首页|基于生物信息学分析胰腺导管腺癌关键基因的表达及与预后的关系

基于生物信息学分析胰腺导管腺癌关键基因的表达及与预后的关系

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目的 通过生物信息学技术筛选胰腺导管腺癌的关键基因,并分析其表达与患者预后的关系.方法 于基因表达综合(GEO)数据库下载GSE28735芯片中基因表达谱的数据,筛选胰腺导管腺癌组织与癌旁正常组织的差异表达基因(DEG),并进行基因本体(GO)功能分析和京都基因和基因组百科全书(KEGG)通路富集分析.构建蛋白质-蛋白质相互作用(PPI)网络,应用Cytoscape筛选关键基因,分析关键基因的mRNA表达情况,并分析关键基因表达与胰腺导管腺癌患者预后的关系.结果 总计筛选了 413个DEG,其中表达上调的基因257个,表达下调的基因156个.GO分析显示,DEG主要参与RNA聚合酶Ⅱ启动子转录正向调控、细胞质、蛋白质结合、核质和细胞膜等;KEGG分析显示,DEG主要富集于癌症通路、沙门氏菌感染、细胞周期、环腺苷酸(cAMP)信号通路和轴突引导等通路.通过PPI网络确定了 Ⅰ型胶原蛋白α2链(COL1A2)、骨膜蛋白(POSTN)、纤维连接蛋白1(FN1)、Ⅰ型胶原蛋白α1链(COL1A1)、Ⅲ型胶原蛋白α1链(COL3A1)5个关键基因,且均在胰腺导管腺癌中高表达.依据5个关键基因的表达情况,将胰腺导管腺癌患者分别分为高表达组与低表达组,结果显示,与低表达组相比,COL1A2、POSTN、FN1、COL1A1、COL3A1高表达组胰腺导管腺癌患者的总生存期均缩短,预后不良.结论 COL1A2、POSTN、FN1、COL1A1和COL3A1均在胰腺导管腺癌组织中高表达,是促进胰腺导管腺癌发生发展的关键基因,或可作为胰腺导管腺癌患者预后的生物标志物.
Analysis of the expression of key genes in pancreatic ductal adenocarcinoma based on bioinformatics and their relationship with prognosis
Objective To screen the key genes in pancreatic ductal adenocarcinoma using bioinformatics technology,and analyze their relationship with prognosis.Method Differentially expressed genes(DEG)were screened from pancre-atic ductal adenocarcinoma tissues and adjacent normal tissues of GSE28735 downloaded from the Gene Expression Om-nibus(GEO)database,and the Gene Ontology(GO)functional analysis and Kyoto Encyclopedia of Genes and Genomes(KEGG)enrichment analysis were performed.The protein-protein interaction(PPI)network was constructed,and key genes were screened by Cytoscape.The mRNA expression of key genes were analyzed,and the relationship between the expression of key genes and the prognosis of pancreatic cancer patients were analyzed.Result A total of 413 DEG were screened,257 up-regulated genes and 156 down-regulated genes.GO analysis showed that DEG were mainly involved in positive regulation of transcription from RNA polymerase Ⅱ promoter,cytosol,protein binding,nucleoplasm and mem-brane.KEGG analysis showed that DEG were mainly enriched in pathways in cancer,salmonella infection,cell cycle,cy-clic adenylic acid(cAMP)signaling pathway,and axon guidance.Five key genes,collagen type Ⅰ alpha 2 chain(COL1A2),periostin(POSTN),fibronectin 1(FN1),collagen type Ⅰ alpha 1 chain(COL1A1),collagen type Ⅲ alpha 1 chain(COL3A1)were identified through the PPI network.All five key genes were highly expressed in pancreatic ductal adenocarcinoma tissues.According to the expression of five key genes,the patients with pancreatic ductal adenocarcino-ma were divided into high expression group and low expression group,the results showed that compared with the low ex-pression group,the overall survival of pancreatic ductal adenocarcinoma patients with high expression of COL1A2,POSTN,FN1,COL1A1 and COL3A1 were significantly shortened,and the prognosis was poor.Conclusion COL1A2,POSTN,FN1,COL1A1 and COL3A1 are all highly expressed in pancreatic ductal adenocarcinoma tissues and are key genes in the occurrence and development of pancreatic ductal adenocarcinoma,and may serve as biological markers for the prognosis of pancreatic ductal adenocarcinoma patients.

bioinformaticspancreatic ductal adenocarcinomadifferentially expressed geneprognosis

李雪松、李加桩、刘颖、孙利、台庆阳、高守宝、姜薇薇

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齐齐哈尔医学院附属第三医院肿瘤二科,黑龙江 齐齐哈尔 161000

生物信息学 胰腺导管腺癌 差异表达基因 预后

黑龙江省卫生健康委科研项目

20220202050667

2024

癌症进展
中国医学科学院,北京协和医学院

癌症进展

影响因子:1.004
ISSN:1672-1535
年,卷(期):2024.22(7)