 3 , Línea Celular Tumoral , Proliferación Celular/genética , Humanos , Lentivirus/genética , Leucemia/genética , Proteínas Proto-Oncogénicas c-bcl-2 , ARN Largo no Codificante/genética , ARN Largo no Codificante/metabolismo , ARN Mensajero , ARN Interferente Pequeño/genéticaRESUMEN
Activated microglia release extracellular vesicles (EVs) as modulators of brain homeostasis and innate immunity. However, the molecules critical for regulating EV production from microglia are poorly understood. Here we establish a murine microglial cell model to monitor EV secretion by measuring the fluorescence signal of tdTomato, which is linked to tetraspanin CD63. Stimulation of tdTomato+ cells with ATP induces rapid secretion of EVs and a reduction in cellular tdTomato intensity, reflecting EV secretion. We generate a GFP+ tdTomato+ cell library expressing TurboGFP and barcoded short hairpin RNAs for genome-wide screening using next-generation sequencing. We identify Mcfd2, Sepp1, and Sdc1 as critical regulators of ATP-induced EV secretion from murine microglia. Small interfering RNA (siRNA-based) silencing of each of these genes suppresses lipopolysaccharide- and ATP-induced inflammasome activation, as determined by interleukin-1ß release from primary cultured murine microglia. These molecules are critical for microglial EV secretion and are potential therapeutic targets for neuroinflammatory disorders.
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Vesículas Extracelulares , Microglía , Adenosina Trifosfato , Animales , Lipopolisacáridos/farmacología , Ratones , ARN Interferente PequeñoRESUMEN
As the first FDA-approved tyrosine kinase inhibitor for treatment of patients with myelofibrosis (MF), ruxolitinib improves clinical symptoms but does not lead to eradication of the disease or significant reduction of the mutated allele burden. The resistance of MF clones against the suppressive action of ruxolitinib may be due to intrinsic or extrinsic mechanisms leading to activity of additional pro-survival genes or signalling pathways that function independently of JAK2/STAT5. To identify alternative therapeutic targets, we applied a pooled-shRNA library targeting ~5000 genes to a JAK2V617F-positive cell line under a variety of conditions, including absence or presence of ruxolitinib and in the presence of a bone marrow microenvironment-like culture medium. We identified several proteasomal gene family members as essential to HEL cell survival. The importance of these genes was validated in MF cells using the proteasomal inhibitor carfilzomib, which also enhanced lethality in combination with ruxolitinib. We also showed that proteasome gene expression is reduced by ruxolitinib in MF CD34+ cells and that additional targeting of proteasomal activity by carfilzomib enhances the inhibitory action of ruxolitinib in vitro. Hence, this study suggests a potential role for proteasome inhibitors in combination with ruxolitinib for management of MF patients.
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In parallel with the expansion of RNA interference (RNAi) techniques, accumulating evidence indicates that RNAi analyses might be seriously biased due to the off-target effects of gene-specific short hairpin RNAs (shRNAs). Our findings indicated that off-target effects of non-targeting shRNA comprise another source of misinterpreted shRNA-based data. We found that SHC016, which is one of two non-targeting shRNA controls for the MISSION (commercialized TRC) library, exerts deleterious effects that lead to elimination of the shRNA-coding cassette from the genomes of cultured murine and human cells. Here, we used a lentiviral vector with inducible SHC016 expression to confirm that this shRNA induces apoptosis in murine cells and senescence or mitotic catastrophe depending on the p53 status in human tumor cells. We identified the core spliceosomal protein, small nuclear ribonucleoprotein Sm D3 (SNRPD3), as a major SHC016 target in several cell lines and confirmed that CRISPRi knockdown of SNRPD3 mimics the effects of SHC016 expression in A549 and U251 cells. The overexpression of SNRPD3 rescued U251 cells from SHC016-induced mitotic catastrophe. Our findings disqualified non-targeting SHC016 shRNA and added a new premise to the discussion about the sources of uncertainty in RNAi results.
