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1.
Nucleic Acids Res ; 45(13): e122, 2017 Jul 27.
Article in English | MEDLINE | ID: mdl-28472340

ABSTRACT

Genome-wide transcriptome profiling has enabled non-supervised classification of tumours, revealing different sub-groups characterized by specific gene expression features. However, the biological significance of these subtypes remains for the most part unclear. We describe herein an interactive platform, Minimum Spanning Trees Inferred Clustering (MiSTIC), that integrates the direct visualization and comparison of the gene correlation structure between datasets, the analysis of the molecular causes underlying co-variations in gene expression in cancer samples, and the clinical annotation of tumour sets defined by the combined expression of selected biomarkers. We have used MiSTIC to highlight the roles of specific transcription factors in breast cancer subtype specification, to compare the aspects of tumour heterogeneity targeted by different prognostic signatures, and to highlight biomarker interactions in AML. A version of MiSTIC preloaded with datasets described herein can be accessed through a public web server (http://mistic.iric.ca); in addition, the MiSTIC software package can be obtained (github.com/iric-soft/MiSTIC) for local use with personalized datasets.


Subject(s)
Biomarkers, Tumor/genetics , Databases, Genetic/statistics & numerical data , Gene Expression Profiling/statistics & numerical data , Transcriptome/genetics , Biomarkers, Tumor/classification , Breast Neoplasms/classification , Breast Neoplasms/genetics , Cluster Analysis , Computational Biology , Female , Genome-Wide Association Study/statistics & numerical data , Humans , Leukemia, Myeloid, Acute/classification , Leukemia, Myeloid, Acute/genetics , Multigene Family , Prognosis , Software
2.
Methods Mol Biol ; 1487: 1-21, 2017.
Article in English | MEDLINE | ID: mdl-27924555

ABSTRACT

Cells respond to changes in their environment, to developmental cues, and to pathogen aggression through the action of a complex network of proteins. These networks can be decomposed into a multitude of signaling pathways that relay signals from the microenvironment to the cellular components involved in eliciting a specific response. Perturbations in these signaling processes are at the root of multiple pathologies, the most notable of these being cancer. The study of receptor tyrosine kinase (RTK) signaling led to the first description of a mechanism whereby an extracellular signal is transmitted to the nucleus to induce a transcriptional response. Genetic studies conducted in drosophila and nematodes have provided key elements to this puzzle. Here, we briefly discuss the somewhat lesser known contribution of these multicellular organisms to our understanding of what has come to be known as the prototype of signaling pathways. We also discuss the ostensibly much larger network of regulators that has emerged from recent functional genomic investigations of RTK/RAS/ERK signaling.


Subject(s)
Genetic Association Studies , MAP Kinase Signaling System , Animals , Caenorhabditis elegans/genetics , Caenorhabditis elegans/metabolism , Drosophila/genetics , Drosophila/metabolism , Extracellular Signal-Regulated MAP Kinases/metabolism , Genomics/methods , Humans , Receptor Protein-Tyrosine Kinases/metabolism , ras Proteins/metabolism
3.
PLoS Biol ; 14(8): e1002539, 2016 08.
Article in English | MEDLINE | ID: mdl-27552662

ABSTRACT

RAS-induced MAPK signaling is a central driver of the cell proliferation apparatus. Disruption of this pathway is widely observed in cancer and other pathologies. Consequently, considerable effort has been devoted to understanding the mechanistic aspects of RAS-MAPK signal transmission and regulation. While much information has been garnered on the steps leading up to the activation and inactivation of core pathway components, comparatively little is known on the mechanisms controlling their expression and turnover. We recently identified several factors that dictate Drosophila MAPK levels. Here, we describe the function of one of these, the deubiquitinase (DUB) USP47. We found that USP47 acts post-translationally to counteract a proteasome-mediated event that reduces MAPK half-life and thereby dampens signaling output. Using an RNAi-based genetic interaction screening strategy, we identified UBC6, POE/UBR4, and UFD4, respectively, as E2 and E3 enzymes that oppose USP47 activity. Further characterization of POE-associated factors uncovered KCMF1 as another key component modulating MAPK levels. Together, these results identify a novel protein degradation module that governs MAPK levels. Given the role of UBR4 as an N-recognin ubiquitin ligase, our findings suggest that RAS-MAPK signaling in Drosophila is controlled by the N-end rule pathway and that USP47 counteracts its activity.


