Systems biology of Ewing sarcoma: a network model of EWS-FLI1 effect on proliferation and apoptosis

Ewing sarcoma is the second most frequent pediatric bone tumor. In most of the patients, a chromosomal translocation leads to the expression of the EWS-FLI1 chimeric transcription factor that is the major oncogene in this pathology. Relative genetic simplicity of Ewing sarcoma makes it particularly attractive for studying cancer in a systemic manner. Silencing EWS-FLI1 induces cell cycle alteration and ultimately leads to apoptosis, but the exact molecular mechanisms underlying this phenotype are unclear. In this study, a network linking EWS-FLI1 to cell cycle and apoptosis phenotypes was constructed through an original method of network reconstruction. Transcriptome time-series after EWS-FLI1 silencing were used to identify core modulated genes by an original scoring method based on fitting expression profile dynamics curves. Literature data mining was then used to connect these modulated genes into a network. The validity of a subpart of this network was assessed by siRNA/RT-QPCR experiments on four additional Ewing cell lines and confirmed most of the links. Based on the network and the transcriptome data, CUL1 was identified as a new potential target of EWS-FLI1. Altogether, using an original methodology of data integration, we provide the first version of EWS-FLI1 network model of cell cycle and apoptosis regulation.

[1]  G. Hong,et al.  Nucleic Acids Research , 2015, Nucleic Acids Research.

[2]  Robert Stevens,et al.  Gene Ontology Consortium , 2014 .

[3]  M. Stern,et al.  MiR-30a-5p connects EWS-FLI1 and CD99, two major therapeutic targets in Ewing tumor , 2013, Oncogene.

[4]  E. Álava,et al.  WEE1 accumulation and deregulation of S-phase proteins mediate MLN4924 potent inhibitory effect on Ewing sarcoma cells , 2013, Oncogene.

[5]  Olivier Delattre,et al.  Targeting the EWSR1-FLI1 oncogene-induced protein kinase PKC-β abolishes ewing sarcoma growth. , 2012, Cancer research.

[6]  A. Sickmann,et al.  STEAP1 Is Associated with the Invasive and Oxidative Stress Phenotype of Ewing Tumors , 2011, Molecular Cancer Research.

[7]  Yan Zhou,et al.  Overexpression of Cullin1 is associated with poor prognosis of patients with gastric cancer. , 2011, Human pathology.

[8]  H. Chansky,et al.  FOXO1 is a direct target of EWS-Fli1 oncogenic fusion protein in Ewing's sarcoma cells. , 2010, Biochemical and biophysical research communications.

[9]  Gang Li,et al.  Increased Cul1 expression promotes melanoma cell proliferation through regulating p27 expression. , 2010, International journal of oncology.

[10]  Gary D Bader,et al.  BioPAX – A community standard for pathway data sharing , 2010, Nature Biotechnology.

[11]  G. Mills,et al.  Future of personalized medicine in oncology: a systems biology approach. , 2010, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[12]  Andrew R. Gehrke,et al.  Genome-wide analysis of ETS-family DNA-binding in vitro and in vivo , 2010, The EMBO journal.

[13]  P. Meltzer,et al.  Molecular and Cellular Pathobiology Cancer Research Hypoxia Modulates EWS-FLI 1 Transcriptional Signature and Enhances the Malignant Properties of Ewing ' s Sarcoma Cells In vitro , 2010 .

[14]  D. Lauffenburger,et al.  Networks Inferred from Biochemical Data Reveal Profound Differences in Toll-like Receptor and Inflammatory Signaling between Normal and Transformed Hepatocytes* , 2010, Molecular & Cellular Proteomics.

[15]  Emmanuel Barillot,et al.  De novo motif identification improves the accuracy of predicting transcription factor binding sites in ChIP-Seq data analysis , 2010, Nucleic acids research.

