49 results on '"Sebastian M.B. Nijman"'
Search Results
2. The Novel Nucleoside Analogue ProTide NUC-7738 Overcomes Cancer Resistance Mechanisms In Vitro and in a First-In-Human Phase I Clinical Trial
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Sebastian M.B. Nijman, Farasat Kazmi, In Hwa Um, Ruud G.P.M. van Stiphout, Gareth L. Bond, Mustafa Elshani, Valentina Ferrari, Ruth Plummer, David J. Harrison, Sarah P. Blagden, James Chettle, Mary Kudsy, Michaela Serpi, Stefan Symeonides, Josephine Morris, Hagen Schwenzer, Leticia Campo, Alistair Easton, and Erica De Zan
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Cancer Research ,biology ,Nucleoside analogue ,Chemistry ,Protide ,Phosphoramidate ,Adenosine kinase ,Adenosine ,fluids and secretions ,Adenosine deaminase ,Oncology ,Cancer cell ,Cancer research ,biology.protein ,medicine ,Nucleoside ,medicine.drug - Abstract
Purpose: Nucleoside analogues form the backbone of many therapeutic regimens in oncology and require the presence of intracellular enzymes for their activation. A ProTide is comprised of a nucleoside fused to a protective phosphoramidate cap. ProTides are easily incorporated into cells whereupon the cap is cleaved and a preactivated nucleoside released. 3′-Deoxyadenosine (3′-dA) is a naturally occurring adenosine analogue with established anticancer activity in vitro but limited bioavailability due to its rapid in vivo deamination by the circulating enzyme adenosine deaminase, poor uptake into cells, and reliance on adenosine kinase for its activation. In order to overcome these limitations, 3′-dA was chemically modified to create the novel ProTide NUC-7738. Experimental Design: We describe the synthesis of NUC-7738. We determine the IC50 of NUC-7738 using pharmacokinetics (PK) and conduct genome-wide analyses to identify its mechanism of action using different cancer model systems. We validate these findings in patients with cancer. Results: We show that NUC-7738 overcomes the cancer resistance mechanisms that limit the activity of 3′-dA and that its activation is dependent on ProTide cleavage by the enzyme histidine triad nucleotide-binding protein 1. PK and tumor samples obtained from the ongoing first-in-human phase I clinical trial of NUC-7738 further validate our in vitro findings and show NUC-7738 is an effective proapoptotic agent in cancer cells with effects on the NF-κB pathway. Conclusions: Our study provides proof that NUC-7738 overcomes cellular resistance mechanisms and supports its further clinical evaluation as a novel cancer treatment within the growing pantheon of anticancer ProTides.
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- 2021
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3. Quantitative genetic screening reveals a Ragulator-FLCN feedback loop that regulates the mTORC1 pathway
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Erica de Zan, Ruud van Stiphout, Thijn R. Brummelkamp, Vincent A. Blomen, Sebastian M.B. Nijman, and Bianca V. Gapp
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Cell Survival ,Protein subunit ,Computational biology ,mTORC1 ,Haploidy ,Mechanistic Target of Rapamycin Complex 1 ,Biology ,Biochemistry ,Cell Line ,law.invention ,03 medical and health sciences ,0302 clinical medicine ,RNA interference ,law ,Cell Line, Tumor ,Proto-Oncogene Proteins ,Guanine Nucleotide Exchange Factors ,Humans ,Genetic Testing ,Folliculin ,Molecular Biology ,Adaptor Proteins, Signal Transducing ,030304 developmental biology ,Feedback, Physiological ,0303 health sciences ,Tumor Suppressor Proteins ,Cell Biology ,HEK293 Cells ,Mutation ,Suppressor ,Signal transduction ,030217 neurology & neurosurgery ,Function (biology) ,HeLa Cells ,Signal Transduction ,Genetic screen - Abstract
Forward genetic screens in mammalian cell lines, such as RNAi and CRISPR-Cas9 screens, have made major contributions to the elucidation of diverse signaling pathways. Here, we exploited human haploid cells as a robust comparative screening platform and report a set of quantitative forward genetic screens for identifying regulatory mechanisms of mTORC1 signaling, a key growth control pathway that senses diverse metabolic states. Selected chemical and genetic perturbations in this screening platform, including rapamycin treatment and genetic ablation of the Ragulator subunit LAMTOR4, revealed the known core mTORC1 regulatory signaling complexes and the intimate interplay of the mTORC1 pathway with lysosomal function, validating the approach. In addition, we identified a differential requirement for LAMTOR4 and LAMTOR5 in regulating the mTORC1 pathway under fed and starved conditions. Furthermore, we uncovered a previously unknown "synthetic-sick" interaction between the tumor suppressor folliculin and LAMTOR4, which may have therapeutic implications in cancer treatment. Together, our study demonstrates the use of iterative "perturb and observe" genetic screens to uncover regulatory mechanisms driving complex mammalian signaling networks.
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- 2020
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4. Abstract 931: From bench to bedside: Using ProTide chemistry to transform 3'-deoxyadenosine into the novel anti-cancer agent Nuc-7738
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Erica de Zan, Mustafa Elshani, Michaela Serpi, Valentina Ferrari, Sarah P. Blagden, Sebastian M.B. Nijman, David J. Harrison, Hagen Schwenzer, Mary Kudsy, James Chettle, Josephine Morris, Ruud van Stiphout, and Gareth P Bond
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Cancer Research ,chemistry.chemical_compound ,fluids and secretions ,Oncology ,Deoxyadenosine ,Chemistry ,Cancer research ,medicine ,Cancer ,Protide ,medicine.disease ,Bench to bedside - Abstract
Background: 3'-deoxyadenosine (3'-dA; also known as cordycepin) is a nucleoside analog that has shown potent anti-cancer activity in non-clinical studies but has not been clinically developed because of its vulnerability to rapid degradation by the circulating enzyme adenosine deaminase (ADA) and its poor uptake into cancer cells. The ProTide NUC-7738 is a pre-activated and protected nucleotide analog (3'-dA 5'monophosphate; 3'-dAMP) specifically designed to overcome the limitations of 3'-dA. NUC-7738's phosphoramidate moiety renders it resistant to ADA degradation. Here we compared NUC-7738 to 3'-dA in several model systems prior to conducting a first-in-class dose-escalation/expansion study of NUC-7738 in patients with advanced cancers. Materials and Methods: To determine the potency of NUC-7738, IC50 values were measured in multiple cancer cell lines and compared to the parent compound, 3'-dA. Chemical inhibitors of ADA and other 3'-dA processing enzymes were applied to assess the relative ability of NUC-7738 to bypass these pathways. Using genome-wide gene-trap screens and RNA sequencing we compared mechanisms of action (MOA) for NUC-7738 and 3'-dA. Results: NUC-7738 demonstrated up to 185x greater anti-cancer potency than 3'-dA across a variety of cancer cells lines. Gene trap experiments showed that the intracellular activating enzyme adenosine kinase (ADK) and the hENT1 transporter were amongst the highest enriched genes for 3'-dA, whilst no enrichments for these genes were observed in NUC-7738 treated cells. In support of this, in vitro inhibition assays showed that unlike 3'-dA, NUC-7738 is resistant to ADA breakdown, is not reliant on hENT1 transport for its cellular uptake, and is independent of ADK for its activity. As expected, RNA sequencing analysis demonstrated overlap between the MOA of NUC-7738 and 3'-dA; both cause cancer cell death via the intrinsic apoptosis pathway and suppression of pro-survival signaling. Further investigation of gene candidates was employed in ex-vivo cancer kidney cancer samples. Conclusion: Phosphoramidate chemistry was used to transform the nucleoside analog 3'-dA into NUC-7738, rendering it resistant to degradation by ADA and enabling it to enter cancer cells independent of nucleoside transporters, both of which contribute to NUC-7738's substantially greater in vitro potency compared to 3'-dA. The gene trap approach allowed a sophisticated comparison of the MOA of NUC-7738 with 3'-dA. By overcoming the resistance mechanisms associated with 3'-dA, NUC-7738 generates higher levels of the active anti-cancer metabolite in cancer cells. These data supported the initiation of NuTide:701, a first-in-human Phase I study assessing the safety, tolerability, pharmacokinetics and pharmacodynamics of NUC-7738 in patients with advanced solid tumors that are resistant to conventional treatment. Citation Format: Hagen Schwenzer, Michaela Serpi, Valentina Ferrari, James Chettle, Josephine Morris, Ruud van Stiphout, Erica de Zan, Sebastian Nijman, Mustafa Elshani, Mary Kudsy, David Harrison, Gareth Bond, Sarah P. Blagden. From bench to bedside: Using ProTide chemistry to transform 3'-deoxyadenosine into the novel anti-cancer agent Nuc-7738 [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2021; 2021 Apr 10-15 and May 17-21. Philadelphia (PA): AACR; Cancer Res 2021;81(13_Suppl):Abstract nr 931.
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- 2021
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5. Perturbation-Driven Entropy as a Source of Cancer Cell Heterogeneity
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Sebastian M.B. Nijman
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0301 basic medicine ,Cancer Research ,Somatic cell ,Entropy ,Cell Plasticity ,Gene regulatory network ,Antineoplastic Agents ,Computational biology ,Biology ,Epigenesis, Genetic ,Evolution, Molecular ,03 medical and health sciences ,Genetic Heterogeneity ,0302 clinical medicine ,Neoplasms ,Humans ,Gene Regulatory Networks ,Models, Genetic ,Genetic heterogeneity ,Therapeutic resistance ,Evolvability ,Gene Expression Regulation, Neoplastic ,030104 developmental biology ,Oncology ,Cellular plasticity ,Drug Resistance, Neoplasm ,030220 oncology & carcinogenesis ,Cancer cell ,Mutation ,Neoplastic Stem Cells ,Darwinian selection - Abstract
Intratumor heterogeneity is a key hallmark of cancer that contributes to progression and therapeutic resistance. Phenotypic heterogeneity is in part caused by Darwinian selection of subclones that arise by random (epi)genetic aberrations. In addition, cancer cells are endowed with increased cellular plasticity compared with their normal counterparts, further adding to their heterogeneous behavior. However, the molecular mechanisms underpinning cancer cell plasticity are incompletely understood. Here, I outline the hypothesis that cancer-associated perturbations collectively disrupt normal gene regulatory networks (GRNs) by increasing their entropy. Importantly, in this model both somatic driver and passenger alterations contribute to 'perturbation-driven entropy', thereby increasing phenotypic heterogeneity and evolvability. This additional layer of heterogeneity may contribute to our understanding of cancer evolution and therapeutic resistance.
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- 2019
6. Functional genomics to uncover drug mechanism of action
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Sebastian M.B. Nijman
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Drug ,business.industry ,media_common.quotation_subject ,Genomics ,Cell Biology ,Drug action ,Biology ,Biotechnology ,Biomarker ,Pharmaceutical Preparations ,Risk analysis (engineering) ,Action (philosophy) ,Animals ,Humans ,business ,Molecular Biology ,Functional genomics ,Chemical genetics ,media_common ,Pharmaceutical industry - Abstract
The upswing in US Food and Drug Administration and European Medicines Agency drug approvals in 2014 may have marked an end to the dry spell that has troubled the pharmaceutical industry over the past decade. Regardless, the attrition rate of drugs in late clinical phases remains high, and a lack of target validation has been highlighted as an explanation. This has led to a resurgence in appreciation of phenotypic drug screens, as these may be more likely to yield compounds with relevant modes of action. However, cell-based screening approaches do not directly reveal cellular targets, and hence target deconvolution and a detailed understanding of drug action are needed for efficient lead optimization and biomarker development. Here, recently developed functional genomics technologies that address this need are reviewed. The approaches pioneered in model organisms, particularly in yeast, and more recently adapted to mammalian systems are discussed. Finally, areas of particular interest and directions for future tool development are highlighted.