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BACKGROUND: Breast cancer (BC) is a heterogeneous disease for which the commonly used chemotherapeutic agents primarily include the anthracyclines (doxorubicin, epirubicin), microtubule inhibitors (paclitaxel, docetaxel, eribulin), and alkylating agents (cyclophosphamide). While these drugs can be highly effective, metastatic tumours are frequently refractory to treatment or become resistant upon tumour relapse. METHODS: We undertook a cell polarity/epithelial mesenchymal plasticity (EMP)-enriched short hairpin RNA (shRNA) screen in MDA-MB-468 breast cancer cells to identify factors underpinning heterogeneous responses to three chemotherapeutic agents used clinically in breast cancer: Doxorubicin, docetaxel, and eribulin. shRNA-transduced cells were treated for 6 weeks with the EC10 of each drug, and shRNA representation assessed by deep sequencing. We first identified candidate genes with depleted shRNA, implying that their silencing could promote a response. Using the Broad Institute's Connectivity Map (CMap), we identified partner inhibitors targeting the identified gene families that may induce cell death in combination with doxorubicin, and tested them with all three drug treatments. RESULTS: In total, 259 shRNAs were depleted with doxorubicin treatment (at p < 0.01), 66 with docetaxel, and 25 with eribulin. Twenty-four depleted hairpins overlapped between doxorubicin and docetaxel, and shRNAs for TGFB2, RUNX1, CCDC80, and HYOU1 were depleted across all the three drug treatments. Inhibitors of MDM/TP53, TGFBR, and FGFR were identified by CMap as the top pharmaceutical perturbagens and we validated the combinatorial benefits of the TGFBR inhibitor (SB525334) and MDM inhibitor (RITA) with doxorubicin treatment, and also observed synergy between the inhibitor SB525334 and eribulin in MDA-MB-468 cells. CONCLUSIONS: Taken together, a cell polarity/EMP-enriched shRNA library screen identified relevant gene products that could be targeted alongside current chemotherapeutic agents for the treatment of invasive BC.
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BACKGROUND: Short hairpin RNAs (shRNAs) expressed from vectors have been used as an effective means of exploiting the RNA interference (RNAi) pathway in mammalian cells. Genome-scale screening with shRNA libraries has been used to investigate the relationship between genotypes and phenotypes on a large scale. Although several methods have been developed to construct shRNA libraries, their broad application has been limited by the high cost of constructing these libraries. OBJECTIVE: We develop a new method that efficiently constructs a shRNA library at low cost, using treatments with several enzymes and an oligonucleotide library. METHODS: The library of shRNA expression cassettes, which were cloned into a lentiviral plasmid, was produced through several enzymatic reactions, starting from a library of 20,000 different short oligonucleotides produced by microarray-based oligonucleotide synthesis. RESULTS: The NGS sequence analysis of the library shows that 99.8% of them (19,956 from 20,000 sequences) were contained in the library: 63.2% of them represent the correct sequences and the rest showed one or two base pair differences from the expected sequences. CONCLUSION: Considering the ease of our method, shRNA libraries of new genomes and of specific populations of genes can be prepared in a short period of time for genome-scale RNAi library screening.
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Técnicas Químicas Combinatorias/métodos , Análisis de Secuencia por Matrices de Oligonucleótidos/métodos , ARN Interferente Pequeño/genética , Animales , Biblioteca de Genes , Humanos , Oligonucleótidos , Interferencia de ARN/fisiología , ARN Interferente Pequeño/síntesis químicaRESUMEN
Short hairpin RNA (shRNA) screens are powerful tools to probe genetic dependencies in loss-of-function studies, such as the identification of therapeutic targets in cancer research. Lentivirally delivered shRNAs embedded in endogenous microRNA contexts (shRNAmiRs) mediate efficient long-term suppression of target genes suitable for numerous experimental contexts and clinical applications. Here, an easy-to-use laboratory protocol is described, covering the design and pooled assembly of focused shRNAmiR libraries into an optimized, Tet-inducible all-in-one lentiviral vector, packaging of viral particles, followed by retrieval and quantification of hairpin sequences after cellular DNA-recovery. Starting from a gene list to the identification of hits, the protocol enables shRNA screens within 6 weeks.