[16]  O. Delattre,et al.  Preclinical Evidence that Use of TRAIL in Ewing's Sarcoma and Osteosarcoma Therapy Inhibits Tumor Growth, Prevents Osteolysis, and Increases Animal Survival , 2010, Clinical Cancer Research.

[17]  Javier Alonso,et al.  The EWS/FLI1 oncogenic protein inhibits expression of the Wnt inhibitor DICKKOPF-1 gene and antagonizes beta-catenin/TCF-mediated transcription. , 2010, Carcinogenesis.

[18]  E. Sohn,et al.  EWS/FLI1 oncogene activates caspase 3 transcription and triggers apoptosis in vivo. , 2010, Cancer research.

[19]  P. Meltzer,et al.  A Molecular Function Map of Ewing's Sarcoma , 2009, PloS one.

[20]  E. Barillot,et al.  The Oncogenic EWS-FLI1 Protein Binds In Vivo GGAA Microsatellite Sequences with Potential Transcriptional Activation Function , 2009, PloS one.

[21]  Hailong Wu,et al.  p53 represses c-Myc through induction of the tumor suppressor miR-145 , 2009, Proceedings of the National Academy of Sciences.

[22]  Holger Fröhlich,et al.  Modeling ERBB receptor-regulated G1/S transition to find novel targets for de novo trastuzumab resistance , 2009, BMC Systems Biology.

[23]  M. Kauer,et al.  EWS-FLI1 suppresses NOTCH-activated p53 in Ewing's sarcoma. , 2008, Cancer research.

[24]  M. Pagano,et al.  Deregulated proteolysis by the F-box proteins SKP2 and β-TrCP: tipping the scales of cancer , 2008, Nature Reviews Cancer.

[25]  T. Triche,et al.  The EWS/FLI1 oncogenic transcription factor deregulates GLI1 , 2008, Oncogene.

[26]  O. Delattre,et al.  Alteration of cyclin D1 transcript elongation by a mutated transcription factor up-regulates the oncogenic D1b splice isoform in cancer , 2008, Proceedings of the National Academy of Sciences.

[27]  Emmanuel Barillot,et al.  BiNoM: a Cytoscape plugin for manipulating and analyzing biological networks , 2008, Bioinform..

[28]  E. Barillot,et al.  A comprehensive modular map of molecular interactions in RB/E2F pathway , 2008, Molecular systems biology.

[29]  S. Lessnick,et al.  A transcriptional profiling meta-analysis reveals a core EWS-FLI gene expression signature , 2008, Cell cycle.

[30]  Brad T. Sherman,et al.  Systematic and integrative analysis of large gene lists using DAVID bioinformatics resources , 2008, Nature Protocols.

[31]  J. Lees,et al.  Life and death decisions by the E2F transcription factors. , 2007, Current opinion in cell biology.

[32]  Michael L. Creech,et al.  Integration of biological networks and gene expression data using Cytoscape , 2007, Nature Protocols.

[33]  O. Delattre,et al.  Mesenchymal stem cell features of Ewing tumors. , 2007, Cancer cell.

[34]  U. Sauer,et al.  Getting Closer to the Whole Picture , 2007, Science.

[35]  K. Nowak,et al.  E2F-1 regulates expression of FOXO1 and FOXO3a. , 2007, Biochimica et Biophysica Acta.

[36]  Steffen Klamt,et al.  Visual setup of logical models of signaling and regulatory networks with ProMoT , 2006, BMC Bioinformatics.

[37]  S. Lessnick,et al.  NR0B1 Is Required for the Oncogenic Phenotype Mediated by EWS/FLI in Ewing's Sarcoma , 2006, Molecular Cancer Research.

[38]  Li-Kwan Chang,et al.  The F-box protein Fbxo7 interacts with human inhibitor of apoptosis protein cIAP1 and promotes cIAP1 ubiquitination. , 2006, Biochemical and biophysical research communications.

[39]  Y. Iwamoto,et al.  The possible role of EWS-Fli1 in evasion of senescence in Ewing family tumors. , 2006, Cancer research.