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- 2015
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7. Abstract A062: Preclinical study of the fungal derivative cordycepin as an anti-cancer agent
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Hagen Schwenzer, Gareth L. Bond, Cornelia H. de Moor, Ruud G.P.M. van Stiphout, Sebastian M.B. Nijman, Sarah P. Blagden, and Erica De Zan
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Cancer Research ,biology ,Cordycepin ,Cell growth ,Intrinsic apoptosis ,Adenosine kinase ,Equilibrative nucleoside transporter 1 ,ADK ,chemistry.chemical_compound ,Adenosine deaminase ,Oncology ,chemistry ,Cancer cell ,Cancer research ,biology.protein - Abstract
Introduction: Cordycepin or 3′-deoxyadenosine is an extract from the fungus Cordyceps sinensis, a popular traditional medicine in the Far East. Although its active metabolite 3′-deoxydenosine 5′-triphosphate (3’dATP) has potent in vitro anti-cancer activity, it has shown limited efficacy in clinical trials. This is due to its poor bioavailability and rapid degradation by the ubiquitous catabolic enzyme adenosine deaminase (ADA). Here, using genetic and cellular cancer model systems, we investigated the biological impact of cordycepin in cancer cells. Experimental Procedures: Cell proliferation was measured in the presence of cordycepin and antagonists to determine its IC50. A haploid leukaemia-derived cell line, Hap1, was mutagenized using retroviral gene trapping and the mutant pool was selected for clones resistant to cordycepin which were sequenced by NGS. CRISP/Cas9 knock out combined with pharmacokinetic determination of the IC50 enabled us to validate the top hits. RNA deep sequencing-based transcriptomic analysis and gene set enrichment were used to identify the signalling pathways most affected by cordycepin and to define possible mechanisms of action. Results: We found 106 significant gene hits using the haploid genetic screen. The intracellular antiproliferative activity of cordycepin depended on both its uptake by human equilibrative nucleoside transporter 1 (hENT1) and its rate-limiting phosphorylation by the intracellular enzyme adenosine kinase (ADK). CRISPR/Cas9 knock out or selective inhibition of hENT1 or ADK led to a greater than 10-fold reduction in the activity of cordycepin. When extracellular degradation by ADA was inhibited, cordycepin showed up to 78x greater anti-proliferative potency in cancer cells. Furthermore, after 6h of treatment with cordycepin, cells showed significant differential expression of more 1000 genes. Integrating both datasets, we demonstrated by gene set enrichment analysis that, once successfully activated within the cell, 3’dATP induces cell death by a dual mechanism; by both activating the intrinsic apoptosis pathway and suppressing the TNFa-NFkB pro-survival signalling axis. Conclusions: We demonstrate here that, in the absence of ADA and in the presence of abundant hENT1 and ADK, the active metabolite of cordycepin, 3’ dATP, works as a dual driver of apoptosis in cancer cells. This suggests that a strategy of bypassing ADA and hENT1 while administering cordycepin or a chemically-modified version of cordycepin (that overcomes these resistance mechanisms) is essential to elicit any clinical anti-cancer effect. We are currently conducting a phase I trial of NUC-7738, a ProTide form of cordycepin designed to overcome these resistance mechanisms. Agents like NUC-7738 can enhance the stability and bioavailability of cordycepin, enabling it to effectively deliver its dualistic anticancer effect in patients. Citation Format: Hagen Schwenzer, Erica De Zan, Ruud van Stiphout, Cornelia H de Moor, Sebastian Nijman, Gareth Bond, Sarah P Blagden. Preclinical study of the fungal derivative cordycepin as an anti-cancer agent [abstract]. In: Proceedings of the AACR-NCI-EORTC International Conference on Molecular Targets and Cancer Therapeutics; 2019 Oct 26-30; Boston, MA. Philadelphia (PA): AACR; Mol Cancer Ther 2019;18(12 Suppl):Abstract nr A062. doi:10.1158/1535-7163.TARG-19-A062
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- 2019
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8. Light-assisted small-molecule screening against protein kinases
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Harald Janovjak, Matthias Nowak, Markus K Muellner, Sebastian M.B. Nijman, Eva Reichhart, Alvaro Ingles-Prieto, and Michael Grusch
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Orphan receptor ,Light ,Drug discovery ,Phenotypic screening ,Systems biology ,Small Molecule Libraries ,Cell Biology ,Biology ,Small molecule ,Article ,High-Throughput Screening Assays ,Cell biology ,Structure-Activity Relationship ,HEK293 Cells ,High-content screening ,571 Physiology ,Humans ,Protein Kinase Inhibitors ,Protein Kinases ,Molecular Biology ,Tyrosine kinase - Abstract
High-throughput live-cell screens are intricate elements of systems biology studies and drug discovery pipelines. Here, we demonstrate an optogenetics-assisted method that obviates the addition of chemical activators and reporters, reduces the number of operational steps and increases information content in a cell-based small molecule screen against human protein kinases including an orphan receptor tyrosine kinase. This blueprint for all-optical screening can be adapted to many drug targets and cellular processes.
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- 2015
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9. MEK inhibitors block growth of lung tumours with mutations in ataxia–telangiectasia mutated
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Sebastian M.B. Nijman, Amanda Katz, Keren Paz, Michal Smida, Tereza Suchankova, Tomasz Konopka, Barbara Mair, Iris Z. Uras, Abdelghani Mazouzi, Ferran Fece de la Cruz, Joanna I. Loizou, Claudia Kerzendorfer, Katalin Nagy-Bojarszky, Eric B. Haura, Markus K Muellner, and Zsuzsanna Bago-Horvath
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Proto-Oncogene Proteins B-raf ,0301 basic medicine ,MAPK/ERK pathway ,Lung Neoplasms ,Pyridones ,Science ,Mice, Nude ,General Physics and Astronomy ,Ataxia Telangiectasia Mutated Proteins ,Pyrimidinones ,Thiophenes ,mTORC1 ,Biology ,medicine.disease_cause ,Article ,General Biochemistry, Genetics and Molecular Biology ,03 medical and health sciences ,Cell Line, Tumor ,medicine ,Animals ,Humans ,Urea ,Lung cancer ,Protein Kinase Inhibitors ,PI3K/AKT/mTOR pathway ,Cell Proliferation ,Trametinib ,Multidisciplinary ,Kinase ,MEK inhibitor ,Diphenylamine ,General Chemistry ,medicine.disease ,Xenograft Model Antitumor Assays ,3. Good health ,030104 developmental biology ,Benzamides ,Mutation ,ras Proteins ,Cancer research ,RNA Interference ,KRAS - Abstract
Lung cancer is the leading cause of cancer deaths, and effective treatments are urgently needed. Loss-of-function mutations in the DNA damage response kinase ATM are common in lung adenocarcinoma but directly targeting these with drugs remains challenging. Here we report that ATM loss-of-function is synthetic lethal with drugs inhibiting the central growth factor kinases MEK1/2, including the FDA-approved drug trametinib. Lung cancer cells resistant to MEK inhibition become highly sensitive upon loss of ATM both in vitro and in vivo. Mechanistically, ATM mediates crosstalk between the prosurvival MEK/ERK and AKT/mTOR pathways. ATM loss also enhances the sensitivity of KRAS- or BRAF-mutant lung cancer cells to MEK inhibition. Thus, ATM mutational status in lung cancer is a mechanistic biomarker for MEK inhibitor response, which may improve patient stratification and extend the applicability of these drugs beyond RAS and BRAF mutant tumours., ATM is a tumor suppressor often mutated in lung adenocarcinoma. In this study, the authors starting from a synthetic lethal screen, demonstrate that tumor cells with mutations in ATM exhibit increased sensitivity to MEK1/2 inhibition through the modulation of the AKT/mTOR pathway.
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- 2016
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10. Gain- and loss-of-function mutations in the breast cancer gene GATA3 result in differential drug sensitivity
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Tomasz Konopka, Vasiliki Theodorou, Barbara Mair, Sejla Salic, Sebastian M.B. Nijman, Claudia Kerzendorfer, Katia Sleiman, Violeta Serra, and Markus K Muellner
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0301 basic medicine ,Cancer Research ,Methyltransferase ,Gene Expression ,medicine.disease_cause ,Biochemistry ,Suppressor Genes ,Epigenesis, Genetic ,Histones ,Histocompatibility Antigens ,Breast Tumors ,Medicine and Health Sciences ,Morphogenesis ,Drug Interactions ,Frameshift Mutation ,Genetics (clinical) ,Genetics ,Regulation of gene expression ,Mutation ,3. Good health ,Gene Expression Regulation, Neoplastic ,Oncology ,Histone methyltransferase ,MCF-7 Cells ,Female ,Research Article ,lcsh:QH426-470 ,Tumor Suppressor Genes ,Breast Neoplasms ,GATA3 Transcription Factor ,Biology ,Disease-Free Survival ,Frameshift mutation ,Small Molecule Libraries ,03 medical and health sciences ,Breast cancer ,Gene Types ,Breast Cancer ,DNA-binding proteins ,medicine ,Humans ,Epigenetics ,Molecular Biology ,Ecology, Evolution, Behavior and Systematics ,Pharmacology ,Oncogene ,Biology and Life Sciences ,Cancers and Neoplasms ,Proteins ,Estrogens ,Histone-Lysine N-Methyltransferase ,medicine.disease ,Morphogenic Segmentation ,lcsh:Genetics ,030104 developmental biology ,Drug Resistance, Neoplasm ,Developmental Biology - Abstract
Patterns of somatic mutations in cancer genes provide information about their functional role in tumourigenesis, and thus indicate their potential for therapeutic exploitation. Yet, the classical distinction between oncogene and tumour suppressor may not always apply. For instance, TP53 has been simultaneously associated with tumour suppressing and promoting activities. Here, we uncover a similar phenomenon for GATA3, a frequently mutated, yet poorly understood, breast cancer gene. We identify two functional classes of frameshift mutations that are associated with distinct expression profiles in tumours, differential disease-free patient survival and gain- and loss-of-function activities in a cell line model. Furthermore, we find an estrogen receptor-independent synthetic lethal interaction between a GATA3 frameshift mutant with an extended C-terminus and the histone methyltransferases G9A and GLP, indicating perturbed epigenetic regulation. Our findings reveal important insights into mutant GATA3 function and breast cancer, provide the first potential therapeutic strategy and suggest that dual tumour suppressive and oncogenic activities are more widespread than previously appreciated., Author Summary Cancer is a disease caused by genetic mutations. Mutation patterns are often indicative of a gene’s function as either tumour promoting or tumour suppressive. Here we describe the frequently mutated, but poorly studied, breast cancer gene GATA3 as a rare exception: We discover that two different functional classes of mutations in this gene can lead to either gain- or loss-of-function activities. The most common type of mutations, resulting in an unusually extended protein, is associated with differential gene expression and decreased disease-free survival. This mutant, in contrast to other mutations or the non-mutated protein, renders cells specifically vulnerable to inhibitors of two chromatin-modifying enzymes, the histone methyltransferases G9A and GLP. Our findings shed light on the functional consequences of frequent GATA3 mutations in breast cancer and represent a first lead toward personalised therapy for a large subgroup of breast cancer patients.
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- 2016
11. Comparison of genetic variants in matched samples using thesaurus annotation
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Sebastian M.B. Nijman and Tomasz Konopka
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0301 basic medicine ,Statistics and Probability ,Source code ,Computer science ,media_common.quotation_subject ,Locus (genetics) ,Computational biology ,computer.software_genre ,ENCODE ,medicine.disease_cause ,Biochemistry ,03 medical and health sciences ,Annotation ,chemistry.chemical_compound ,medicine ,Humans ,Molecular Biology ,De novo mutations ,media_common ,Thesaurus (information retrieval) ,Mutation ,Genome, Human ,Genetic Variation ,Genomics ,Genome Analysis ,Original Papers ,Computer Science Applications ,Computational Mathematics ,030104 developmental biology ,Vocabulary, Controlled ,Computational Theory and Mathematics ,chemistry ,Mutation (genetic algorithm) ,Human genome ,Data mining ,computer ,Software ,DNA - Abstract
Motivation: Calling changes in DNA, e.g. as a result of somatic events in cancer, requires analysis of multiple matched sequenced samples. Events in low-mappability regions of the human genome are difficult to encode in variant call files and have been under-reported as a result. However, they can be described accurately through thesaurus annotation—a technique that links multiple genomic loci together to explicate a single variant. Results: We here describe software and benchmarks for using thesaurus annotation to detect point changes in DNA from matched samples. In benchmarks on matched normal/tumor samples we show that the technique can recover between five and ten percent more true events than conventional approaches, while strictly limiting false discovery and being fully consistent with popular variant analysis workflows. We also demonstrate the utility of the approach for analysis of de novo mutations in parents/child families. Availability and implementation: Software performing thesaurus annotation is implemented in java; available in source code on github at GeneticThesaurus (https://github.com/tkonopka/GeneticThesaurus) and as an executable on sourceforge at geneticthesaurus (https://sourceforge.net/projects/geneticthesaurus). Mutation calling is implemented in an R package available on github at RGeneticThesaurus (https://github.com/tkonopka/RGeneticThesaurus). Supplementary information: Supplementary data are available at Bioinformatics online. Contact: tomasz.konopka@ludwig.ox.ac.uk
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- 2016
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12. An integrated chemical biology approach identifies specific vulnerability of Ewing's sarcoma to combined inhibition of Aurora kinases A and B
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Andrej Lissat, Uwe Rix, Stefan Kubicek, Jacques Colinge, Sebastian M.B. Nijman, Keiryn L. Bennett, Georg E. Winter, Heinrich Kovar, Alexey Stukalov, Giulio Superti-Furga, Markus K. Müllner, and Udo Kontny
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Cancer Research ,Oncogene Proteins, Fusion ,Down-Regulation ,Apoptosis ,Bone Neoplasms ,Mice, SCID ,Sarcoma, Ewing ,Protein Serine-Threonine Kinases ,Biology ,Piperazines ,Mice ,Random Allocation ,03 medical and health sciences ,0302 clinical medicine ,Aurora Kinases ,medicine ,Animals ,Humans ,Doxorubicin ,Danusertib ,Protein Kinase Inhibitors ,Etoposide ,030304 developmental biology ,0303 health sciences ,Proto-Oncogene Protein c-fli-1 ,Kinase ,Cell Cycle ,Ewing's sarcoma ,Drug Synergism ,Cell cycle ,medicine.disease ,Xenograft Model Antitumor Assays ,Virology ,Pediatric cancer ,3. Good health ,Oncology ,Gene Knockdown Techniques ,030220 oncology & carcinogenesis ,Cancer research ,RNA Interference ,Sarcoma ,RNA-Binding Protein EWS ,medicine.drug - Abstract
Ewing's sarcoma is a pediatric cancer of the bone that is characterized by the expression of the chimeric transcription factor EWS-FLI1 that confers a highly malignant phenotype and results from the chromosomal translocation t(11;22)(q24;q12). Poor overall survival and pronounced long-term side effects associated with traditional chemotherapy necessitate the development of novel, targeted, therapeutic strategies. We therefore conducted a focused viability screen with 200 small molecule kinase inhibitors in 2 different Ewing's sarcoma cell lines. This resulted in the identification of several potential molecular intervention points. Most notably, tozasertib (VX-680, MK-0457) displayed unique nanomolar efficacy, which extended to other cell lines, but was specific for Ewing's sarcoma. Furthermore, tozasertib showed strong synergies with the chemotherapeutic drugs etoposide and doxorubicin, the current standard agents for Ewing's sarcoma. To identify the relevant targets underlying the specific vulnerability toward tozasertib, we determined its cellular target profile by chemical proteomics. We identified 20 known and unknown serine/threonine and tyrosine protein kinase targets. Additional target deconvolution and functional validation by RNAi showed simultaneous inhibition of Aurora kinases A and B to be responsible for the observed tozasertib sensitivity, thereby revealing a new mechanism for targeting Ewing's sarcoma. We further corroborated our cellular observations with xenograft mouse models. In summary, the multilayered chemical biology approach presented here identified a specific vulnerability of Ewing's sarcoma to concomitant inhibition of Aurora kinases A and B by tozasertib and danusertib, which has the potential to become a new therapeutic option. Mol Cancer Ther; 10(10); 1846–56. ©2011 AACR.
