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Explore the associated MiRNAs with emphysema severity of chronic obstructive pulmonary disease

机译:探索与慢性阻塞性肺疾病的肺气肿严重程度相关的MiRNA

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MicroRNAs (MiRNA) are small non-coding RNAs that regulate gene expression. Up to date, seventy miRNAs have been found differentially expressed in lung whole tissue between smoking patients affected by Chronic Obstructive Pulmonary Disease (COPD) and smokers. The aim of this study was to explore the associated miRNAs with emphysema severity of COPD. Firstly, we identified miRNAs differentially expressed between mild and moderately emphysematous lung. Secondly, we used a new mutual information estimation method to construct the miRNA-miRNA interaction network based on these differentially expressed miRNAs. Then we performed the network structure analysis and extracted the COPD-related hub miRNAs. Finally, we compared the classification accuracy of the identified hub miRNAs and the differentially expressed miRNAs. As a result, we identified 4 hub miRNAs: miR-200b, miR-92b, miR-511 and miR-449b. miR-200b and miR-92b are up-regulated in mild emphysema patients whereas miR-511 and miR-449b are down-regulated in mild emphysema patients. In addition, as the predictors to classify samples, the results also showed that the classification accuracy rate of 4 identified hub miRNAs was higher than 156 differentially expressed miRNAs.
机译:微小RNA(MiRNA)是调节基因表达的小型非编码RNA。迄今为止,已发现七十种miRNA在受慢性阻塞性肺病(COPD)影响的吸烟患者和吸烟者之间在肺全组织中差异表达。这项研究的目的是探讨与COPD肺气肿严重程度相关的miRNA。首先,我们鉴定了轻度和中度气肿性肺之间差异表达的miRNA。其次,我们使用一种新的相互信息估计方法,基于这些差异表达的miRNA构建miRNA-miRNA相互作用网络。然后,我们进行了网络结构分析,并提取了COPD相关的枢纽miRNA。最后,我们比较了已识别的轮毂miRNA和差异表达的miRNA的分类准确性。结果,我们鉴定了4种枢纽miRNA:miR-200b,miR-92b,miR-511和miR-449b。在轻度肺气肿患者中,miR-200b和miR-92b被上调,而在轻度肺气肿患者中,miR-511和miR-449b被下调。此外,作为对样本进行分类的预测指标,结果还表明,四种已鉴定的中枢miRNA的分类准确率均高于156种差异表达的miRNA。

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