Subject(s)
Calmodulin-Binding Proteins/metabolism , Drosophila Proteins/metabolism , Drosophila melanogaster/metabolism , Extracellular Signal-Regulated MAP Kinases/metabolism , Ubiquitin-Specific Proteases/metabolism , Animals , Animals, Genetically Modified , Calmodulin-Binding Proteins/genetics , Cell Line , Drosophila Proteins/genetics , Drosophila melanogaster/cytology , Drosophila melanogaster/genetics , Extracellular Signal-Regulated MAP Kinases/genetics , IMP Dehydrogenase/genetics , IMP Dehydrogenase/metabolism , Immunoblotting , MAP Kinase Signaling System/genetics , Models, Biological , Mutation , Protein Stability , RNA Interference , Reverse Transcriptase Polymerase Chain Reaction , Ubiquitin-Protein Ligases/genetics , Ubiquitin-Protein Ligases/metabolism , Ubiquitin-Specific Proteases/genetics , Ubiquitination , Wings, Animal/metabolism
4.
PLoS Biol ; 12(3): e1001809, 2014 Mar.
Article in English | MEDLINE | ID: mdl-24643257

ABSTRACT

The small GTPase RAS is among the most prevalent oncogenes. The evolutionarily conserved RAF-MEK-MAPK module that lies downstream of RAS is one of the main conduits through which RAS transmits proliferative signals in normal and cancer cells. Genetic and biochemical studies conducted over the last two decades uncovered a small set of factors regulating RAS/MAPK signaling. Interestingly, most of these were found to control RAF activation, thus suggesting a central regulatory role for this event. Whether additional factors are required at this level or further downstream remains an open question. To obtain a comprehensive view of the elements functionally linked to the RAS/MAPK cascade, we used a quantitative assay in Drosophila S2 cells to conduct a genome-wide RNAi screen for factors impacting RAS-mediated MAPK activation. The screen led to the identification of 101 validated hits, including most of the previously known factors associated to this pathway. Epistasis experiments were then carried out on individual candidates to determine their position relative to core pathway components. While this revealed several new factors acting at different steps along the pathway--including a new protein complex modulating RAF activation--we found that most hits unexpectedly work downstream of MEK and specifically influence MAPK expression. These hits mainly consist of constitutive splicing factors and thereby suggest that splicing plays a specific role in establishing MAPK levels. We further characterized two representative members of this group and surprisingly found that they act by regulating mapk alternative splicing. This study provides an unprecedented assessment of the factors modulating RAS/MAPK signaling in Drosophila. In addition, it suggests that pathway output does not solely rely on classical signaling events, such as those controlling RAF activation, but also on the regulation of MAPK levels. Finally, it indicates that core splicing components can also specifically impact alternative splicing.


Subject(s)
Alternative Splicing , Drosophila Proteins/genetics , Drosophila/metabolism , MAP Kinase Signaling System , ras Proteins/metabolism , Animals , Cell Line , Cluster Analysis , Drosophila/genetics , Drosophila Proteins/metabolism , Drosophila Proteins/physiology , Epistasis, Genetic , Gene Expression Regulation , MAP Kinase Kinase Kinases/genetics , MAP Kinase Kinase Kinases/metabolism , MAP Kinase Kinase Kinases/physiology , RNA Interference
5.
Fly (Austin) ; 5(3): 224-33, 2011.
Article in English | MEDLINE | ID: mdl-21478676

ABSTRACT

Alternative splicing provides one of the major mechanisms by which eukaryotic genomes can increase the diversity of transcripts and protein products encoded by a limited amount of genes. The spliceosome is involved in recognizing and removing intronic sequences and it is guided in this activity by splicing regulatory factors that determine the particular splice sites that are to be recognized and used for intron removal. Thus, by modulating the spliceosome's activity, these factors can cause different mRNA transcripts to be generated from the same precursor mRNA. In a recent RNAi screen for factors modulating RAS/MAPK signaling, we identified the Drosophila exon junction complex (EJC) as one of the components regulating the splicing of mapk transcripts. We showed that removal of EJC components caused multiple consecutive mapk exons to be skipped. Moreover, we determined that other fly genes that, like mapk, had particularly large introns, were also sensitive to disruption of the EJC. The importance of intron length in determining sensitivity to EJC disruption suggests that the EJC is functioning in exon definition, a splicing mechanism that occurs for long introns in particular.


Subject(s)
Alternative Splicing , Drosophila/metabolism , Mitogen-Activated Protein Kinases/metabolism , Animals , Drosophila/genetics , Exons , Introns , Mitogen-Activated Protein Kinases/genetics
6.
Med Sci (Paris) ; 26(12): 1067-73, 2010 Dec.
Article in French | MEDLINE | ID: mdl-21187046

ABSTRACT

Cells respond to changes in their environment, to developmental cues and to pathogen aggression through the action of a complex network of proteins. These networks can be split into a multitude of signalling pathways that relay signals from the microenvironment to the cellular components involved in eliciting a specific response. Perturbations in these signalling processes are at the root of multiple pathologies, the most notable of these being cancer. The study of receptor tyrosine kinase (RTK) signalling led to the first description of a mechanism whereby an extracellular signal is transmitted to the nucleus to induce a transcriptional response. Genetic studies conducted in drosophila and nematodes have provided key elements to this puzzle. Here, we briefly discuss the poorly known contribution of these multicellular organisms to our understanding of what has become a prototype in cell signalling as well as to the more recent description of the complex network of regulators that is now known to govern RTK/RAS/ERK signalling.