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- 2016
13. A genomic and functional inventory of deubiquitinating enzymes
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Annette M.G. Dirac, Titia K. Sixma, Mark P.A. Luna-Vargas, Arno Velds, René Bernards, Thijn R. Brummelkamp, and Sebastian M.B. Nijman
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Models, Molecular ,Ubiquitin-Specific Proteases ,Proteasome Endopeptidase Complex ,Hydrolases ,Protein Conformation ,Amino Acid Motifs ,Ubiquitin C-Terminal Hydrolase ,Computational biology ,General Biochemistry, Genetics and Molecular Biology ,Deubiquitinating Enzyme CYLD ,Deubiquitinating enzyme ,Substrate Specificity ,Ubiquitin ,Endopeptidases ,Animals ,Humans ,Phylogeny ,Protein deubiquitination ,biology ,Biochemistry, Genetics and Molecular Biology(all) ,Genome, Human ,Chromatin ,Endocytosis ,USP9X ,Biochemistry ,OTUB1 ,biology.protein ,Biologie ,Protein Processing, Post-Translational - Abstract
SummaryPosttranslational modification of proteins by the small molecule ubiquitin is a key regulatory event, and the enzymes catalyzing these modifications have been the focus of many studies. Deubiquitinating enzymes, which mediate the removal and processing of ubiquitin, may be functionally as important but are less well understood. Here, we present an inventory of the deubiquitinating enzymes encoded in the human genome. In addition, we review the literature concerning these enzymes, with particular emphasis on their function, specificity, and the regulation of their activity.
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- 2016
14. Synthetic lethality: general principles, utility and detection using genetic screens in human cells
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Sebastian M.B. Nijman
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Synthetic lethality ,Biophysics ,Gene regulatory network ,Drug action ,Review ,Biology ,Biochemistry ,Structural Biology ,RNA interference ,Neoplasms ,Genetics ,medicine ,Humans ,Gene Regulatory Networks ,Molecular Biology ,Gene ,Cancer ,Regulation of gene expression ,Models, Genetic ,Cell Biology ,Genetic screens ,Neoplasm Proteins ,Gene Expression Regulation, Neoplastic ,Mechanism of action ,Mutation ,RNA Interference ,medicine.symptom ,Drug Screening Assays, Antitumor ,Genetic screen - Abstract
Synthetic lethality occurs when the simultaneous perturbation of two genes results in cellular or organismal death. Synthetic lethality also occurs between genes and small molecules, and can be used to elucidate the mechanism of action of drugs. This area has recently attracted attention because of the prospect of a new generation of anti-cancer drugs. Based on studies ranging from yeast to human cells, this review provides an overview of the general principles that underlie synthetic lethality and relates them to its utility for identifying gene function, drug action and cancer therapy. It also identifies the latest strategies for the large-scale mapping of synthetic lethalities in human cells which bring us closer to the generation of comprehensive human genetic interaction maps.
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- 2016
15. A reversible gene trap collection empowers haploid genetics in human cells
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Katja Parapatics, Robert Kralovics, Ferran Fece de la Cruz, Tilmann Bürckstümmer, Florian M. Pauler, Claudia Kerzendorfer, Richard Schobesberger, Philipp M. Guenzl, Jacques Colinge, Sylvia Knapp, Gustav Ammerer, Vincent A. Blomen, Barbara B. Maier, Carina Banning, Keiryn L. Bennett, Melissa Liszt, Tomasz Konopka, Wolfgang Fischl, M Rita Taba Casari, Philipp Hainzl, Michal Smida, Sejla Salic, Ana Lapao, Georg Casari, Christoph Bock, Johannes Stöckl, Benjamin Eizinger, Doris Chen, Bianca V. Gapp, Manuele Rebsamen, Thijn R. Brummelkamp, Giulio Superti-Furga, Sebastian M.B. Nijman, Fiorella Schischlik, and Nicole C.C. Them
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Molecular Sequence Data ,ved/biology.organism_classification_rank.species ,Mutagenesis (molecular biology technique) ,Haploidy ,Biology ,Biochemistry ,Genome ,Article ,03 medical and health sciences ,0302 clinical medicine ,Cell Line, Tumor ,Humans ,Genomic library ,Model organism ,Molecular Biology ,Gene ,Gene Library ,030304 developmental biology ,Genetics ,0303 health sciences ,Genome, Human ,ved/biology ,Gene targeting ,Cell Biology ,Reverse Genetics ,Reverse genetics ,Mutagenesis, Insertional ,030220 oncology & carcinogenesis ,Human genome ,Biotechnology - Abstract
Knockout collections are invaluable tools for studying model organisms such as yeast. However, there are no large-scale knockout collections of human cells. Using gene-trap mutagenesis in near-haploid human cells, we established a platform to generate and isolate individual 'gene-trapped cells' and used it to prepare a collection of human cell lines carrying single gene-trap insertions. In most cases, the insertion can be reversed. This growing library covers 3,396 genes, one-third of the expressed genome, is DNA-barcoded and allows systematic screens for a wide variety of cellular phenotypes. We examined cellular responses to TNF-α, TGF-β, IFN-γ and TNF-related apoptosis-inducing ligand (TRAIL), to illustrate the value of this unique collection of isogenic human cell lines.
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- 2016
16. Global gene disruption in human cells to assign genes to phenotypes by deep sequencing
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George W. Bell, Carla P. Guimaraes, Sebastian M.B. Nijman, Vincent A. Blomen, Irene Wuethrich, Markus K Muellner, Jan E. Carette, Hidde L. Ploegh, Chong-Jing Sun, Bingbing Yuan, Thijn R Brummelkamp, and Malini Varadarajan
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Virulence Factors ,Bacterial Toxins ,Biomedical Engineering ,Mutagenesis (molecular biology technique) ,Bioengineering ,Biology ,Haploidy ,Applied Microbiology and Biotechnology ,Genome ,Deep sequencing ,Article ,Insertional mutagenesis ,03 medical and health sciences ,0302 clinical medicine ,Bacterial Proteins ,Cell Line, Tumor ,Gram-Negative Bacteria ,Chromosomes, Human ,Humans ,Cloning, Molecular ,Gene ,Alleles ,Genetic Association Studies ,030304 developmental biology ,Sequence Tagged Sites ,Genetics ,0303 health sciences ,Massive parallel sequencing ,Genome, Human ,High-Throughput Nucleotide Sequencing ,Phenotype ,Mutagenesis, Insertional ,030220 oncology & carcinogenesis ,Mutation ,Molecular Medicine ,Human genome ,RNA Interference ,Biotechnology - Abstract
Insertional mutagenesis in a haploid background can disrupt gene function. We extend our earlier work by using a retroviral gene-trap vector to generate insertions in >98% of the genes expressed in a human cancer cell line that is haploid for all but one of its chromosomes. We apply phenotypic interrogation via tag sequencing (PhITSeq) to examine millions of mutant alleles through selection and parallel sequencing. Analysis of pools of cells, rather than individual clones enables rapid assessment of the spectrum of genes involved in the phenotypes under study. This facilitates comparative screens as illustrated here for the family of cytolethal distending toxins (CDTs). CDTs are virulence factors secreted by a variety of pathogenic Gram-negative bacteria responsible for tissue damage at distinct anatomical sites. We identify 743 mutations distributed over 12 human genes important for intoxication by four different CDTs. Although related CDTs may share host factors, they also exploit unique host factors to yield a profile characteristic for each CDT.
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- 2016
17. Synthetic lethal vulnerabilities of cancer
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Bianca V. Gapp, Ferran Fece de la Cruz, and Sebastian M.B. Nijman
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Gene regulatory network ,Antineoplastic Agents ,Synthetic lethality ,Computational biology ,Biology ,Toxicology ,medicine.disease_cause ,Bioinformatics ,Epigenesis, Genetic ,Translational Research, Biomedical ,03 medical and health sciences ,0302 clinical medicine ,Neoplasms ,Biomarkers, Tumor ,medicine ,Animals ,Humans ,Gene Regulatory Networks ,Molecular Targeted Therapy ,Epigenetics ,030304 developmental biology ,Pharmacology ,0303 health sciences ,Cell Death ,Cancer ,Genetic Therapy ,medicine.disease ,3. Good health ,Gene Expression Regulation, Neoplastic ,Drug Design ,030220 oncology & carcinogenesis ,Cancer cell ,Signal transduction ,Carcinogenesis ,Signal Transduction ,Genetic screen - Abstract
The great majority of targeted anticancer drugs inhibit mutated oncogenes that display increased activity. Yet many tumors do not contain such actionable aberrations, such as those harboring loss-of-function mutations. The notion of targeting synthetic lethal vulnerabilities in cancer cells has provided an alternative approach to exploiting more of the genetic and epigenetic changes acquired during tumorigenesis. Here, we review synthetic lethality as a therapeutic concept that exploits the inherent differences between normal cells and cancer cells. Furthermore, we provide an overview of the screening approaches that can be used to identify synthetic lethal interactions in human cells and present several recently identified interactions that may be pharmacologically exploited. Finally, we indicate some of the challenges of translating synthetic lethal interactions into the clinic and how these may be overcome.
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- 2016
18. Genome-wide genetic screening with chemically mutagenized haploid embryonic stem cells
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Stephen P. Jackson, Mareike Herzog, Bianca V. Gapp, Josep V. Forment, Julia Coates, David J. Adams, Tomasz Konopka, Sebastian M.B. Nijman, and Thomas M. Keane
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0301 basic medicine ,ved/biology.organism_classification_rank.species ,Mutagenesis (molecular biology technique) ,Synthetic lethality ,Biology ,Genome ,Article ,Cell Line ,03 medical and health sciences ,Mice ,0302 clinical medicine ,Animals ,Genetic Testing ,Model organism ,Molecular Biology ,Genetics ,ved/biology ,Point mutation ,Mouse Embryonic Stem Cells ,Cell Biology ,Embryonic stem cell ,3. Good health ,030104 developmental biology ,Mutagenesis ,Stem cell ,Chemical genetics ,030217 neurology & neurosurgery - Abstract
A genetic screening approach using chemically mutagenized haploid mouse embryonic stem cells combined with next-generation sequencing identified recessive suppressor point mutations that elicit resistance to 6-thioguanine. In model organisms, classical genetic screening via random mutagenesis provides key insights into the molecular bases of genetic interactions, helping to define synthetic lethality, synthetic viability and drug-resistance mechanisms. The limited genetic tractability of diploid mammalian cells, however, precludes this approach. Here, we demonstrate the feasibility of classical genetic screening in mammalian systems by using haploid cells, chemical mutagenesis and next-generation sequencing, providing a new tool to explore mammalian genetic interactions.
