Yang Zhifeng, Liu Zili, Meng Lingqiu, Ma Shuyan
Department of Stomatology, The Second People's Hospital of Liaocheng, Shandong Province, P. R. China.
J Int Med Res. 2019 Apr;47(4):1758-1765. doi: 10.1177/0300060519827190. Epub 2019 Mar 12.
The aim of this study was to identify important pathways regulated by a set of long non-coding RNAs (lncRNAs) in oral squamous cell carcinoma (OSCC).
A lncRNA-mediated competitive endogenous RNA network (LMCN) was constructed using information on microRNA (miRNA)-mRNA interactions and lncRNA-miRNA intersections from the E-GEOD-37991 transcription profiling data in the ArrayExpress database. A random walk with restart ranking algorithm was then applied to evaluate the influences of protein-coding genes regulated by competitive lncRNAs. Pathway enrichment scores were calculated based on the propagation scores of protein-coding genes. Finally, permutation tests were used to estimate the significance of the pathways.
We obtained lncRNA-mRNA interactions based on miRNAs common to both miRNA-mRNA interactions and lncRNA-miRNA intersections, and used interactions with a z-score > 0.7 to construct a LMCN. Ten lncRNAs were identified as source nodes in the LMCN, and nine pathways with enrichment scores >0.8, including 'Cell cycle', 'Endocytosis', and 'Pathways in cancer', were significantly enriched by these source nodes.
Nine significant pathways regulated by a set of competitive lncRNAs were identified in OSCC, which may play important roles in the development of OSCC via the cell cycle and endocytosis.
本研究旨在确定口腔鳞状细胞癌(OSCC)中一组长链非编码RNA(lncRNA)调控的重要通路。
利用ArrayExpress数据库中E-GEOD-37991转录谱数据的微小RNA(miRNA)-信使核糖核酸(mRNA)相互作用信息和lncRNA-miRNA交集构建lncRNA介导的竞争性内源RNA网络(LMCN)。然后应用带重启的随机游走排序算法评估竞争性lncRNA调控的蛋白质编码基因的影响。基于蛋白质编码基因的传播分数计算通路富集分数。最后,采用置换检验来估计通路的显著性。
我们基于miRNA-mRNA相互作用和lncRNA-miRNA交集中共有的miRNA获得lncRNA-mRNA相互作用,并使用z分数>0.7的相互作用构建LMCN。在LMCN中鉴定出10个lncRNA作为源节点,9条富集分数>0.8的通路,包括“细胞周期”、“内吞作用”和“癌症通路”,被这些源节点显著富集。
在OSCC中鉴定出一组竞争性lncRNA调控的9条重要通路,它们可能通过细胞周期和内吞作用在OSCC的发生发展中发挥重要作用。