Subject(s)
Extracellular Signal-Regulated MAP Kinases/physiology , Receptor Protein-Tyrosine Kinases/physiology , Signal Transduction/physiology , ras Proteins/physiology , Animals , Caenorhabditis elegans Proteins/genetics , Caenorhabditis elegans Proteins/physiology , Drosophila Proteins/genetics , Drosophila Proteins/physiology , Extracellular Signal-Regulated MAP Kinases/genetics , Gene Expression Regulation , Humans , MAP Kinase Signaling System , Models, Biological , Neoplasms/enzymology , Phosphoprotein Phosphatases/physiology , Receptor Protein-Tyrosine Kinases/genetics , Signal Transduction/genetics , Transcription, Genetic , ras Proteins/genetics
7.
Mol Syst Biol ; 6: 453, 2010 Dec 21.
Article in English | MEDLINE | ID: mdl-21179025

ABSTRACT

The mammalian target of rapamycin (mTOR) is a central regulator of cell growth and proliferation. mTOR signaling is frequently dysregulated in oncogenic cells, and thus an attractive target for anticancer therapy. Using CellDesigner, a modeling support software for graphical notation, we present herein a comprehensive map of the mTOR signaling network, which includes 964 species connected by 777 reactions. The map complies with both the systems biology markup language (SBML) and graphical notation (SBGN) for computational analysis and graphical representation, respectively. As captured in the mTOR map, we review and discuss our current understanding of the mTOR signaling network and highlight the impact of mTOR feedback and crosstalk regulations on drug-based cancer therapy. This map is available on the Payao platform, a Web 2.0 based community-wide interactive process for creating more accurate and information-rich databases. Thus, this comprehensive map of the mTOR network will serve as a tool to facilitate systems-level study of up-to-date mTOR network components and signaling events toward the discovery of novel regulatory processes and therapeutic strategies for cancer.


Subject(s)
Gene Regulatory Networks , Protein Interaction Mapping , Signal Transduction , TOR Serine-Threonine Kinases/metabolism , Antineoplastic Agents/pharmacology , Antineoplastic Agents/therapeutic use , Humans , Models, Biological , Neoplasms/drug therapy , Sirolimus/pharmacology , Sirolimus/therapeutic use , Systems Biology
8.
Cell ; 143(2): 251-62, 2010 Oct 15.
Article in English | MEDLINE | ID: mdl-20946983

ABSTRACT

Signaling pathways are controlled by a vast array of posttranslational mechanisms. By contrast, little is known regarding the mechanisms that regulate the expression of their core components. We conducted an RNAi screen in Drosophila for factors modulating RAS/MAPK signaling and identified the Exon Junction Complex (EJC) as a key element of this pathway. The EJC binds the exon-exon junctions of mRNAs and thus far, has been linked exclusively to postsplicing events. Here, we report that the EJC is required for proper splicing of mapk transcripts by a mechanism that apparently controls exon definition. Moreover, whole transcriptome and RT-PCR analyses of EJC-depleted cells revealed that the splicing of long intron-containing genes, which includes mapk, is sensitive to EJC activity. These results identify a role for the EJC in the splicing of a subset of transcripts and suggest that RAS/MAPK signaling depends on the regulation of MAPK levels by the EJC.


Subject(s)
Drosophila Proteins/genetics , Drosophila melanogaster/genetics , Exons , Introns , Mitogen-Activated Protein Kinases/genetics , RNA Splicing , Animals , Cell Line , Drosophila melanogaster/metabolism , RNA Precursors/metabolism , Signal Transduction
9.
Genetics ; 181(2): 567-79, 2009 Feb.
Article in English | MEDLINE | ID: mdl-19064708

ABSTRACT

The Jun N-terminal kinase and p38 pathways, also known as stress-activated protein kinase (SAPK) pathways, are signaling conduits reiteratively used throughout the development and adult life of metazoans where they play central roles in the control of apoptosis, immune function, and environmental stress responses. We recently identified a Drosophila Ser/Thr phosphatase of the PP2C family, named Alphabet (Alph), which acts as a negative regulator of the Ras/ERK pathway. Here we show that Alph also plays an inhibitory role with respect to Drosophila SAPK signaling during development as well as under stress conditions such as oxidative or genotoxic stresses. Epistasis experiments suggest that Alph acts at a step upstream of the MAPKKs Hep and Lic. Consistent with this interpretation, biochemical experiments identify the upstream MAPKKKs Slpr, Tak1, and Wnd as putative substrates. Together with previous findings, this work identifies Alph as a general attenuator of MAPK signaling in Drosophila.


Subject(s)
Drosophila Proteins/metabolism , Drosophila/metabolism , Phosphoprotein Phosphatases/metabolism , Animals , Animals, Genetically Modified , Base Sequence , Cell Line , DNA Primers/genetics , Drosophila/genetics , Drosophila/growth & development , Drosophila Proteins/deficiency , Drosophila Proteins/genetics , Epistasis, Genetic , Eye Abnormalities/genetics , Female , Genes, Insect , Genes, Lethal , Genotype , MAP Kinase Signaling System , Male , Microscopy, Electron, Scanning , Mitogen-Activated Protein Kinase Kinases/genetics , Mutation , Oxidative Stress , Phenotype , Phosphoprotein Phosphatases/deficiency , Phosphoprotein Phosphatases/genetics , Protein Kinases/genetics , RNA Interference , Signal Transduction
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