- Published
- 2016
19. Functional drug–gene interactions in lung cancer
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Michal Smida and Sebastian M.B. Nijman
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Drug ,Lung Neoplasms ,Combination therapy ,media_common.quotation_subject ,medicine.medical_treatment ,Antineoplastic Agents ,Drug resistance ,Disease ,Pharmacology ,Bioinformatics ,Pathology and Forensic Medicine ,Targeted therapy ,Antineoplastic Combined Chemotherapy Protocols ,Biomarkers, Tumor ,Genetics ,medicine ,Humans ,Molecular Targeted Therapy ,Precision Medicine ,Lung cancer ,Molecular Biology ,media_common ,business.industry ,Cancer ,medicine.disease ,Drug Resistance, Neoplasm ,Cancer cell ,Molecular Medicine ,business - Abstract
Despite the dawn of the genomic information era, the challenges of cancer treatment remain formidable. Particularly for the most prevalent cancer types, including lung cancer, successful treatment of metastatic disease is rare and escalating costs for modern targeted drugs place an increasing strain on healthcare systems. Although powerful diagnostic tools to characterize individual tumor samples in great molecular detail are becoming rapidly available, the transformation of this information into therapy provides a major challenge. A fundamental difficulty is the molecular complexity of cancer cells that often causes drug resistance, but can also render tumors exquisitely sensitive to targeted agents. By using lung cancer as an example, we outline the principles that govern drug sensitivity and resistance from a genetic perspective and discuss how in vitro chemical-genetic screens can impact on patient stratification in the clinic.
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- 2012
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20. Lipoxygenase mediates invasion of intrametastatic lymphatic vessels and propagates lymph node metastasis of human mammary carcinoma xenografts in mouse
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Satoshi Hirakawa, Katharina Krautgasser, Ingrid Raab, Felix Offner, Nicole Huttary, Brigitte Hantusch, Romana Kalt, Hitonari Nosaka, Katalin Nagy-Bojarszky, Susanne Wolbank, Klaus Kaserer, Michael Gnant, Katharina Viola, Sigurd Krieger, Helga Schachner, Sybille Madlener, Michael Detmar, Thomas Keller, Karin Lackner, Margaretha Rudas, Veronika Sexl, Martin Schreiber, Gregor Bartel, Thorsten J. Maier, Sandra Rezar, Georg Krupitza, Alexander Nader, Kari Alitalo, Agnes Davidovits, Sebastian M.B. Nijman, Dieter Steinhilber, Christine Schneckenleithner, Wolfgang Mikulits, Dontscho Kerjaschki, Zsuzsanna Bago-Horvath, Caroline Vonach, Monika Hämmerle, and Helmut Dolznig
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Pathology ,medicine.medical_specialty ,Axillary lymph nodes ,Lipoxygenase ,Sentinel lymph node ,Mammary Neoplasms, Animal ,Biology ,Arachidonate 12-Lipoxygenase ,Metastasis ,Mice ,03 medical and health sciences ,0302 clinical medicine ,Multienzyme Complexes ,Recurrence ,Cell Line, Tumor ,medicine ,Lymph node stromal cell ,Animals ,Arachidonate 15-Lipoxygenase ,Humans ,12-Hydroxy-5,8,10,14-eicosatetraenoic Acid ,Neoplasm Metastasis ,Lymph sacs ,Lymph node ,030304 developmental biology ,0303 health sciences ,Carcinoma ,Carcinoma, Ductal, Breast ,General Medicine ,medicine.disease ,Coculture Techniques ,3. Good health ,Treatment Outcome ,medicine.anatomical_structure ,Lymphatic system ,Lymphatic Metastasis ,030220 oncology & carcinogenesis ,Female ,Lymph ,Neoplasm Transplantation - Abstract
In individuals with mammary carcinoma, the most relevant prognostic predictor of distant organ metastasis and clinical outcome is the status of axillary lymph node metastasis. Metastases form initially in axillary sentinel lymph nodes and progress via connecting lymphatic vessels into postsentinel lymph nodes. However, the mechanisms of consecutive lymph node colonization are unknown. Through the analysis of human mammary carcinomas and their matching axillary lymph nodes, we show here that intrametastatic lymphatic vessels and bulk tumor cell invasion into these vessels highly correlate with formation of postsentinel metastasis. In an in vitro model of tumor bulk invasion, human mammary carcinoma cells caused circular defects in lymphatic endothelial monolayers. These circular defects were highly reminiscent of defects of the lymphovascular walls at sites of tumor invasion in vivo and were primarily generated by the tumor-derived arachidonic acid metabolite 12S-HETE following 15-lipoxygenase-1 (ALOX15) catalysis. Accordingly, pharmacological inhibition and shRNA knockdown of ALOX15 each repressed formation of circular defects in vitro. Importantly, ALOX15 knockdown antagonized formation of lymph node metastasis in xenografted tumors. Furthermore, expression of lipoxygenase in human sentinel lymph node metastases correlated inversely with metastasis-free survival. These results provide evidence that lipoxygenase serves as a mediator of tumor cell invasion into lymphatic vessels and formation of lymph node metastasis in ductal mammary carcinomas.
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- 2011
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21. p19ARF/p14ARF controls oncogenic functions of signal transducer and activator of transcription 3 in hepatocellular carcinoma
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Gudrun Zulehner, Heidemarie Huber, Alexandra Sousek, Markus K Muellner, Markus Mair, Wolfgang Mikulits, Doris Schneller, Franziska van Zijl, Sebastian M.B. Nijman, Georg Machat, Verena Proell, Richard Moriggl, and Robert Eferl
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STAT3 Transcription Factor ,Carcinoma, Hepatocellular ,Mice ,03 medical and health sciences ,0302 clinical medicine ,Growth factor receptor ,p14arf ,Animals ,STAT3 ,Cells, Cultured ,Cyclin-Dependent Kinase Inhibitor p16 ,Cell Proliferation ,Janus Kinases ,030304 developmental biology ,Mice, Knockout ,0303 health sciences ,Hepatology ,biology ,Liver Neoplasms ,Disease Models, Animal ,030220 oncology & carcinogenesis ,Disease Progression ,Hepatocytes ,biology.protein ,Cancer research ,STAT protein ,Phosphorylation ,Signal transduction ,Janus kinase ,Signal Transduction - Abstract
UNLABELLED: Signal transducer and activator of transcription 3 (Stat3) is activated in a variety of malignancies, including hepatocellular carcinoma (HCC). Activation of Ras occurs frequently at advanced stages of HCC by aberrant signaling through growth factor receptors or inactivation of effectors negatively regulating Ras signaling. Here, we addressed the role of Stat3 in Ras-dependent HCC progression in the presence and absence of p19(ARF) /p14(ARF) . We show that constitutive active (ca) Stat3 is tumor suppressive in Ras-transformed p19(ARF-/-) hepatocytes, whereas the expression of Stat3 lacking Tyr(705) phosphorylation (U-Stat3) enhances tumor formation. Accordingly, Ras-transformed Stat3(Δhc) /p19(ARF-/-) hepatocytes (lacking Stat3 and p19(ARF) ) showed increased tumor growth, compared to those expressing Stat3, demonstrating a tumor-suppressor activity of Stat3 in cells lacking p19(ARF) . Notably, endogenous expression of p19(ARF) in Ras-transformed hepatocytes conveyed oncogenic Stat3 functions, resulting in augmented or reduced HCC progression after the expression of caStat3 or U-Stat3, respectively. In accord with these data, the knockdown of p14(ARF) (the human homolog of p19(ARF) ) in Hep3B cells was associated with reduced pY-Stat3 levels during tumor growth to circumvent the tumor-suppressive effect of Stat3. Inhibition of Janus kinases (Jaks) revealed that Jak causes pY-Stat3 activation independently of p14(ARF) levels, indicating that p14(ARF) controls the oncogenic function of pY-Stat3 downstream of Jak. CONCLUSION: These data show evidence that p19(ARF) /p14(ARF) determines the pro- or anti-oncogenic activity of U-Stat3 and pY-Stat3 in Ras-dependent HCC progression.
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- 2011
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22. A generic strategy for CRISPR-Cas9-mediated gene tagging
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Thijn R. Brummelkamp, Bianca V. Gapp, Daniel H. Lackner, Ramu Mangena, Tom Henley, Paloma M. Guzzardo, Sebastian M.B. Nijman, Sarah Oberndorfer, Carina Banning, Alexia Carré, and Tilmann Bürckstümmer
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Green Fluorescent Proteins ,General Physics and Astronomy ,Locus (genetics) ,Biology ,Genome ,General Biochemistry, Genetics and Molecular Biology ,Article ,Genome engineering ,Cell Line ,Plasmid ,Bacterial Proteins ,Genes, Reporter ,CRISPR-Associated Protein 9 ,CRISPR ,Deoxyribonuclease I ,Humans ,Guide RNA ,Luciferases ,Genetics ,Multidisciplinary ,Cas9 ,Genome, Human ,Reverse Transcriptase Polymerase Chain Reaction ,General Chemistry ,DNA ,Endonucleases ,Microscopy, Fluorescence ,Human genome ,CRISPR-Cas Systems ,Genetic Engineering ,Plasmids ,RNA, Guide, Kinetoplastida - Abstract
Genome engineering has been greatly enhanced by the availability of Cas9 endonuclease that can be targeted to almost any genomic locus using so called guide RNAs (gRNAs). However, the introduction of foreign DNA sequences to tag an endogenous gene is still cumbersome as it requires the synthesis or cloning of homology templates. Here we present a strategy that enables the tagging of endogenous loci using one generic donor plasmid. It contains the tag of interest flanked by two gRNA recognition sites that allow excision of the tag from the plasmid. Co-transfection of cells with Cas9, a gRNA specifying the genomic locus of interest, the donor plasmid and a cassette-specific gRNA triggers the insertion of the tag by a homology-independent mechanism. The strategy is efficient and delivers clones that display a predictable integration pattern. As showcases we generated NanoLuc luciferase- and TurboGFP-tagged reporter cell lines., CRISPR-Cas9 has greatly enhanced genome engineering however gene tagging can still be cumbersome due to a requirement for homology donors. Here the authors introduce a generic system for gene tagging that does not require homology between the donor and the genomic target site.
- Published
- 2015
23. NOTCH1 activation in breast cancer confers sensitivity to inhibition of SUMOylation
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Robert Kralovics, Stefan Kubicek, Sebastian M.B. Nijman, Christoph Bock, Tiina Berg, Marco P. Licciardello, M K Müllner, Michael Schuster, Jacques Colinge, Giulio Superti-Furga, Thomas Penz, Gerhard Dürnberger, Claudia Kerzendorfer, Bernd Boidol, Claudia Trefzer, Sara Sdelci, Austrian Academy of Sciences (OeAW), Institut de Recherche en Cancérologie de Montpellier (IRCM - U1194 Inserm - UM), and CRLCC Val d'Aurelle - Paul Lamarque-Institut National de la Santé et de la Recherche Médicale (INSERM)-Université de Montpellier (UM)
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Transcriptional Activation ,Cancer Research ,Blotting, Western ,SUMO-1 Protein ,SUMO protein ,Notch signaling pathway ,Apoptosis ,Breast Neoplasms ,[SDV.CAN]Life Sciences [q-bio]/Cancer ,Ubiquitin-Activating Enzymes ,Biology ,Cell Line ,Small hairpin RNA ,03 medical and health sciences ,0302 clinical medicine ,Breast cancer ,RNA interference ,Cell Line, Tumor ,Genetics ,medicine ,Humans ,Epigenetics ,Receptor, Notch1 ,Ubiquitins ,Molecular Biology ,Cell Proliferation ,030304 developmental biology ,0303 health sciences ,Reverse Transcriptase Polymerase Chain Reaction ,Cell Cycle ,Sumoylation ,Cell cycle ,Flow Cytometry ,medicine.disease ,Molecular biology ,Coculture Techniques ,Salicylates ,3. Good health ,Gene Expression Regulation, Neoplastic ,Microscopy, Fluorescence ,030220 oncology & carcinogenesis ,Ubiquitin-Conjugating Enzymes ,Small Ubiquitin-Related Modifier Proteins ,Cancer research ,UBE2I ,RNA Interference ,Signal Transduction - Abstract
Breast cancer is genetically heterogeneous, and recent studies have underlined a prominent contribution of epigenetics to the development of this disease. To uncover new synthetic lethalities with known breast cancer oncogenes, we screened an epigenome-focused short hairpin RNA library on a panel of engineered breast epithelial cell lines. Here we report a selective interaction between the NOTCH1 signaling pathway and the SUMOylation cascade. Knockdown of the E2-conjugating enzyme UBC9 (UBE2I) as well as inhibition of the E1-activating complex SAE1/UBA2 using ginkgolic acid impairs the growth of NOTCH1-activated breast epithelial cells. We show that upon inhibition of SUMOylation NOTCH1-activated cells proceed slower through the cell cycle and ultimately enter apoptosis. Mechanistically, activation of NOTCH1 signaling depletes the pool of unconjugated small ubiquitin-like modifier 1 (SUMO1) and SUMO2/3 leading to increased sensitivity to perturbation of the SUMOylation cascade. Depletion of unconjugated SUMO correlates with sensitivity to inhibition of SUMOylation also in patient-derived breast cancer cell lines with constitutive NOTCH pathway activation. Our investigation suggests that SUMOylation cascade inhibitors should be further explored as targeted treatment for NOTCH-driven breast cancer.Oncogene advance online publication, 29 September 2014; doi:10.1038/onc.2014.319.