[40]  Alexander E. Kel,et al.  TRANSPATH®: an information resource for storing and visualizing signaling pathways and their pathological aberrations , 2005, Nucleic Acids Res..

[41]  Julia M. Francis,et al.  Progestins regulate the expression and activity of the forkhead transcription factor FOXO1 in differentiating human endometrium. , 2006, Molecular endocrinology.

[42]  A. Trumpp,et al.  Development of Ewing's sarcoma from primary bone marrow-derived mesenchymal progenitor cells. , 2005, Cancer research.

[43]  J. Richardson,et al.  Expression of the EWS/FLI-1 oncogene in murine primary bone-derived cells Results in EWS/FLI-1-dependent, ewing sarcoma-like tumors. , 2005, Cancer research.

[44]  Mark E. Davis,et al.  Sequence-specific knockdown of EWS-FLI1 by targeted, nonviral delivery of small interfering RNA inhibits tumor growth in a murine model of metastatic Ewing's sarcoma. , 2005, Cancer research.

[45]  Pablo Tamayo,et al.  Gene set enrichment analysis: A knowledge-based approach for interpreting genome-wide expression profiles , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[46]  Y. Iwamoto,et al.  Transactivation of cyclin E gene by EWS‐Fli1 and antitumor effects of cyclin dependent kinase inhibitor on Ewing's family tumor cells , 2005, International journal of cancer.

[47]  H. Kitano,et al.  A comprehensive pathway map of epidermal growth factor receptor signaling , 2005, Molecular systems biology.

[48]  M. Ladanyi,et al.  Ewing sarcomas with p53 mutation or p16/p14ARF homozygous deletion: a highly lethal subset associated with poor chemoresponse. , 2005, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[49]  Paul T. Groth,et al.  The ENCODE (ENCyclopedia Of DNA Elements) Project , 2004, Science.

[50]  W. El-Deiry,et al.  Direct Repression of FLIP Expression by c-myc Is a Major Determinant of TRAIL Sensitivity , 2004, Molecular and Cellular Biology.

[51]  O. Delattre,et al.  EWS/FLI-1 Silencing and Gene Profiling of Ewing Cells Reveal Downstream Oncogenic Pathways and a Crucial Role for Repression of Insulin-Like Growth Factor Binding Protein 3 , 2004, Molecular and Cellular Biology.

[52]  Michael L. Blackburn,et al.  Targeting of EWS/FLI‐1 by RNA interference attenuates the tumor phenotype of Ewing's sarcoma cells in vitro , 2004, Journal of orthopaedic research : official publication of the Orthopaedic Research Society.

[53]  J. Tschopp,et al.  N-Terminal Fragment of c-FLIP(L) Processed by Caspase 8 Specifically Interacts with TRAF2 and Induces Activation of the NF-κB Signaling Pathway , 2004, Molecular and Cellular Biology.

[54]  Piero Picci,et al.  Contribution of MEK/MAPK and PI3‐K signaling pathway to the malignant behavior of Ewing's sarcoma cells: Therapeutic prospects , 2004, International journal of cancer.

[55]  M. Wu Roles of the stress-induced gene IEX-1 in regulation of cell death and oncogenesis , 2004, Apoptosis.

[56]  P. Shannon,et al.  Cytoscape: a software environment for integrated models of biomolecular interaction networks. , 2003, Genome research.

[57]  Brad T. Sherman,et al.  DAVID: Database for Annotation, Visualization, and Integrated Discovery , 2003, Genome Biology.

[58]  Y. Iwamoto,et al.  Identification of p21 WAF1/CIP1 as a Direct Target of EWS-Fli1 Oncogenic Fusion Protein* , 2003, The Journal of Biological Chemistry.

[59]  Akihiro Umezawa,et al.  Upregulation of Id2, an oncogenic helix-loop-helix protein, is mediated by the chimeric EWS/ets protein in Ewing sarcoma , 2003, Oncogene.