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Biblioteca de Genes , Vectores Genéticos/genética , Lentivirus/genética , MicroARNs/genética , ARN Interferente Pequeño/genética , Tetraciclina , Línea Celular , HumanosRESUMEN
Cancer cell motility is a key driver of metastasis. Although the intravasation of cancer cells into the blood stream is highly dependent on their motility and metastatic dissemination is the primary cause of cancer related deaths, current therapeutic strategies do not target the genes and proteins that are essential for cell motility. A primary reason for this is because the identification of cell motility-related genes that are relevant in vivo requires the visualization of metastatic lesions forming in an appropriate in vivo model. The cancer research community has lacked an in vivo and intravital metastatic cancer model that could be imaged as motility developed, in real-time. To address this, we developed a novel quantitative in vivo screening platform based on intravital imaging in shell-less ex ovo chick embryos. We applied this imaging approach to screen a human genome-wide short hairpin RNA library (shRNA) versus the highly motile head and neck cancer cells (HEp3 cell line) introduced into the chorioallantoic membrane (CAM) of chick embryos and identified multiple novel in vivo cancer cell motility-associated genes. When the expression of several of the identified genes was inhibited in the HEp3 tumors, we observed a nearly total block of spontaneous cancer metastasis.
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Anoikis resistance is a hallmark of cancer, and relates to malignant phenotypes, including chemoresistance, cancer stem like phenotypes and dissemination. The aim of this study was to identify key factors contributing to anoikis resistance in ovarian cancer using a functional genomics screen. A library of 81 000 shRNAs targeting 15 000 genes was transduced into OVCA420 cells, followed by incubation in soft agar and colony selection. We found shRNAs directed to ABHD2, ELAC2 and CYB5R3 caused reproducible anoikis resistance. These three genes are deleted in many serous ovarian cancers according to The Cancer Genome Atlas data. Suppression of ABHD2 in OVCA420 cells increased phosphorylated p38 and ERK, platinum resistance, and side population cells (p<0.01, respectively). Conversely, overexpression of ABHD2 decreased resistance to anoikis (p<0.05) and the amount of phosphorylated p38 and ERK in OVCA420 and SKOV3 cells. In clinical serous ovarian cancer specimens, low expression of ABHD2 was associated with platinum resistance and poor prognosis (p<0.05, respectively). In conclusion, we found three novel genes relevant to anoikis resistance in ovarian cancer using a functional genomics screen. Suppression of ABHD2 may promote a malignant phenotype and poor prognosis for women with serous ovarian cancer.
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Anoicis/genética , Hidrolasas/genética , Neoplasias Ováricas/genética , Línea Celular Tumoral , Resistencia a Antineoplásicos , Femenino , Regulación Neoplásica de la Expresión Génica , Genómica/métodos , Humanos , Hidrolasas/biosíntesis , Hidrolasas/metabolismo , Persona de Mediana Edad , Neoplasias Ováricas/enzimología , Neoplasias Ováricas/patología , Pronóstico , ARN Interferente Pequeño/metabolismo , Transducción de SeñalRESUMEN
mTOR inhibition has emerged as a promising strategy for head and neck squamous cell carcinomas (HNSCC) treatment. However, most targeted therapies ultimately develop resistance due to the activation of adaptive survival signaling mechanisms limiting the activity of targeted agents. Thus, co-targeting key adaptive mechanisms may enable more effective cancer cell killing. Here, we performed a synthetic lethality screen using shRNA libraries to identify druggable candidates for combinatorial signal inhibition. We found that the ERK pathway was the most highly represented. Combination of rapamycin with trametinib, a MEK1/2 inhibitor, demonstrated strong synergism in HNSCC-derived cells in vitro and in vivo, including HNSCC cells expressing the HRAS and PIK3CA oncogenes. Interestingly, cleaved caspase-3 was potently induced by the combination therapy in PIK3CA+ cells in vitro and tumor xenografts. Moreover, ectopic expression of PIK3CA mutations into PIK3CA- HNSCC cells sensitized them to the pro-apoptotic activity of the combination therapy. These findings indicate that co-targeting the mTOR/ERK pathways may provide a suitable precision strategy for HNSCC treatment. Moreover, PIK3CA+ HNSCC are particularly prone to undergo apoptosis after mTOR and ERK inhibition, thereby providing a potential biomarker of predictive value for the selection of patients that may benefit from this combination therapy.