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- 2015
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24. A Functional Genetic Screen Identifies TFE3 as a Gene That Confers Resistance to the Anti-proliferative Effects of the Retinoblastoma Protein and Transforming Growth Factor-β
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René Bernards, E. Marielle Hijmans, Miranda M.W. van Dongen, Claude Sardet, Sebastian M.B. Nijman, and Selma El Messaoudi
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DNA, Complementary ,Cyclin E ,Regulator ,Biology ,Transfection ,medicine.disease_cause ,Retinoblastoma Protein ,Biochemistry ,Transforming Growth Factor beta ,medicine ,Animals ,Humans ,Molecular Biology ,Transcription factor ,Cells, Cultured ,Cell Proliferation ,Gene Library ,Cell growth ,Retinoblastoma protein ,Epithelial Cells ,Cell Biology ,Fibroblasts ,Rats ,Gene Expression Regulation ,E2F3 Transcription Factor ,Mink ,biology.protein ,Cancer research ,Carcinogenesis ,Biologie ,Genetic screen ,Transforming growth factor - Abstract
The helix-loop-helix transcription factor TFE3 has been suggested to play a role in the control of cell growth by acting as a binding partner of transcriptional regulators such as E2F3, SMAD3, and LEF-1 (1–4). Furthermore, translocations/TFE3 fusions have been directly implicated in tumorigenesis (5–7). Surprisingly, however, a direct functional role for TFE3 in the regulation of proliferation has not been reported. By screening retroviral cDNA expression libraries to identify cDNAs that confer resistance to a pRB-induced proliferation arrest, we have found that TFE3 overrides a growth arrest in Rat1 cells induced by pRB and its upstream regulator p16INK4A. In addition, TFE3 expression blocks the anti-mitogenic effects of TGF- in rodent and human cells. We provide data supporting a role for endogenous TFE3 in the direct regulation of CYCLIN E expression in an E2F3-dependent manner. These observations establish TFE3 as a functional regulator of proliferation and offer a potential mechanism for its involvement in cancer
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- 2006
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25. An evaluation of the efficacy of topical application of salicylic acid for the treatment of familial cylindromatosis
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Thijn R Brummelkamp, Annette M.G. Dirac, René Bernards, H. Neering, Sebastian M.B. Nijman, W.J. Mooi, and HM Oosterkamp
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medicine.medical_specialty ,Chemotherapy ,business.industry ,medicine.medical_treatment ,Keratolytic ,Complete remission ,Genetic disorder ,Dermatology ,Familial cylindromatosis ,medicine.disease ,Surgery ,chemistry.chemical_compound ,chemistry ,Cylindroma ,medicine ,Antipyretic ,business ,Salicylic acid ,medicine.drug - Abstract
Summary Background Familial cylindromatosis is a rare genetic disorder, giving rise to neoplasms of the skin appendages. We have recently shown that loss of the cylindromatosis tumour suppressor gene leads to activation of NF-jB, a transcription factor having antiapoptotic activity. This provides a possible explanation for the deregulated growth of cylindromas. In cell-based assays, salicylate can prevent NF-jB activation caused by loss of the cylindromatosis gene, suggesting that salicylic acid application might be a potential treatment for cylindromatosis. Objectives To assess the effectiveness of topical application of salicylic acid on familial cylindromas. Methods Cylindromas in five patients from four different cylindromatosis families were treated with twice daily and then once daily topical salicylic acid. Clinical response was determined by serial tumour measurements. Results In total 17 cylindromas in five patients were studied: 12 target lesions and five control lesions. The median size of the cylindromas was 1AE0 cm (range, 0AE6‐ 2AE8 cm). Two of the 12 cylindromas showed a complete remission. Another eight lesions showed some response, but not sufficient to qualify as partial remission. The control lesions remained stable or increased in size. Conclusions Salicylic acid is a well-tolerated and potential new treatment for cylindromatosis.
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- 2006
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26. The Deubiquitinating Enzyme USP1 Regulates the Fanconi Anemia Pathway
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Sebastian M.B. Nijman, Tony T. Huang, Alan D. D'Andrea, Thijn R. Brummelkamp, René Bernards, Annette M.G. Dirac, and Ron M. Kerkhoven
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Proteasome Endopeptidase Complex ,congenital, hereditary, and neonatal diseases and abnormalities ,Fanconi anemia, complementation group C ,DNA Repair ,DNA damage ,DNA repair ,Mitomycin ,Biology ,Cell Line ,Mice ,03 medical and health sciences ,0302 clinical medicine ,Fanconi anemia ,hemic and lymphatic diseases ,Endopeptidases ,FANCD2 ,medicine ,Animals ,Humans ,RNA, Small Interfering ,Molecular Biology ,Gene Library ,030304 developmental biology ,Chromosome Aberrations ,0303 health sciences ,Base Sequence ,Arabidopsis Proteins ,Ubiquitin ,Fanconi Anemia Complementation Group D2 Protein ,FAN1 ,Cell Cycle ,Nuclear Proteins ,nutritional and metabolic diseases ,Cell Biology ,medicine.disease ,Chromatin ,Protein ubiquitination ,Fanconi Anemia ,030220 oncology & carcinogenesis ,Mutation ,Cancer research ,RNA Interference ,Ubiquitin-Specific Proteases ,Biologie - Abstract
Protein ubiquitination and deubiquitination are dynamic processes implicated in the regulation of numerous cellular pathways. Monoubiquitination of the Fanconi anemia (FA) protein FANCD2 appears to be critical in the repair of DNA damage because many of the proteins that are mutated in FA are required for FANCD2 ubiquitination. By screening a gene family RNAi library, we identify the deubiquitinating enzyme USP1 as a novel component of the Fanconi anemia pathway. Inhibition of USP1 leads to hyperaccumulation of monoubiquitinated FANCD2. Furthermore, USP1 physically associates with FANCD2, and the proteins colocalize in chromatin after DNA damage. Finally, analysis of crosslinker-induced chromosomal aberrations in USP1 knockdown cells suggests a role in DNA repair. We propose that USP1 deubiquitinates FANCD2 when cells exit S phase or recommence cycling after a DNA damage insult and may play a critical role in the FA pathway by recycling FANCD2.
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- 2005
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27. Potential of the Synthetic Lethality Principle
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Stephen H. Friend and Sebastian M.B. Nijman
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Mutation ,Multidisciplinary ,business.industry ,medicine.medical_treatment ,Druggability ,Cancer ,Gene targeting ,Computational biology ,Synthetic lethality ,Immunotherapy ,Biology ,medicine.disease ,medicine.disease_cause ,Biotechnology ,Cancer cell ,medicine ,business ,Loss function - Abstract
Most cancer mutations, including those causing a loss of function, are not directly “druggable” with conventional small-molecule drugs or biologicals, such as antibodies. Thus, despite our growing knowledge of mutations that drive cancer progression, there remains a frustrating gap in translating this information into the development of targeted treatments that kill only cancer cells. An approach that exploits a concept from genetics called “synthetic lethality” could provide a solution. But it has been over 15 years since that framework was proposed ( 1 ). Does the synthetic lethality principle still have the potential for treating cancer?
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- 2013
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28. Abstract PR14: MEK inhibitors block growth of Ataxia Telangiectasia Mutated (ATM) mutant lung tumors
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Sebastian M.B. Nijman, Ferran Fece de la Cruz, and Michal Šmída
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Trametinib ,MAPK/ERK pathway ,Cancer Research ,Synthetic lethality ,Biology ,medicine.disease ,medicine.disease_cause ,Bioinformatics ,Isogenic human disease models ,Oncology ,medicine ,Cancer research ,biology.protein ,Adenocarcinoma ,PTEN ,KRAS ,Lung cancer - Abstract
Introduction: Lung cancer is the leading cause of cancer death worldwide. In the past decade, deep sequencing projects have shed light on the molecular drivers commonly found altered in NSCLC. As a result, the first molecularly targeted agents have been approved for the treatment of tumors presenting activating oncogenic events in EGFR or EML4/ALK. However, the translation into therapies for tumors presenting loss-of-function mutations has proven challenging and constitutes an unexplored and promising field. In order to narrow the gap between cancer genomics and effective treatments for tumors harboring mutations in well-defined tumor suppressor genes (such as PTEN, BRG1 or ATM), we have developed a genetically tractable lung cancer cell model. Focusing on lung adenocarcinoma, we have engineered a panel of isogenic cell lines capturing the molecular heterogeneity found in patients. This panel has been screened against a collection of drugs, comprising classical chemotherapeutics and kinase inhibitors, providing a comprehensive evaluation for hundreds of gene-drug interactions. Results: The screen confirmed known or highly expected interactions, proving the robustness of our approach. Among the unexpected and most relevant hits, we have found that ATM-deficient cells are exquisitely sensitive to drugs inhibiting the central growth factor kinases MEK1/2, including the FDA-approved drug trametinib. Extensive validation in ATM mutant patient-derived lung cancer cell lines has confirmed the synthetic lethal interaction between ATM and MEK in vitro and in vivo. Mechanistically, the interaction may not be directly associated with the major role of ATM in DNA damage signaling. Rather, we have observed a deregulation of the crosstalk between the MAPK and AKT/mTOR signaling pathways as a consequence of ATM deficiency, resulting in an increased dependency on MEK kinase activity for cell survival. Perspectives: Loss-of-function mutations in the DNA damage response kinase ATM are common in lung adenocarcinoma (5- 10%) but directly targeting these with drugs remains challenging. MEK inhibitors are currently being tested in clinical trials for efficacy in KRAS or BRAF mutant lung cancer. However, these mutations alone do not adequately predict response to MEK inhibition. Our findings indicate that including ATM mutation status in lung cancer as a mechanistic biomarker for MEK inhibitors can improve patient stratification. Ultimately, extending the applicability of these drugs beyond KRAS or BRAF mutant tumors. Citation Format: Ferran Fece de la Cruz, Michal Smida, Sebastian Nijman. MEK inhibitors block growth of Ataxia Telangiectasia Mutated (ATM) mutant lung tumors [abstract]. In: Proceedings of the AACR Precision Medicine Series: Opportunities and Challenges of Exploiting Synthetic Lethality in Cancer; Jan 4-7, 2017; San Diego, CA. Philadelphia (PA): AACR; Mol Cancer Ther 2017;16(10 Suppl):Abstract nr PR14.
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- 2017
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29. Megabase-scale deletion using CRISPR/Cas9 to generate a fully haploid human cell line
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Sebastian M.B. Nijman, Patrick Essletzbichler, Doris Chen, Bianca V. Gapp, Robert Kralovics, Thijn R. Brummelkamp, Tilmann Bürckstümmer, Federica Santoro, and Tomasz Konopka
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Karyotype ,Method ,Haploidy ,Biology ,Cell Line ,03 medical and health sciences ,Chromosome 15 ,0302 clinical medicine ,Chromosome 19 ,Genetics ,Humans ,CRISPR ,Gene ,Genetics (clinical) ,Sequence Deletion ,030304 developmental biology ,0303 health sciences ,Cas9 ,Gene Expression Profiling ,Genomics ,030220 oncology & carcinogenesis ,CRISPR-Cas Systems ,Ploidy ,Genetic Engineering ,Genetic screen - Abstract
Near-haploid human cell lines are instrumental for genetic screens and genome engineering as gene inactivation is greatly facilitated by the absence of a second gene copy. However, no completely haploid human cell line has been described, hampering the genetic accessibility of a subset of genes. The near-haploid human cell line HAP1 contains a single copy of all chromosomes except for a heterozygous 30-megabase fragment of Chromosome 15. This large fragment encompasses 330 genes and is integrated on the long arm of Chromosome 19. Here, we employ a CRISPR/Cas9-based genome engineering strategy to excise this sizeable chromosomal fragment and to efficiently and reproducibly derive clones that retain their haploid state. Importantly, spectral karyotyping and single-nucleotide polymorphism (SNP) genotyping revealed that engineered-HAPloid (eHAP) cells are fully haploid with no gross chromosomal aberrations induced by Cas9. Furthermore, whole-genome sequence and transcriptome analysis of the parental HAP1 and an eHAP cell line showed that transcriptional changes are limited to the excised Chromosome 15 fragment. Together, we demonstrate the feasibility of efficiently engineering megabase deletions with the CRISPR/Cas9 technology and report the first fully haploid human cell line.
