Identification of interconnected markers for T-cell acute lymphoblastic leukemia.

T-cell acute lymphoblastic leukemia (T-ALL) is a complex disease, resulting from proliferation of differentially arrested immature T cells. The molecular mechanisms and the genes involved in the generation of T-ALL remain largely undefined. In this study, we propose a set of genes to differentiate i...

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Publicado en:BioMed Research International Vol. 2013; pp. 210253 - 210254
Autores principales: Guven Maiorov, Emine, Keskin, Ozlem, Hatirnaz Ng, Ozden, Ozbek, Ugur, Gursoy, Attila
Formato: research Journal Article
Publicado: Wiley-Blackwell 2013
Acceso en línea:Ver este registro en EBSCOhost
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      dt: 2013
      vid: 2013
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      pub: Wiley-Blackwell
      place: Malden, Massachusetts
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        atl: Identification of interconnected markers for T-cell acute lymphoblastic leukemia.
      aug:
        au:
          Guven Maiorov, Emine
          Keskin, Ozlem
          Hatirnaz Ng, Ozden
          Ozbek, Ugur
          Gursoy, Attila
        affil: Center for Computational Biology and Bioinformatics and College of Engineering, Koç University, Rumelifeneri Yolu, Sariyer, 34450 Istanbul, Turkey.
      sug:
        subj:
          Proteins Metabolism
          Leukemia, Lymphocytic, Acute
          Metabolic Networks and Pathways
          RNA
          Genes
          Human
          Microarray Analysis
          Polymorphism, Genetic
          Leukemia, Lymphocytic, Acute Pathology
          Tumor Markers, Biological
      ab: T-cell acute lymphoblastic leukemia (T-ALL) is a complex disease, resulting from proliferation of differentially arrested immature T cells. The molecular mechanisms and the genes involved in the generation of T-ALL remain largely undefined. In this study, we propose a set of genes to differentiate individuals with T-ALL from the nonleukemia/healthy ones and genes that are not differential themselves but interconnected with highly differentially expressed ones. We provide new suggestions for pathways involved in the cause of T-ALL and show that network-based classification techniques produce fewer genes with more meaningful and successful results than expression-based approaches. We have identified 19 significant subnetworks, containing 102 genes. The classification/prediction accuracies of subnetworks are considerably high, as high as 98%. Subnetworks contain 6 nondifferentially expressed genes, which could potentially participate in pathogenesis of T-ALL. Although these genes are not differential, they may serve as biomarkers if their loss/gain of function contributes to generation of T-ALL via SNPs. We conclude that transcription factors, zinc-ion-binding proteins, and tyrosine kinases are the important protein families to trigger T-ALL. These potential diseasecausing genes in our subnetworks may serve as biomarkers, alternative to the traditional ones used for the diagnosis of T-ALL, and help understand the pathogenesis of the disease.
      pubtype: Academic Journal
      doctype:
        research
        Journal Article
      ougenre: Article
    language: English
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