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Protocolos de Quimioterapia Combinada Antineoplásica/farmacología , Fosfatidilinositol 3-Quinasa Clase I/genética , Sistema de Señalización de MAP Quinasas/efectos de los fármacos , Neoplasias de la Boca/tratamiento farmacológico , Piridonas/farmacología , Pirimidinonas/farmacología , Sirolimus/farmacología , Serina-Treonina Quinasas TOR/genética , Animales , Apoptosis/efectos de los fármacos , Apoptosis/genética , Línea Celular Tumoral , Fosfatidilinositol 3-Quinasa Clase I/metabolismo , Sinergismo Farmacológico , Femenino , Xenoinjertos , Humanos , Ratones , Ratones Desnudos , Terapia Molecular Dirigida , Neoplasias de la Boca/enzimología , Neoplasias de la Boca/genética , Neoplasias de la Boca/patología , Piridonas/administración & dosificación , Pirimidinonas/administración & dosificación , Interferencia de ARN , Sirolimus/administración & dosificación , Serina-Treonina Quinasas TOR/metabolismoRESUMEN
Combining glycolytic inhibition with other anti-cancer therapies is a potential approach to treating cancer. In this context, we attempted to identify genes that determine sensitivity to 2-deoxyglucose (2DG), a glycolytic inhibitor, in cancer cells using pooled shRNA libraries targeting â¼15,000 genes. The screen revealed that COPB1 and ARCN1, which are essential in retrograde transport, as determinants of sensitivity to 2DG: silencing of COPB1 or ARCN1 expression sensitized cells to 2DG toxicity. To address the mechanism of potentiation of 2DG toxicity by inhibition of COPI-mediated transport, we focused on the role of lipolysis as an alternate source of energy upon inhibition of glycolysis. In the process of lipolysis, COPI-mediated transport is required for localization to lipid droplets of adipose triglyceride lipase (ATGL), a key enzyme that produces fatty acids from triacylglycerol as a substrate for ß-oxidation. The ATGL inhibitor atglistatin potentiated 2DG toxicity, consistent with a model in which a defect in COPI-mediated transport of ATGL to lipid droplets inhibits energy supply, thereby sensitizing cells to glycolytic inhibition. Collectively, our data demonstrated that a defect in COPI-mediated transport or pharmacological inhibition of ATGL potentiates 2DG toxicity in cancer cells, possibly due to a reduction in the energy supply.
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Desoxiglucosa/farmacología , Neoplasias/tratamiento farmacológico , Neoplasias/genética , ARN Interferente Pequeño/genética , Antineoplásicos/farmacología , Transporte Biológico Activo , Línea Celular Tumoral , Proteína Coatómero/antagonistas & inhibidores , Proteína Coatómero/genética , Proteína Coatómero/metabolismo , Desoxiglucosa/administración & dosificación , Resistencia a Antineoplásicos/genética , Sinergismo Farmacológico , Inhibidores Enzimáticos/administración & dosificación , Inhibidores Enzimáticos/farmacología , Técnicas de Silenciamiento del Gen , Biblioteca de Genes , Glucólisis/efectos de los fármacos , Glucólisis/genética , Células HCT116 , Células HeLa , Humanos , Lipasa/antagonistas & inhibidores , Lipasa/metabolismo , Metabolismo de los Lípidos/efectos de los fármacos , Metabolismo de los Lípidos/genética , Neoplasias/metabolismo , Compuestos de Fenilurea/administración & dosificación , Compuestos de Fenilurea/farmacologíaRESUMEN
Targeting synthetic lethal interactions is a promising new therapeutic approach to exploit specific changes that occur within cancer cells. Multiple approaches to investigate these interactions have been developed and successfully implemented, including chemical, siRNA, shRNA, and CRISPR library screens. Genome-wide computational approaches, such as DAISY, also have been successful in predicting synthetic lethal interactions from both cancer cell lines and patient samples. Each approach has its advantages and disadvantages that need to be considered depending on the cancer type and its molecular alterations. This review discusses these approaches and examines case studies that highlight their use.