- Published
- 2014
30. Epac is a Rap1 guanine-nucleotide-exchange factor directly activated by cyclic AMP
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J. de Rooij, Robbert H. Cool, Johannes L. Bos, M. H. G. Verheijen, Fried J. T. Zwartkruis, Alfred Wittinghofer, and Sebastian M.B. Nijman
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endocrine system ,Molecular Sequence Data ,Rap GTP-binding protein ,CHO Cells ,Biology ,Cell Line ,Mice ,chemistry.chemical_compound ,GTP-binding protein regulators ,GTP-Binding Proteins ,Cricetinae ,Cyclic AMP ,Animals ,Guanine Nucleotide Exchange Factors ,Humans ,Amino Acid Sequence ,Platelet activation ,Cloning, Molecular ,Protein kinase A ,Multidisciplinary ,Forskolin ,Colforsin ,Proteins ,3T3 Cells ,Cyclic AMP-Dependent Protein Kinases ,Rats ,enzymes and coenzymes (carbohydrates) ,rap GTP-Binding Proteins ,chemistry ,Biochemistry ,Second messenger system ,ras Guanine Nucleotide Exchange Factors ,Rap1 ,Guanine nucleotide exchange factor ,Signal Transduction - Abstract
Rap1 is a small, Ras-like GTPase that was first identified as a protein that could suppress the oncogenic transformation of cells by Ras. Rap1 is activated by several extracellular stimuli and may be involved in cellular processes such as cell proliferation, cell differentiation, T-cell anergy and platelet activation. At least three different second messengers, namely diacylglycerol, calcium and cyclic AMP, are able to activate Rap1 by promoting its release of the guanine nucleotide GDP and its binding to GTP. Here we report that activation of Rap1 by forskolin and cAMP occurs independently of protein kinase A (also known as cAMP-activated protein kinase). We have cloned the gene encoding a guanine-nucleotide-exchange factor (GEF) which we have named Epac (exchange protein directly activated by cAMP). This protein contains a cAMP-binding site and a domain that is homologous to domains of known GEFs for Ras and Rap1. Epac binds cAMP in vitro and exhibits in vivo and in vitro GEF activity towards Rap1. cAMP strongly induces the GEF activity of Epac towards Rap1 both in vivo and in vitro. We conclude that Epac is a GEF for Rap1 that is regulated directly by cAMP and that Epac is a new target protein for cAMP.
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- 1998
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31. Exploiting epigenetic vulnerabilities for cancer therapeutics
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Stefan Kubicek, Barbara Mair, and Sebastian M.B. Nijman
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Pharmacology ,Genetics ,Epigenomics ,Mutation ,Cancer ,Synthetic lethality ,Computational biology ,Genetic Therapy ,Biology ,Toxicology ,medicine.disease ,medicine.disease_cause ,Oncogene Addiction ,Chromatin ,Neoplasms ,Cancer cell ,medicine ,Humans ,Epigenetics - Abstract
Epigenetic deregulation is a hallmark of cancer, and there has been increasing interest in therapeutics that target chromatin-modifying enzymes and other epigenetic regulators. The rationale for applying epigenetic drugs to treat cancer is twofold. First, epigenetic changes are reversible, and drugs could therefore be used to restore the normal (healthy) epigenetic landscape. However, it is unclear whether drugs can faithfully restore the precancerous epigenetic state. Second, chromatin regulators are often mutated in cancer, making them attractive drug targets. However, in most instances it is unknown whether cancer cells are addicted to these mutated chromatin proteins, or whether their mutation merely results in epigenetic instability conducive to the selection of secondary aberrations. An alternative incentive for targeting chromatin regulators is the exploitation of cancer-specific vulnerabilities, including synthetic lethality, caused by epigenetic deregulation. We review evidence for the hypothesis that mechanisms other than oncogene addiction are a basis for the application of epigenetic drugs, and propose future research directions.
- Published
- 2013
32. In vitro inhibition of breast cancer spheroid-induced lymphendothelial defects resembling intravasation into the lymphatic vasculature by acetohexamide, isoxsuprine, nifedipin and proadifen
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Benedikt Giessrigl, Caroline Vonach, Philipp Saiko, Michael Grusch, Helmut Dolznig, Sabine Kopf, Verena M. Dirsch, Sebastian M.B. Nijman, Nicole Kretschy, Wolfgang Mikulits, Georg Krupitza, Katharina Viola, Sigurd Krieger, Thomas Szekeres, Atanas G. Atanasov, Ingrid Raab, Mathias Teichmann, Nicole Huttary, and Walter Jäger
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Cancer Research ,Pathology ,Vasodilator Agents ,lymphendothelial intravasation ,chemistry.chemical_compound ,0302 clinical medicine ,Cell Movement ,Antineoplastic Combined Chemotherapy Protocols ,Tumor Cells, Cultured ,12-Hydroxy-5,8,10,14-eicosatetraenoic Acid ,Enzyme Inhibitors ,0303 health sciences ,Reverse Transcriptase Polymerase Chain Reaction ,Chemotaxis ,Carcinoma, Ductal, Breast ,NF-kappa B ,Drug Synergism ,3. Good health ,Proadifen ,Lymphatic system ,medicine.anatomical_structure ,Oncology ,030220 oncology & carcinogenesis ,Lymphatic Metastasis ,embryonic structures ,Female ,Acetohexamide ,Endothelium, Lymphatic ,medicine.drug ,Signal Transduction ,medicine.medical_specialty ,Endothelium ,Nifedipine ,tumour spheroid ,Blotting, Western ,Breast Neoplasms ,Biology ,Real-Time Polymerase Chain Reaction ,isoxsuprine ,03 medical and health sciences ,Breast cancer ,Spheroids, Cellular ,medicine ,Cell Adhesion ,Humans ,Hypoglycemic Agents ,RNA, Messenger ,proadifen ,030304 developmental biology ,Lymphatic Vessels ,Intravasation ,Spheroid ,medicine.disease ,Coculture Techniques ,chemistry ,nifedipin ,Isoxsuprine ,Cancer research ,Translational Therapeutics - Abstract
BACKGROUND: As metastasis is the prime cause of death from malignancies, there is vibrant interest to discover options for the management of the different mechanistic steps of tumour spreading. Some approved pharmaceuticals exhibit activities against diseases they have not been developed for. In order to discover such activities that might attenuate lymph node metastasis, we investigated 225 drugs, which are approved by the US Food and Drug Administration. METHODS: A three-dimensional cell co-culture assay was utilised measuring tumour cell-induced disintegrations of the lymphendothelial wall through which tumour emboli can intravasate as a limiting step in lymph node metastasis of ductal breast cancer. The disintegrated areas in the lymphendothelial cell (LEC) monolayers were induced by 12(S)-HETE, which is secreted by MCF-7 tumour cell spheroids, and are called 'circular chemorepellent induced defects' (CCIDs). The putative mechanisms by which active drugs prevented the formation of entry gates were investigated by western blotting, NF-κB activity assay and by the determination of 12(S)-HETE synthesis. RESULTS: Acetohexamide, nifedipin, isoxsuprine and proadifen dose dependently inhibited the formation of CCIDs in LEC monolayers and inhibited markers of epithelial-to-mesenchymal-transition and migration. The migration of LECs is a prerequisite of CCID formation, and these drugs either repressed paxillin levels or the activities of myosin light chain 2, or myosin-binding subunit of myosin phosphatase. Isoxsuprine inhibited all three migration markers, and isoxsuprine and acetohexamide suppressed the synthesis of 12(S)-HETE, whereas proadifen and nifedipin inhibited NF-κB activation. Both the signalling pathways independently cause CCID formation. CONCLUSION: The targeting of different mechanisms was most likely the reason for synergistic effects of different drug combinations on the inhibition of CCID formation. Furthermore, the treatment with drug combinations allowed also a several-fold reduction in drug concentrations. These results encourage further screening of approved drugs and their in vivo testing.
- Published
- 2013
33. Ubiquitin-specific protease 4 inhibits mono-ubiquitination of the master growth factor signaling kinase PDK1
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Thomas List, Iris Z. Uras, and Sebastian M.B. Nijman
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Ubiquitin-Specific Proteases ,animal structures ,Gene Expression ,lcsh:Medicine ,Protein Serine-Threonine Kinases ,Biochemistry ,Signaling Pathways ,Cell Line ,3-Phosphoinositide-Dependent Protein Kinases ,Ubiquitin ,Molecular Cell Biology ,UBIQUITIN-SPECIFIC PROTEASE 4 ,Humans ,ASK1 ,Kinase activity ,lcsh:Science ,Biology ,Multidisciplinary ,biology ,Cyclin-dependent kinase 2 ,lcsh:R ,Ubiquitination ,Membrane Proteins ,Cell biology ,biology.protein ,Intercellular Signaling Peptides and Proteins ,lcsh:Q ,Signal transduction ,Ubiquitin Thiolesterase ,Signal Transduction ,Research Article ,Deubiquitination - Abstract
Background Phosphorylation by the phospho-inositide-dependent kinase 1 (PDK1) is essential for many growth factor-activated kinases and thus plays a critical role in various processes such as cell proliferation and metabolism. However, the mechanisms that control PDK1 have not been fully explored and this is of great importance as interfering with PDK1 signaling may be useful to treat diseases, including cancer and diabetes. Methodology/Principal Findings In human cells, few mono-ubiquitinated proteins have been described but in all cases this post-translational modification has a key regulatory function. Unexpectedly, we find that PDK1 is mono-ubiquitinated in a variety of human cell lines, indicating that PDK1 ubiquitination is a common and regulated process. Ubiquitination occurs in the kinase domain of PDK1 yet is independent of its kinase activity. By screening a library of ubiquitin proteases, we further identify the Ubiquitin-Specific Protease 4 (USP4) as an enzyme that removes ubiquitin from PDK1 in vivo and in vitro and co-localizes with PDK1 at the plasma membrane when the two proteins are overexpressed, indicating direct deubiquitination. Conclusions The regulated mono-ubiquitination of PDK1 provides an unanticipated layer of complexity in this central signaling network and offers potential novel avenues for drug discovery.
- Published
- 2012
34. A chemical-genetic screen reveals a mechanism of resistance to PI3K inhibitors in cancer
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Michal Smida, Jacques Colinge, Nils Craig-Mueller, Iris Z. Uras, Hannelore Lechtermann, Claudia Kerzendorfer, Bianca V. Gapp, Markus K Muellner, Gerhard Duernberger, and Sebastian M.B. Nijman
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Notch signaling pathway ,Antineoplastic Agents ,Breast Neoplasms ,Biology ,PI3K signaling ,Article ,Proto-Oncogene Proteins c-myc ,03 medical and health sciences ,0302 clinical medicine ,Breast cancer ,Cell Line, Tumor ,medicine ,Humans ,Molecular Biology ,PI3K/AKT/mTOR pathway ,Cell Proliferation ,Phosphoinositide-3 Kinase Inhibitors ,030304 developmental biology ,Genetics ,0303 health sciences ,Mechanism (biology) ,TOR Serine-Threonine Kinases ,Cancer ,Cell Biology ,medicine.disease ,3. Good health ,Gene Expression Regulation, Neoplastic ,Drug Resistance, Neoplasm ,030220 oncology & carcinogenesis ,Mutation ,Cancer cell ,Cancer research ,Female ,Signal Transduction ,Genetic screen - Abstract
Linking the molecular aberrations of cancer to drug responses could guide treatment choice and identify new therapeutic applications. However, there has been no systematic approach for analyzing gene-drug interactions in human cells. Here we establish a multiplexed assay to study the cellular fitness of a panel of engineered isogenic cancer cells in response to a collection of drugs, enabling the systematic analysis of thousands of gene-drug interactions. Applying this approach to breast cancer revealed various synthetic-lethal interactions and drug-resistance mechanisms, some of which were known, thereby validating the method. NOTCH pathway activation, which occurs frequently in breast cancer, unexpectedly conferred resistance to phosphoinositide 3-kinase (PI3K) inhibitors, which are currently undergoing clinical trials in breast cancer patients. NOTCH1 and downstream induction of c-MYC over-rode the dependency of cells on the PI3K-mTOR pathway for proliferation. These data reveal a new mechanism of resistance to PI3K inhibitors with direct clinical implications.
- Published
- 2011
35. Identification of Oncostatin M as a STAT5-Dependent Mediator of Bone Marrow Remodeling in KIT D816V-Positive Systemic Mastocytosis
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Sabine Cerny-Reiterer, Katharina Klein, Marion Gröger, Walter Klepetko, Andrea Perne, Gregor Hoermann, Leonhard Müllauer, Miriam Klauser, Matthias Mayerhofer, Peter Valent, Sebastian M.B. Nijman, and Konrad Hoetzenecker
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Angiogenesis ,Blotting, Western ,Immunoblotting ,Fluorescent Antibody Technique ,Gene Expression ,Enzyme-Linked Immunosorbent Assay ,Oncostatin M ,Biology ,Pathology and Forensic Medicine ,Mastocytosis, Systemic ,Bone Marrow ,medicine ,STAT5 Transcription Factor ,Humans ,Mast Cells ,Systemic mastocytosis ,STAT5 ,Regulation of gene expression ,Gene knockdown ,Reverse Transcriptase Polymerase Chain Reaction ,fungi ,Regular Article ,medicine.disease ,Immunohistochemistry ,Proto-Oncogene Proteins c-kit ,medicine.anatomical_structure ,Gene Expression Regulation ,Mutation ,biology.protein ,Cancer research ,Bone marrow - Abstract
Systemic mastocytosis is a neoplastic disease of mast cells harboring the activating KIT mutation D816V. In most patients, mast cell infiltration in the bone marrow is accompanied by marked microenvironment alterations, including increased angiogenesis, osteosclerosis, and sometimes fibrosis. Little is known about the mast cell-derived molecules contributing to these bone marrow alterations. We show here that neoplastic mast cells in patients with systemic mastocytosis express oncostatin M (OSM), a profibrogenic and angiogenic modulator. To study the regulation of OSM expression, KIT D816V was inducibly expressed in Ba/F3 cells and was found to up-regulate OSM mRNA and protein levels, suggesting that OSM is a KIT D816V-dependent mediator. Correspondingly, KIT D816V(+) HMC-1.2 cells expressed significantly higher amounts of OSM than the KIT D816V(-) HMC-1.1 subclone. RNA interference-induced knockdown of STAT5, a key transcription factor in KIT D816V(+) mast cells, inhibited OSM expression in HMC-1 cells, whereas a constitutively activated STAT5 mutant induced OSM expression. Finally, OSM secreted from KIT D816V(+) mast cells stimulated growth of endothelial cells, fibroblasts, and osteoblasts, suggesting that mast cell-derived OSM may serve as a key modulator of the marrow microenvironment and thus contribute to the pathology of systemic mastocytosis.
