刘晓东,孙站兵,金慧云,童宇琪,张朝晖.基于生物信息学筛选肺腺癌预后相关的关键基因.[J].中南医学科学杂志.,2025,(1):12-16.
基于生物信息学筛选肺腺癌预后相关的关键基因
Screening of prognostically relevant Hub genes in lung adenocarcinoma based on bioinformatics
投稿时间:2024-04-17  修订日期:2024-11-28
DOI:10.15972/j.cnki.43-1509/r.2025.01.003
中文关键词:  关键基因  肺腺癌  生物信息学  预后 [
英文关键词:Hub genes  lung adenocarcinoma  bioinformatical analysis  prognosis
基金项目:国家自然科学基金(81573193);湖南省自然科学基金项目(2020JJ4082);湖南省研究生科研创新项目(CX20230995)
作者单位E-mail
刘晓东 南华大学衡阳医学院公共卫生学院,湖南衡阳421001 e-mail为sheldon_liu@163.com,e-mail为zhaohuizzh@126.com 
孙站兵 衡阳市妇幼保健院,湖南衡阳421001  
金慧云 南华大学衡阳医学院公共卫生学院,湖南衡阳421001  
童宇琪 南华大学衡阳医学院公共卫生学院,湖南衡阳421001  
张朝晖 南华大学衡阳医学院公共卫生学院,湖南衡阳421001 e-mail为sheldon_liu@163.com,e-mail为zhaohuizzh@126.com 
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中文摘要:
      目的基于生物信息学筛选肺腺癌(LUAD)预后相关的关键(Hub)基因。 方法通过GEO数据库获得3个LUAD mRNA的芯片数据集(GSE118370、GSE75037和GSE63459)中基于人类样本和匹配的正常肺组织样本,利用GEO2R筛选LUAD和正常组织的差异表达基因(DEG)。采用WebGestalt对DEG进行GO和KEGG分析,通过STRING构建PPI网络并用Cytoscape筛选Hub基因。采用GEPIA结合Kaplan-Meier Plotter分析Hub基因对LUAD患者肿瘤分期、生存的影响。 结果3个数据集共筛出2 075个DEG,其中353个基因均在3个数据集中存在差异表达。PPI网络筛选出9个Hub基因,其表达水平在LUAD不同分期患者样本间差异无显著性(P>0.05),但其中8个Hub基因(GNG11、ADCY4、PPBP、FPR1、CXCR2、S1PR1、P2RY14、SSTR1)的表达水平与LUAD患者总生存率显著相关。WebGestalt富集分析结果显示,5个Hub基因(PPBP、CXCR2、CXCL2、ADCY4和GNG11)显著富集于趋化因子通路。 结论利用生物信息学方法筛选出9个LUAD的Hub基因中有8个(GNG11、ADCY4、PPBP、FPR1、CXCR2、S1PR1、P2RY14、SSTR1)与LUAD预后相关。
英文摘要:
      AimTo screen the prognostic key (Hub) genes in lung adenocarcinoma (LUAD) based on bioinformatics. MethodsHuman samples and matched normal lung tissue samples from three LUAD mRNA microarray datasets (GSE118370, GSE75037 and GSE63459) were obtained from GEO database, and differentially expressed genes (DEG) between LUAD and normal tissues were identified through GEO2R. The GO and KEGG analysis of DEG were carried out through WebGestalt platform, PPI network was obtained by STRING, and Hub genes were screened by Cytoscape. The effects of Hub genes on tumor staging and survival were analyzed by GEPIA combined with Kaplan-Meier Plotter in LUAD patients. ResultsThere were 2 075 DEGs in the three datasets, of which 353 genes were differentially expressed in all three datasets. There was no significant difference in the expression levels of 9 Hub genes screened by PPI network among patients with different stages of LUAD (P>0.05). However, the expression levels of 8 Hub genes (GNG11, ADCY4, PPBP, FPR1, CXCR2, S1PR1, P2RY14, SSTR1) were significantly correlated with overall survival of LUAD patients. WebGestalt re-enrichment analysis showed that 5 Hub genes (PPBP, CXCR2, CXCL2, ADCY4 and GNG11) were significantly enriched in the chemokine pathway. ConclusionBy using the bioinformatics method, 8 of 9 Hub genes (GNG11, ADCY4, PPBP, FPR1, CXCR2, S1PR1, P2RY14, SSTR1) were found to be associated with LUAD prognosis.
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