In-Silico Methods to Identify Common MicroRNAs and Pathways of Neuromuscular Diseases

M. Yazici, Evrim Aksu Menges, Yeliz Z. Akkaya Ulum, Burcu Balcihayta, Burcu Bakir-Gungor
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Abstract

Neuromuscular disorders (NMD) are a heterogeneous group of diseases characterized by the loss of function of the peripheral nerves and muscles. However, there are no effective and widespread therapeutic approaches to prevent or delay the progression of these disease types. microRNAs (miRNAs) which cause significant changes in gene expression by binding to target messenger RNAs (mRNAs), are known to have an effect on disease mechanisms. In this study, by integrating different bioinformatics methods, we aim to find miRNAs, target genes and pathways related to a group of neuromuscular diseases. For this purpose, we determined 17 miRNAs that show significant expression changes between patient and healthy groups; predicted target genes of these miRNAs; and identified affected pathways using subnetwork discovery, functional enrichment based algorithms. In our study, we integrated different in-silico approaches that proceed in topdown manner or bottom-up manner. The identified candidate miRNAs, genes and pathways, which could help to explain neuromuscular disease development mechanisms, are now under investigation in wet-lab.
识别神经肌肉疾病常见microrna和通路的计算机方法
神经肌肉疾病(NMD)是一类以周围神经和肌肉功能丧失为特征的异质性疾病。然而,目前还没有有效和广泛的治疗方法来预防或延缓这些疾病的发展。microRNAs (miRNAs)通过结合靶信使rna (mrna)引起基因表达的显著变化,已知对疾病机制有影响。在本研究中,我们通过整合不同的生物信息学方法,旨在寻找与一组神经肌肉疾病相关的mirna、靶基因和通路。为此,我们确定了17个在患者和健康组之间表现出显著表达变化的mirna;预测这些mirna的靶基因;并使用基于子网发现、功能丰富的算法识别受影响的路径。在我们的研究中,我们整合了不同的计算机方法,以自上而下的方式或自下而上的方式进行。已确定的候选mirna、基因和途径,可能有助于解释神经肌肉疾病的发展机制,目前正在wet-lab中进行研究。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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