- Published
- 2011
36. Giving Rho(d) directions
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Markus K Muellner and Sebastian M.B. Nijman
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Drug ,Genetics ,Prioritization ,Drugs identified ,Cell division ,media_common.quotation_subject ,RNA ,Cell Biology ,Biology ,Phenotype ,Gene expression profiling ,Signal transduction ,Molecular Biology ,media_common - Abstract
Drugs identified in high-content screens are often difficult to link to the cellular target, especially when multiple signaling pathways impinge on the phenotypic endpoint. A chemical-genetic approach in fruit fly cells now greatly improves the prioritization of drug hits by directing the screen toward a single pathway.
- Published
- 2010
37. Cardiac glycosides induce cell death in human cells by inhibiting general protein synthesis
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Iris Z. Uras, Andrea Perne, Markus K Muellner, Nils Craig-Mueller, Julia Mayerhofer, Magdalena Steinrueck, Matthias Mayerhofer, Sebastian M.B. Nijman, Mathew A. Sloane, Gregor Hoermann, and Ilse Schwarzinger
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Programmed cell death ,Oncology/Oncology Agents ,lcsh:Medicine ,Pharmacology ,Biology ,Cell Line ,Cardiac Glycosides ,Mice ,Digitoxin ,medicine ,Cytotoxic T cell ,Animals ,Humans ,Cytotoxicity ,lcsh:Science ,Cell Proliferation ,Protein Synthesis Inhibitors ,Multidisciplinary ,Cell Death ,Dose-Response Relationship, Drug ,Cell growth ,lcsh:R ,Biochemistry/Chemical Biology of the Cell ,Cancer ,Janus Kinase 2 ,medicine.disease ,In vitro ,Cell culture ,Protein Biosynthesis ,Cancer cell ,lcsh:Q ,Mutant Proteins ,Sodium-Potassium-Exchanging ATPase ,Biochemistry/Transcription and Translation ,Research Article - Abstract
Background Cardiac glycosides are Na+/K+-pump inhibitors widely used to treat heart failure. They are also highly cytotoxic, and studies have suggested specific anti-tumor activity leading to current clinical trials in cancer patients. However, a definitive demonstration of this putative anti-cancer activity and the underlying molecular mechanism has remained elusive. Methodology/Principal Findings Using an unbiased transcriptomics approach, we found that cardiac glycosides inhibit general protein synthesis. Protein synthesis inhibition and cytotoxicity were not specific for cancer cells as they were observed in both primary and cancer cell lines. These effects were dependent on the Na+/K+-pump as they were rescued by expression of a cardiac glycoside-resistant Na+/K+-pump. Unlike human cells, rodent cells are largely resistant to cardiac glycosides in vitro and mice were found to tolerate extremely high levels. Conclusions/Significance The physiological difference between human and mouse explains the previously observed sensitivity of human cancer cells in mouse xenograft experiments. Thus, published mouse xenograft models used to support anti-tumor activity for these drugs require reevaluation. Our finding that cardiac glycosides inhibit protein synthesis provides a mechanism for the cytotoxicity of CGs and raises concerns about ongoing clinical trials to test CGs as anti-cancer agents in humans.
- Published
- 2009
38. Integrative Transcriptome Analysis Reveals Common Molecular Subclasses of Human Hepatocellular Carcinoma
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Yujin Hoshida, Philippa Newell, Derek Y. Chiang, Jean Philippe Brunet, Sebastian M.B. Nijman, Todd R. Golub, Augusto Villanueva, Jennifer A. Chan, Hiromitsu Kumada, Masaji Hashimoto, Masahiro Kobayashi, Goro Watanabe, Stacey Gabriel, Kenji Ikeda, Josep M. Llovet, and Scott L. Friedman
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Cancer Research ,Beta-catenin ,Carcinoma, Hepatocellular ,Cellular differentiation ,Computational biology ,Bioinformatics ,Article ,Transcriptome ,Cohort Studies ,Transforming Growth Factor beta ,Cell Line, Tumor ,medicine ,Humans ,beta Catenin ,Hepatocyte differentiation ,biology ,Gene Expression Profiling ,Liver Neoplasms ,Wnt signaling pathway ,Transforming growth factor beta ,medicine.disease ,Gene expression profiling ,Wnt Proteins ,Oncology ,Hepatocellular carcinoma ,biology.protein ,Signal Transduction - Abstract
Hepatocellular carcinoma (HCC) is a highly heterogeneous disease, and prior attempts to develop genomic-based classification for HCC have yielded highly divergent results, indicating difficulty in identifying unified molecular anatomy. We performed a meta-analysis of gene expression profiles in data sets from eight independent patient cohorts across the world. In addition, aiming to establish the real world applicability of a classification system, we profiled 118 formalin-fixed, paraffin-embedded tissues from an additional patient cohort. A total of 603 patients were analyzed, representing the major etiologies of HCC (hepatitis B and C) collected from Western and Eastern countries. We observed three robust HCC subclasses (termed S1, S2, and S3), each correlated with clinical parameters such as tumor size, extent of cellular differentiation, and serum α-fetoprotein levels. An analysis of the components of the signatures indicated that S1 reflected aberrant activation of the WNT signaling pathway, S2 was characterized by proliferation as well as MYC and AKT activation, and S3 was associated with hepatocyte differentiation. Functional studies indicated that the WNT pathway activation signature characteristic of S1 tumors was not simply the result of β-catenin mutation but rather was the result of transforming growth factor-β activation, thus representing a new mechanism of WNT pathway activation in HCC. These experiments establish the first consensus classification framework for HCC based on gene expression profiles and highlight the power of integrating multiple data sets to define a robust molecular taxonomy of the disease. [Cancer Res 2009;69(18):7385–92]
- Published
- 2009
39. A thesaurus of genetic variation for interrogation of repetitive genomic regions
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Sebastian M.B. Nijman, Claudia Kerzendorfer, and Tomasz Konopka
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Genomics ,Computational biology ,Variation (game tree) ,Biology ,Genome ,03 medical and health sciences ,Annotation ,0302 clinical medicine ,Cell Line, Tumor ,Genetics ,Humans ,Exome ,Exome sequencing ,Repetitive Sequences, Nucleic Acid ,030304 developmental biology ,0303 health sciences ,Thesaurus (information retrieval) ,Genome, Human ,Genetic Variation ,Molecular Sequence Annotation ,Vocabulary, Controlled ,Methods Online ,Human genome ,030217 neurology & neurosurgery - Abstract
Detecting genetic variation is one of the main applications of high-throughput sequencing, but is still challenging wherever aligning short reads poses ambiguities. Current state-of-the-art variant calling approaches avoid such regions, arguing that it is necessary to sacrifice detection sensitivity to limit false discovery. We developed a method that links candidate variant positions within repetitive genomic regions into clusters. The technique relies on a resource, a thesaurus of genetic variation, that enumerates genomic regions with similar sequence. The resource is computationally intensive to generate, but once compiled can be applied efficiently to annotate and prioritize variants in repetitive regions. We show that thesaurus annotation can reduce the rate of false variant calls due to mappability by up to three orders of magnitude. We apply the technique to whole genome datasets and establish that called variants in low mappability regions annotated using the thesaurus can be experimentally validated. We then extend the analysis to a large panel of exomes to show that the annotation technique opens possibilities to study variation in hereto hidden and under-studied parts of the genome.
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- 2015
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40. Functional Annotation of Deubiquitinating Enzymes Using RNA Interference
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René Bernards, Thijn R. Brummelkamp, Annette M.G. Dirac, and Sebastian M.B. Nijman
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Proteases ,Ubiquitin ,Biochemistry ,RNA interference ,biology.protein ,Computational biology ,Biology ,Ubiquitin-conjugating enzyme ,Biologie ,Protein ubiquitination ,Function (biology) ,Ubiquitin ligase ,Deubiquitinating enzyme - Abstract
Protein ubiquitination is a dynamic process, depending on a tightly regulated balance between the activity of ubiquitin ligases and their antagonists, the ubiquitin-specific proteases or deubiquitinating enzymes. The family of ubiquitin ligases has been studied intensively and it is well established that their deregulation contributes to diverse disease processes, including cancer. Much less is known about the function and regulation of the large group of deubiquitinating enzymes. This chapter describes how RNA interference against deubiquitinating enzymes can be used to elucidate their function. The application of this technology will greatly improve the functional annotation of this family of proteases.
- Published
- 2005
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41. Abstract IA18: Gene-drug interaction screens in cancer using isogenic cell models
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Sebastian M.B. Nijman
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Genetics ,Cancer Research ,Cell ,Cancer ,Biology ,medicine.disease ,Precision medicine ,Breast cancer ,medicine.anatomical_structure ,Oncology ,medicine ,Lung cancer ,Gene ,PI3K/AKT/mTOR pathway ,Genetic screen - Abstract
With the complete molecular characterization of the major cancer types in sight, it is clear that only a minority of the cancer genes represent readily accessible drug targets. Furthermore, mechanistic biomarkers that predict response to targeted therapies remain scant. To address these challenges, we employ large-scale chemical genetic screens in isogenic cells to systematically uncover gene-drug interactions. For instance, using a panel of engineered cell lines we have recently identified several known and novel breast cancer vulnerabilities and a mechanism of resistance to drugs inhibiting the PI3K/mTOR pathway. We have performed similar screens in an isogenic lung cancer model that attempts to capture some of the higher order gene-drug interactions. In addition, I will present our efforts concerning the generation of a collection of haploid human knockout cells covering the majority of expressed genes that represents a powerful platform empowering haploid genetics in human cells. Citation Format: Sebastian Nijman. Gene-drug interaction screens in cancer using isogenic cell models. [abstract]. In: Proceedings of the AACR Precision Medicine Series: Synthetic Lethal Approaches to Cancer Vulnerabilities; May 17-20, 2013; Bellevue, WA. Philadelphia (PA): AACR; Mol Cancer Ther 2013;12(5 Suppl):Abstract nr IA18.
- Published
- 2013
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42. Abstract A27: Mapping of chemical-genetic interactions in breast cancer reveals a mechanism of resistance to PI3K inhibitors
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Sebastian M.B. Nijman, Iris Z. Uras, Bianca V. Gapp, and Markus K Muellner
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Drug ,Cancer Research ,Mechanism (biology) ,media_common.quotation_subject ,Systems biology ,Notch signaling pathway ,Cancer ,Biology ,medicine.disease ,Bioinformatics ,Breast cancer ,Oncology ,Cancer cell ,medicine ,Cancer research ,PI3K/AKT/mTOR pathway ,media_common - Abstract
Linking the molecular aberrations of cancer to drug responses allows directing the choice of treatment and to explore new therapeutic applications. We set out to systematically map drug-gene interactions in breast cancer and established a multiplexed assay to study the cellular fitness of a panel of engineered isogenic cells in response to a collection of drugs. This approach so far revealed several synthetic-lethal interactions and drug-resistance mechanisms, including previously discovered interactions from other model systems. Among the novel interactions NOTCH pathway activation, which occurs frequently in breast cancer, unexpectedly conferred resistance to phosphoinositide 3-kinase (PI3K) inhibitors, which are currently undergoing clinical trials in breast cancer patients. NOTCH1 and downstream induction of c-MYC over-rode the dependency of cells on the PI3K-mTOR pathway for proliferation. These data reveal a new mechanism of resistance to PI3K inhibitors with direct clinical implications. Citation Format: Markus K. Muellner, Iris Z. Uras, Bianca Gapp, Sebastian M. Nijman. Mapping of chemical-genetic interactions in breast cancer reveals a mechanism of resistance to PI3K inhibitors [abstract]. In: Proceedings of the AACR Special Conference on Chemical Systems Biology: Assembling and Interrogating Computational Models of the Cancer Cell by Chemical Perturbations; 2012 Jun 27-30; Boston, MA. Philadelphia (PA): AACR; Cancer Res 2012;72(13 Suppl):Abstract nr A27.
