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Tracking significant modules and key genes for esophageal squamous cell carcinoma based on differential modules

机译:基于差异模块追踪食管鳞状细胞癌的重要模块和关键基因

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Background: The exact molecular mechanism of esophageal squamous cell carcinoma (ESCC) is still unknown, and the prognosis of ESCC has not been significantly improved. Objective: To understand the molecular mechanism of ESCC, differential modules (DMs) and key genes were identified through conducting analysis on the differential co-expression network (DCN) based on the gene expression profiles of ESCC and protein–protein interaction (PPI) data. Materials and Methods: First, gene expression profiles of ESCC and PPI data recruiting and preprocessing were conducted; then, a DCN was constructed based on the gene co-expression and gene differential expression in ESCC; in the following, candidate DMs were mined from DCN through a systemic module searching strategy, and significance analysis was performed on candidate DMs to identify DMs; moreover, significant genes contained in the DMs were analyzed to identify the underlying biomarkers for ESCC. Finally, pathway enrichment analysis was conducted to disclose the function of these DMs. Results: A total of 10,975 genes were obtained after comprehensively preprocessing on the gene expression profiles and PPI data. Then, a DCN with 915 nodes (1164 interactions) was built, and 45 seed genes were identified. In the following, four DMs that separately enriched in phenylalanine metabolism, nicotine addiction, phenylalanine metabolism, and B-cell receptor signaling pathway were identified, where module 1 and module 3 were all enriched in phenylalanine metabolism pathway. Furthermore, the most significant seed gene myeloperoxidase (MPO) was contained in all of the DMs. Conclusions: In this study, we successfully identified 4 DMs, three significant pathways, and a key gene MPO in ESCC, which might play key roles during the occurrence and development of ESCC and could be chosen as good indicators and therapeutic schedule for ESCC.
机译:背景:食管鳞状细胞癌(ESCC)的确切分子机制仍然未知,并且ESCC的预后尚未得到明显改善。目的:通过ESCC的基因表达谱和蛋白质-蛋白质相互作用(PPI)数据,通过对差异共表达网络(DCN)进行分析,鉴定出差异表达模块(DMs)和关键基因,以了解ESCC的分子机制。 。材料与方法:首先,进行ESCC和PPI数据募集和预处理的基因表达谱;然后,基于ESCC中的基因共表达和基因差异表达,构建了DCN。接下来,通过系统模块搜索策略从DCN挖掘候选DM,并对候选DM进行显着性分析以识别DM。此外,分析了DM中包含的重要基因以鉴定ESCC的潜在生物标记。最后,进行途径富集分析以揭示这些DM的功能。结果:经过基因表达谱和PPI数据的全面预处理,总共获得了10,975个基因。然后,构建具有915个节点(1164个交互作用)的DCN,并鉴定了45个种子基因。在下文中,鉴定了四个分别富含苯丙氨酸代谢,尼古丁成瘾,苯丙氨酸代谢和B细胞受体信号传导途径的DM,其中模块1和模块3都富含苯丙氨酸代谢途径。此外,最重要的种子基因髓过氧化物酶(MPO)包含在所有DM中。结论:在这项研究中,我们成功地在ESCC中鉴定出4种DM,3条重要途径和一个关键基因MPO,它们可能在ESCC发生和发展过程中起关键作用,并可以作为ESCC的良好指标和治疗方案。

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