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Antineoplásicos/uso terapéutico , Apoptosis/efectos de los fármacos , Terapia Genética/métodos , Terapia Molecular Dirigida/métodos , Neoplasias/fisiopatología , Neoplasias/terapia , Animales , Descubrimiento de Drogas , Humanos , Neoplasias/patologíaRESUMEN
RNA interference screening using pooled, short hairpin RNA (shRNA) is a powerful, high-throughput tool for determining the biological relevance of genes for a phenotype. Assessing an shRNA pooled screen's performance is difficult in practice; one can estimate the performance only by using reproducibility as a proxy for power or by employing a large number of validated positive and negative controls. Here, we develop an open-source software tool, the Power Decoder simulator, for generating shRNA pooled screening experiments in silico that can be used to estimate a screen's statistical power. Using the negative binomial distribution, it models both the relative abundance of multiple shRNAs within a single screening replicate and the biological noise between replicates for each individual shRNA. We demonstrate that this simulator can successfully model the data from an actual laboratory experiment. We then use it to evaluate the effects of biological replicates and sequencing counts on the performance of a pooled screen, without the necessity of gathering additional data. The Power Decoder simulator is written in R and Python and is available for download under the GNU General Public License v3.0.
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Modelos Biológicos , Interferencia de ARN , ARN Interferente Pequeño/genética , Programas Informáticos , Línea Celular , Simulación por Computador , Biblioteca de Genes , Secuenciación de Nucleótidos de Alto Rendimiento , Humanos , Reproducibilidad de los ResultadosRESUMEN
We have developed a screening platform for the isolation of genetic entities involved in metastatic reactivation. Retroviral libraries of cDNAs from fully metastatic breast-cancer cells or pooled microRNAs were transduced into breast-cancer cells that become dormant upon infiltrating the lung. Upon inoculation in the tail vein of mice, the cells that had acquired the ability to undergo reactivation generated metastatic lesions. Integrated retroviral vectors were recovered from these lesions, sequenced, and subjected to a second round of validation. By using this strategy, we isolated canonical genes and microRNAs that mediate metastatic reactivation in the lung. To identify genes that oppose reactivation, we screened an expression library encoding shRNAs, and we identified target genes that encode potential enforcers of dormancy. Our screening strategy enables the identification and rapid biological validation of single genetic entities that are necessary to maintain dormancy or to induce reactivation. This technology should facilitate the elucidation of the molecular underpinnings of these processes.
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Regulación Neoplásica de la Expresión Génica , Genes Relacionados con las Neoplasias , Ensayos Analíticos de Alto Rendimiento/métodos , Neoplasias Mamarias Experimentales/patología , Metástasis de la Neoplasia/genética , Animales , Carcinoma/secundario , Línea Celular Tumoral , ADN Complementario/genética , ADN de Neoplasias/genética , Femenino , Biblioteca de Genes , Vectores Genéticos/genética , Vectores Genéticos/aislamiento & purificación , Neoplasias Pulmonares/secundario , Ratones , Ratones Endogámicos BALB C , MicroARNs/genética , MicroARNs/aislamiento & purificación , Metástasis de la Neoplasia/patología , Proteínas de Neoplasias/genética , Proteínas de Neoplasias/fisiología , Trasplante de Neoplasias , Provirus/genética , Provirus/aislamiento & purificación , ARN Neoplásico/genética , ARN Neoplásico/aislamiento & purificación , ARN Interferente Pequeño/genética , Retroviridae/genética , Retroviridae/aislamiento & purificación , Transducción Genética , Integración ViralRESUMEN
RNA interference (RNAi) screens have recently emerged as an exciting new tool for studying gene function in mammalian cells. In order to facilitate those studies, short hairpin RNA (shRNA) expression libraries covering the entire human transcriptome have become commercially available. To make use of the full potential of such large-scale shRNA libraries, microarray-based methods have been developed to analyze complex pooled RNAi screens. In terms of microarray analysis, different strategies have been pursued by different research groups, largely influenced by the employed shRNA library. In this review, we compare the three major shRNA expression libraries with a focus on their suitability for a microarray-based analysis of pooled screens. We analyze and compare approaches previously used to perform pooled RNAi screens and point out their advantages as well as limitations.