- Published
- 2012
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43. In Vivo Screening for Tumor Suppressors In Hematological Malignancies Using Barcode RNAi
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Damla Olcaydu, Florian Grebien, Tiina Berg, Sebastian M.B. Nijman, Ashot S. Harutyunyan, Robert Kralovics, Roland Jäger, Markus K Muellner, and Thorsten Klampfl
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Genetics ,Candidate gene ,Immunology ,Cell Biology ,Hematology ,Biology ,Biochemistry ,Viral vector ,Erythropoietin receptor ,Small hairpin RNA ,Transplantation ,RNA interference ,Haploinsufficiency ,Gene - Abstract
Abstract 998 Chromosomal deletions are frequent cytogenetic defects in hematological malignancies. Common deleted regions (CDRs) defined by the minimal physical overlap of all deletion events are thought to harbor tumor suppressors relevant for pathogenesis. Haploinsufficiency is likely to be a common consequence of chromosomal deletions affecting the function of tumor suppressors within the deleted locus. The use of RNA interference (RNAi) offers a unique opportunity to mimick haploinsufficiency by partial knock-down of the gene transcripts. Since deletions are usually large containing a high number of candidate genes, we aimed to develop a screening method targeting several candidates at once and assaying for tumor suppressor features in a pool of knock-downs. As a model for our approach we selected a CDR on chromosome 20q frequently found clonal in myeloid diseases. We established a screen for knock-downs causing cytokine hypersensitivity. This CDR (physical position chr20:38.7- 42.2) spans 3.5Mb and contains 16 genes (MAFB-JPH2). We cloned 3 short hairpin RNAs (shRNAs) for each mouse homologue of the 16 target genes into the pLKO.2 lentiviral vector. The 48 shRNA constructs were “bar-coded” with different, unique 24bp DNA bar-codes, that can be identified and quantified using the microbead-based xMAP technology (Luminex). We lentivirally delivered the constructs independently into the erythropoietin (Epo) dependent murine cell line Baf3/EpoR, pooled the individual knock-downs in equal amounts and assayed for cytokine hypersensitivity based proliferation advantage under stringent Epo concentrations. Applying a scoring system based on the relative increase/decrease of the individual bar-codes in the pool over time, we could identify the knock-down of topoisomerase 1 (Top1) to induce Epo-concentration dependent outgrowth. Two different Top1 shRNA constructs succeeded in consistently mediating proliferative advantage in three biological replicates. We set up a validation experiment pooling Top1 knock-down cells with control cells (bar-coded, no shRNA) in a 1:1 ratio and could observe significant dominance of the Top1 knock-down cells establishing after 10–15 days in culture and increasing over time (p Disclosures: No relevant conflicts of interest to declare.
- Published
- 2010
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44. 895 A PRO- AND ANTI-ONCOGENIC ROLE OF STAT3 IN HEPATOCELLULAR CARCINOMA PROGRESSION
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Wolfgang Mikulits, Verena Proell, Georg Machat, Doris Schneller, Heidemarie Huber, Sebastian M.B. Nijman, Robert Eferl, F. van Zijl, Richard Moriggl, Gudrun Zulehner, and Markus Mair
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Hepatology ,biology ,business.industry ,Hepatocellular carcinoma ,medicine ,Cancer research ,biology.protein ,medicine.disease ,STAT3 ,business - Published
- 2010
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45. Erratum
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Tony T. Huang, Sebastian M.B. Nijman, Kanchan D. Mirchandani, Paul J. Galardy, Martin A. Cohn, Wilhelm Haas, Steven P. Gygi, Hidde L. Ploegh, René Bernards, and Alan D. D'Andrea
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Cell Biology - Published
- 2006
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46. Regulation of monoubiquitinated PCNA by DUB autocleavage
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Sebastian M.B. Nijman, René Bernards, Wilhelm Haas, Alan D. D'Andrea, Hidde L. Ploegh, Kanchan D. Mirchandani, Paul J. Galardy, Martin A. Cohn, Tony T. Huang, and Steven P. Gygi
- Subjects
DNA Replication ,Ubiquitin-Specific Proteases ,Ultraviolet Rays ,DNA repair ,Molecular Sequence Data ,Biology ,Deubiquitinating enzyme ,Ubiquitin ,Proliferating Cell Nuclear Antigen ,Endopeptidases ,Humans ,Monoubiquitination ,Amino Acid Sequence ,Fanconi Anemia Complementation Group G Protein ,Sequence Homology, Amino Acid ,Arabidopsis Proteins ,DNA replication ,Cell Biology ,Protein ubiquitination ,Cell biology ,Proliferating cell nuclear antigen ,Gene Expression Regulation ,Biochemistry ,biology.protein ,Biologie ,Protein Processing, Post-Translational ,DNA Damage - Abstract
Monoubiquitination is a reversible post-translational protein modification that has an important regulatory function in many biological processes, including DNA repair. Deubiquitinating enzymes (DUBs) are proteases that are negative regulators of monoubiquitination, but little is known about their regulation and contribution to the control of conjugated-substrate levels. Here, we show that the DUB ubiquitin specific protease 1 (USP1) deubiquitinates the DNA replication processivity factor, PCNA, as a safeguard against error-prone translesion synthesis (TLS) of DNA. Ultraviolet (UV) irradiation inactivates USP1 through an autocleavage event, thus enabling monoubiquitinated PCNA to accumulate and to activate TLS. Significantly, the site of USP1 cleavage is immediately after a conserved internal ubiquitin-like diglycine (Gly-Gly) motif. This mechanism is reminiscent of the processing of precursors of ubiquitin and ubiquitin-like modifiers by DUBs. Our results define a regulatory mechanism for protein ubiquitination that involves the signal-induced degradation of an inhibitory DUB.
- Published
- 2006
47. Loss of the cylindromatosis tumour suppressor inhibits apoptosis by activating NF-κB
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Annette M.G. Dirac, Thijn R. Brummelkamp, Sebastian M.B. Nijman, and René Bernards
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Multidisciplinary ,biology ,Tumor suppressor gene ,NF-κB ,IκB kinase ,Cell biology ,Deubiquitinating Enzyme CYLD ,chemistry.chemical_compound ,Biochemistry ,Ubiquitin ,chemistry ,RNA interference ,biology.protein ,Signal transduction ,Transcription factor ,Biologie - Abstract
Protein modification by the conjugation of ubiquitin moieties--ubiquitination--plays a major part in many biological processes, including cell cycle and apoptosis. The enzymes that mediate ubiquitin-conjugation have been well-studied, but much less is known about the ubiquitin-specific proteases that mediate de-ubiquitination of cellular substrates. To study this gene family, we designed a collection of RNA interference vectors to suppress 50 human de-ubiquitinating enzymes, and used these vectors to identify de-ubiquitinating enzymes in cancer-relevant pathways. We report here that inhibition of one of these enzymes, the familial cylindromatosis tumour suppressor gene (CYLD), having no known function, enhances activation of the transcription factor NF-kappaB. We show that CYLD binds to the NEMO (also known as IKKgamma) component of the IkappaB kinase (IKK) complex, and appears to regulate its activity through de-ubiquitination of TRAF2, as TRAF2 ubiquitination can be modulated by CYLD. Inhibition of CYLD increases resistance to apoptosis, suggesting a mechanism through which loss of CYLD contributes to oncogenesis. We show that this effect can be relieved by aspirin derivatives that inhibit NF-kappaB activity, which suggests a therapeutic intervention strategy to restore growth control in patients suffering from familial cylindromatosis.
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- 2003
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48. Parallel reverse genetic screening in mutant human cells using transcriptomics
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Vineet Dalal, Sebastian M.B. Nijman, Tilmann Bürckstümmer, Bianca V. Gapp, Christoph Bock, Tomasz Konopka, and Thomas Penz
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0301 basic medicine ,Genotype ,systematic phenotyping ,ved/biology.organism_classification_rank.species ,Methods & Resources ,Biology ,Chromatin, Epigenetics, Genomics & Functional Genomics ,General Biochemistry, Genetics and Molecular Biology ,Cell Line ,03 medical and health sciences ,Gene Knockout Techniques ,Genome editing ,Report ,multiplexed RNA sequencing ,Humans ,Model organism ,Gene ,Genetics ,General Immunology and Microbiology ,ved/biology ,Sequence Analysis, RNA ,Applied Mathematics ,Gene Expression Profiling ,parallel screening ,Molecular Sequence Annotation ,Protein-Tyrosine Kinases ,Isogenic human disease models ,Reverse genetics ,Reverse Genetics ,Gene expression profiling ,030104 developmental biology ,kinases ,Phenotype ,Computational Theory and Mathematics ,Human genome ,General Agricultural and Biological Sciences ,Information Systems ,Genetic screen ,Reports - Abstract
Reverse genetic screens have driven gene annotation and target discovery in model organisms. However, many disease‐relevant genotypes and phenotypes cannot be studied in lower organisms. It is therefore essential to overcome technical hurdles associated with large‐scale reverse genetics in human cells. Here, we establish a reverse genetic approach based on highly robust and sensitive multiplexed RNA sequencing of mutant human cells. We conduct 10 parallel screens using a collection of engineered haploid isogenic cell lines with knockouts covering tyrosine kinases and identify known and unexpected effects on signaling pathways. Our study provides proof of concept for a scalable approach to link genotype to phenotype in human cells, which has broad applications. In particular, it clears the way for systematic phenotyping of still poorly characterized human genes and for systematic study of uncharacterized genomic features associated with human disease. ![][1] Genome editing and transcriptomic profiling enable reverse genetic exploration of gene function in human cells. Ten parallel screens of tyrosine kinase knock‐out cells reveal quantitative and qualitative changes in signaling upon genetic perturbations. Mol Syst Biol. (2016) 12: 879 [1]: /embed/graphic-1.gif
49. TOPS: a versatile software tool for statistical analysis and visualization of combinatorial gene-gene and gene-drug interaction screens
- Author
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Gerhard Duernberger, Andreas Schoenegger, Iris Z. Uras, Sebastian M.B. Nijman, Klaudia Bagienski, Markus K Muellner, Claudia Kerzendorfer, Florian Ganglberger, Jacques Colinge, Institut de recherche en cancérologie de Montpellier (IRCM - U896 Inserm - UM1), and Université Montpellier 1 (UM1)-CRLCC Val d'Aurelle - Paul Lamarque-Institut National de la Santé et de la Recherche Médicale (INSERM)-Université de Montpellier (UM)
- Subjects
Data Interpretation ,Synthetic lethality ,Drug Evaluation, Preclinical ,computer.software_genre ,Biochemistry ,Computer graphics ,0302 clinical medicine ,Software ,Structural Biology ,Drug Evaluation ,Drug screens ,Graphical user interface ,Genetics ,0303 health sciences ,Tumor ,Applied Mathematics ,Genes ,High-Throughput Nucleotide Sequencing ,Genomics ,Statistical ,Preclinical ,Computer Science Applications ,Synergy ,Luminex xMAP ,030220 oncology & carcinogenesis ,Data Interpretation, Statistical ,Female ,RNA Interference ,Data mining ,Algorithms ,Functional genetics ,[SDV.CAN]Life Sciences [q-bio]/Cancer ,Breast Neoplasms ,Biology ,Breast Neoplasms/genetics ,Cell Line ,03 medical and health sciences ,Cell Line, Tumor ,Computer Graphics ,Humans ,Molecular Biology ,030304 developmental biology ,User Friendly ,business.industry ,Massive parallel sequencing ,Modular design ,Visualization ,Genomics/methods ,Scripting language ,Linear Models ,Double perturbation screens ,Epistasis ,business ,computer ,Genetic screen - Abstract
Background: Measuring the impact of combinations of genetic or chemical perturbations on cellular fitness, sometimes referred to as synthetic lethal screening, is a powerful method for obtaining novel insights into gene function and drug action. Especially when performed at large scales, gene-gene or gene-drug interaction screens can reveal complex genetic interactions or drug mechanism of action or even identify novel therapeutics for the treatment of diseases. The result of such large-scale screen results can be represented as a matrix with a numeric score indicating the cellular fitness (e.g. viability or doubling time) for each double perturbation. In a typical screen, the majority of combinations do not impact the cellular fitness. Thus, it is critical to first discern true "hits" from noise. Subsequent data exploration and visualization methods can assist to extract meaningful biological information from the data. However, despite the increasing interest in combination perturbation screens, no user friendly open-source program exists that combines statistical analysis, data exploration tools and visualization. Results: We developed TOPS (Tool for Combination Perturbation Screen Analysis), a Java and R-based software tool with a simple graphical user interface that allows the user to import, analyze, filter and plot data from double perturbation screens as well as other compatible data. TOPS was designed in a modular fashion to allow the user to add alternative importers for data formats or custom analysis scripts not covered by the original release. We demonstrate the utility of TOPS on two datasets derived from functional genetic screens using different methods. Dataset 1 is a gene-drug interaction screen and is based on Luminex xMAP technology. Dataset 2 is a gene-gene short hairpin (sh)RNAi screen exploring the interactions between deubiquitinating enzymes and a number of prominent oncogenes using massive parallel sequencing (MPS). Conclusions: TOPS provides the benchtop scientist with a free toolset to analyze, filter and visualize data from functional genomic gene-gene and gene-drug interaction screens with a flexible interface to accommodate different technologies and analysis algorithms in addition to those already provided here. TOPS is freely available for academic and non-academic users and is released as open source.
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