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      The transcriptional network for mesenchymal transformation of brain tumors

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          Abstract

          Inference of transcriptional networks that regulate transitions into physiologic or pathologic cellular states remains a central challenge in systems biology. A mesenchymal phenotype is the hallmark of tumor aggressiveness in human malignant glioma but the regulatory programs responsible for implementing the associated molecular signature are largely unknown. Here, we show that reverse-engineering and unbiased interrogation of a glioma-specific regulatory network reveal the transcriptional module that activates expression of mesenchymal genes in malignant glioma. Two transcription factors (C/EBPβ and Stat3) emerge as synergistic initiators and master regulators of mesenchymal transformation. Ectopic co-expression of C/EBPβ and Stat3 reprograms neural stem cells along the aberrant mesenchymal lineage whereas elimination of the two factors in glioma cells leads to collapse of the mesenchymal signature and reduces tumor aggressiveness. In human glioma, expression of C/EBPβ and Stat3 correlates with mesenchymal differentiation and predicts poor clinical outcome. These results reveal that activation of a small regulatory module is necessary and sufficient to initiate and maintain an aberrant phenotypic state in cancer cells.

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          Most cited references41

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          Controlling the False Discovery Rate: A Practical and Powerful Approach to Multiple Testing

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            Gene Ontology: tool for the unification of biology

            Genomic sequencing has made it clear that a large fraction of the genes specifying the core biological functions are shared by all eukaryotes. Knowledge of the biological role of such shared proteins in one organism can often be transferred to other organisms. The goal of the Gene Ontology Consortium is to produce a dynamic, controlled vocabulary that can be applied to all eukaryotes even as knowledge of gene and protein roles in cells is accumulating and changing. To this end, three independent ontologies accessible on the World-Wide Web (http://www.geneontology.org) are being constructed: biological process, molecular function and cellular component.
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              Molecular subclasses of high-grade glioma predict prognosis, delineate a pattern of disease progression, and resemble stages in neurogenesis.

              Previously undescribed prognostic subclasses of high-grade astrocytoma are identified and discovered to resemble stages in neurogenesis. One tumor class displaying neuronal lineage markers shows longer survival, while two tumor classes enriched for neural stem cell markers display equally short survival. Poor prognosis subclasses exhibit markers either of proliferation or of angiogenesis and mesenchyme. Upon recurrence, tumors frequently shift toward the mesenchymal subclass. Chromosomal locations of genes distinguishing tumor subclass parallel DNA copy number differences between subclasses. Functional relevance of tumor subtype molecular signatures is suggested by the ability of cell line signatures to predict neurosphere growth. A robust two-gene prognostic model utilizing PTEN and DLL3 expression suggests that Akt and Notch signaling are hallmarks of poor prognosis versus better prognosis gliomas, respectively.
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                Author and article information

                Journal
                0410462
                6011
                Nature
                Nature
                Nature
                0028-0836
                1476-4687
                11 July 2013
                23 December 2009
                21 January 2010
                06 May 2014
                : 463
                : 7279
                : 318-325
                Affiliations
                [1 ]Institute for Cancer Genetics, Columbia University Medical Center, New York, NY, 10032
                [2 ]Department of Biomedical Informatics, Columbia University Medical Center, New York, NY, 10032
                [3 ]Center for Computational Biology and Bioinformatics, Columbia University Medical Center, New York, NY, 10032
                [4 ]Joint Centers for Systems Biology, Columbia University Medical Center, New York, NY, 10032
                [5 ]Department of Neurosurgery, New York University School of Medicine & NYU Langone Medical Center, New York, NY, 10016
                [6 ]Burnham Institute for Medical Research, La Jolla, CA 92037
                [7 ]Division of Radiation Oncology, M.D. Anderson Cancer Center, Houston, Texas 77030
                [8 ]Department of Neuro-Oncology, M.D. Anderson Cancer Center, Houston, Texas 77030
                [9 ]Department of Pathology, M.D. Anderson Cancer Center, Houston, Texas 77030
                [10 ]Department of Pathology, Columbia University Medical Center, New York, NY, 10032
                [11 ]Department of Pediatrics, Columbia University Medical Center, New York, NY, 10032
                [12 ]Department of Neurology, Columbia University Medical Center, New York, NY, 10032
                Author notes
                []To whom correspondence should be addressed. califano@ 123456c2b2.columbia.edu (Andrea Califano), ai2102@ 123456columbia.edu (Antonio Iavarone).
                [†]

                These authors contributed equally.

                [∏]

                Present address: Department of General Neurosurgery, Neurocenter and Comprehensive Cancer Research Center, University of Freiburg, Breisacher Str. 64, D-79106 Freiburg, Germany

                [*]

                Present address: Therasis Inc., 462 First Avenue, Suite 908, New York, NY 10016.

                [‡]

                Present address: Rockefeller University, RRB 750, 1230 York Avenue, New York, NY 10065.

                Article
                NIHMS165691
                10.1038/nature08712
                4011561
                20032975
                0dfbdee5-ead7-413c-b5ec-ab8ed6e9dfd0

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