Morovat Pejman, Morovat Saman, Hosseinpour Milad, Moslabeh Forough Ghasem Zadeh, Kamali Mohammad Javad, Samadani Ali Akbar
Department of Medical Biotechnology, School of Medicine, Babol University of Medical Sciences, Babol, Iran.
Student Research Committee, Babol University of Medical Sciences, Babol, Iran.
J Cell Commun Signal. 2023 Sep;17(3):639-655. doi: 10.1007/s12079-022-00697-9. Epub 2022 Sep 23.
Thyroid cancer (TC) is the most common endocrine cancer, accounting for 1.7% of all cancer cases. It has been reported that the existing approach to diagnosing TC is problematic. Therefore, it is essential to develop molecular biomarkers to improve the accuracy of the diagnosis. This study aimed to screen hub lncRNAs in the ceRNA network (ceRNET) connected to TC formation and progression based on the overall survival rate. In this study, first, RNA-seq data from the GDC database were collected. A package called edgeR in R programming language was then used to obtain differentially expressed lncRNAs (DElncRNAs), miRNAs (DEmiRNAs), and mRNAs (DEmRNAs) in TC patients' samples compared to normal samples. Second, DEmRNAs were analyzed for their functional enrichment. Third, to identify RNAs associated with overall survival, the overall survival of these RNAs was analyzed using the Kaplan-Meier plotter database to create a survival associated with the ceRNA network (survival-related ceRNET). Next, the GeneMANIA plugin was used to construct a PPI network to better understand survival-related DEmRNA interactions. The survival ceRNET was then visualized with the Cytoscape software, and hub genes, including hub lncRNAs and hub mRNAs, were identified using the CytoHubba plugin. We found 45 DElncRNAs, 28 DEmiRNAs, and 723 DEmRNAs among thyroid tumor tissue and non-tumor tissue samples. According to KEGG, GO and DO analyses, 723 DEmRNAs were mainly enriched in cancer-related pathways. Importantly, the results found that ten DElncRNAs, four DEmiRNAs, and 68 DEmRNAs are associated with overall survival. In this account, the PPI network was constructed for 68 survival-related DEmRNAs, and ADAMTS9, DTX4, and CLDN10 were identified as hub genes. The ceRNET was created by combining six lncRNAs, 109 miRNAs, and 22 mRNAs related to survival using Cytoscape. in this network, ten hub RNAs were identified by the CytoHubba plugin, including mRNAs (CTXND1, XKRX, IGFBP2, ENTPD1, GALNT7, ADAMTS9) and lncRNAs (AC090673.1, AL162511.1, LINC02454, AL365259.1). This study suggests that three lncRNAs, including AL162511.1, AC090673.1, and AL365259.1, could be reliable diagnostic biomarkers for TC. The findings of this study provide a basis for future studies on the therapeutic potential of these lncRNAs.
甲状腺癌(TC)是最常见的内分泌癌,占所有癌症病例的1.7%。据报道,现有的TC诊断方法存在问题。因此,开发分子生物标志物以提高诊断准确性至关重要。本研究旨在基于总生存率筛选与TC形成和进展相关的ceRNA网络(ceRNET)中的枢纽长链非编码RNA(lncRNA)。在本研究中,首先,从GDC数据库收集RNA测序数据。然后使用R编程语言中的edgeR软件包来获取TC患者样本与正常样本相比差异表达的lncRNA(DElncRNA)、微小RNA(DEmiRNA)和信使RNA(DEmRNA)。其次,对DEmRNA进行功能富集分析。第三,为了鉴定与总生存相关的RNA,使用Kaplan-Meier绘图仪数据库分析这些RNA的总生存情况,以创建与ceRNA网络相关的生存情况(生存相关ceRNET)。接下来,使用GeneMANIA插件构建蛋白质-蛋白质相互作用(PPI)网络,以更好地了解与生存相关的DEmRNA相互作用。然后用Cytoscape软件可视化生存ceRNET,并使用CytoHubba插件鉴定枢纽基因,包括枢纽lncRNA和枢纽mRNA。我们在甲状腺肿瘤组织和非肿瘤组织样本中发现了45个DElncRNA、28个DEmiRNA和723个DEmRNA。根据京都基因与基因组百科全书(KEGG)、基因本体论(GO)和疾病本体(DO)分析,723个DEmRNA主要富集在癌症相关途径中。重要的是,结果发现10个DElncRNA、4个DEmiRNA和68个DEmRNA与总生存相关。据此,为68个与生存相关的DEmRNA构建了PPI网络,并鉴定出ADAMTS9、DTX4和CLDN10为枢纽基因。使用Cytoscape将与生存相关的6个lncRNA、109个miRNA和22个mRNA组合创建ceRNET。在这个网络中,通过CytoHubba插件鉴定出10个枢纽RNA,包括mRNA(CTXND1、XKRX、IGFBP2、ENTPD1、GALNT7、ADAMTS9)和lncRNA(AC090673.1、AL162511.1、LINC02454、AL365259.1)。本研究表明,包括AL162511.1、AC090673.1和AL365259.1在内的3个lncRNA可能是TC可靠的诊断生物标志物。本研究结果为未来研究这些lncRNA的治疗潜力提供了依据。