[60]  Wu Mx Roles of the stress-induced gene IEX-1 in regulation of cell death and oncogenesis. , 2003 .

[61]  Rakesh Nagarajan,et al.  FOXO Proteins Regulate Tumor Necrosis Factor-related Apoptosis Inducing Ligand Expression , 2002, The Journal of Biological Chemistry.

[62]  F. Porteu,et al.  IEX‐1: a new ERK substrate involved in both ERK survival activity and ERK activation , 2002, The EMBO journal.

[63]  Hiroaki Kitano,et al.  Looking beyond the details: a rise in system-oriented approaches in genetics and molecular biology , 2002, Current Genetics.

[64]  J. Tschopp,et al.  NF-κB Signals Induce the Expression of c-FLIP , 2001, Molecular and Cellular Biology.

[65]  O. Delattre,et al.  Analysis of the expression of cell cycle regulators in Ewing cell lines: EWS-FLI-1 modulates p57KIP2 and c-Myc expression , 2001, Oncogene.

[66]  D. Botstein,et al.  Singular value decomposition for genome-wide expression data processing and modeling. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[67]  M. Ladanyi,et al.  Prognostic impact of P53 status in Ewing sarcoma , 2000, Cancer.

[68]  Satoru Miyano,et al.  Inferring qualitative relations in genetic networks and metabolic pathways , 2000, Bioinform..

[69]  M. Ashburner,et al.  Gene Ontology: tool for the unification of biology , 2000, Nature Genetics.

[70]  R. Medema,et al.  AFX-like Forkhead transcription factors mediate cell-cycle regulation by Ras and PKB through p27kip1 , 2000, Nature.

[71]  O. Delattre,et al.  Induction of p21Waf1/Cip1 by TNFα requires NF-κB activity and antagonizes apoptosis in Ewing tumor cells , 2000, Oncogene.

[72]  O. Delattre,et al.  Induction of p21Waf1/Cip1 by TNFalpha requires NF-kappaB activity and antagonizes apoptosis in Ewing tumor cells. , 2000, Oncogene.

[73]  P. Sorensen,et al.  Delayed early embryonic lethality following disruption of the murine cyclin A2 gene , 1999, Nature Genetics.

[74]  P. Sorensen,et al.  Repression of the gene encoding the TGF-β type II receptor is a major target of the EWS-FLI1 oncoprotein , 1999, Nature Genetics.

[75]  K. Hahm Repression of the gene encoding the TGF-β type II receptor is a major target of the EWS-FLI1 oncoprotein , 1999, Nature Genetics.

[76]  Z. Ao,et al.  IEX-1L, an Apoptosis Inhibitor Involved in NF-κB-Mediated Cell Survival , 1998 .

[77]  Z. Ao,et al.  IEX-1L, an apoptosis inhibitor involved in NF-kappaB-mediated cell survival. , 1998, Science.

[78]  D Thieffry,et al.  Qualitative analysis of gene networks. , 1998, Pacific Symposium on Biocomputing. Pacific Symposium on Biocomputing.

[79]  K. Tanaka,et al.  EWS-Fli1 antisense oligodeoxynucleotide inhibits proliferation of human Ewing's sarcoma and primitive neuroectodermal tumor cells. , 1997, The Journal of clinical investigation.

[80]  P. Lollini,et al.  Insulin-like growth factor I receptor-mediated circuit in Ewing's sarcoma/peripheral neuroectodermal tumor: a possible therapeutic target. , 1996, Cancer research.

[81]  C. Denny,et al.  Ewing sarcoma 11;22 translocation produces a chimeric transcription factor that requires the DNA-binding domain encoded by FLI1 for transformation. , 1993, Proceedings of the National Academy of Sciences of the United States of America.

[82]  G. Thomas,et al.  Gene fusion with an ETS DNA-binding domain caused by chromosome translocation in human tumours , 1992, Nature.