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Using Boolean networks to model post-transcriptional regulation in gene regulatory networks

机译:使用布尔网络在基因调控网络中模拟转录后调控

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摘要

Gene regulatory networks (GRNs) model some of the mechanisms that regulate gene expression. Among the computational approaches available to model and study GNRs, Boolean network(BN) emerged as very successful to better understand both the structural and dynamical properties of GRNs. Nevertheless, the most widely used models based on BNs do not include any post-transcriptional regulation mechanism. Since miRNAs have been proved to play an important regulatory role, in this paper we show how the post-transcriptional regulation mechanism mediated by miRNAs has been included in an enhanced BN-based model. We resort to the miR-7 in two Drosophila cell fate determination networks to verify the effectiveness of miRNAs modeling in BNs, by implementing it in our tool for the analysis of Boolean networks.
机译:基因调控网络(GRN)对调控基因表达的某些机制进行了建模。在可用于建模和研究GNR的计算方法中,布尔网络(BN)能够非常成功地更好地理解GRN的结构和动力学特性。但是,基于BN的最广泛使用的模型不包括任何转录后调控机制。由于已证明miRNA发挥重要的调节作用,因此在本文中,我们展示了miRNA介导的转录后调节机制如何包含在增强的基于BN的模型中。我们在两个果蝇细胞命运测定网络中采用miR-7,以通过在我们的布尔网络分析工具中实施miRNA来验证BRNA中miRNA建模的有效性。

著录项

  • 来源
    《Journal of computational science》 |2014年第3期|332-344|共13页
  • 作者单位

    Politecnico di Torino, Control and Computer Engineering Department, Corso Duca degli Abruzzi 24, 10129 Torino, Italy;

    Politecnico di Torino, Control and Computer Engineering Department, Corso Duca degli Abruzzi 24, 10129 Torino, Italy,Consorzio Interuniversitario Nazionale per l'Informatica, Verres, AO, Italy;

    Politecnico di Torino, Control and Computer Engineering Department, Corso Duca degli Abruzzi 24, 10129 Torino, Italy;

    Politecnico di Torino, Control and Computer Engineering Department, Corso Duca degli Abruzzi 24, 10129 Torino, Italy;

    Politecnico di Torino, Control and Computer Engineering Department, Corso Duca degli Abruzzi 24, 10129 Torino, Italy;

    Politecnico di Torino, Control and Computer Engineering Department, Corso Duca degli Abruzzi 24, 10129 Torino, Italy,Consorzio Interuniversitario Nazionale per l'Informatica, Verres, AO, Italy;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    MiRNA; Gene regulatory networks; Post-transcriptional regulation; Boolean networks; Complex systems; Network analysis;

    机译:MiRNA;基因调控网络;转录后调控;布尔网络;复杂的系统;网络分析;

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