摘要
目的基于肿瘤基因图谱(the cancer genome atlas,TCGA)和人类蛋白质图谱(human protein atlas,HPA)数据库生物学信息,分析肝细胞癌(hepatocellular carcinoma,HCC)中YEATS2表达水平与临床预后及治疗价值。方法从TCGA数据库下载HCC的mRNA表达数据和临床资料,运用R软件分析YEATS2在HCC组织与正常组织间的表达情况,并通过HPA数据库对其蛋白表达差异进行初步验证。比较YEATS2在HCC各临床特征之间的表达差异,然后通过Kaplan-Meier法和COX回归分析评估其对HCC患者生存期的影响,并绘制受试者工作特征(receiveroperating characteristic,ROC)曲线,评价其诊断价值。利用基因本体论(gene ontology,GO)和京都基因与基因组百科全书(Kyoto encyclopedia of genes and genomes,KEGG)富集分析,探讨YEATS2在HCC中的生物学功能。通过“ESTIMATE”算法分析YEATS2表达与肿瘤微环境(tumor microenvironment,TME)的关系,并利用CIBERSORT评估其与肿瘤浸润免疫细胞(tumor-infiltrating immune cells,TIICs)的相关性。利用R包分析YEATS2表达水平与免疫检查点及药物敏感度的关系。结果在HCC组织中YEATS2的表达增加(P=4.96e-21),且表达水平与年龄、临床分期、病理分级和T分期相关(均P<0.05)。YEATS2高表达使HCC患者的总生存率(overall survival,OS)(P<0.001)和无进展生存期(progression free survival,FPS)(P=0.016)下降,COX回归结果显示,YEATS2表达水平与HCC患者的不良预后相关(OS:HR=2.167,95%CI:1.441~3.261,P=2.06e-04),其是HCC患者预测不良预后的独立危险因素(OS:HR=1.891,95%CI:1.243~2.877,P=0.003)。ROC曲线提示:1,3,5年AUC分别为0.677,0.622和0.612,具有良好预测能力。TCGA数据库共筛选出YEATS2高、低表达组的差异基因6764个,其中4094个基因在YEATS2高表达组中表达上调,2670个基因表达下调。GO和KEGG富集分析结果显示,YEATS2高表达组差异基因主要富集在免疫调节、细胞周期调控和药物耐药等通路。TME评分结果显示,YEATS2高�
Objective To analyze the expression level of YEATS2 in hepatocellular carcinoma(HCC)about its clinical prognosis and therapeutic value based on biological information from the cancer genome atlas(TCGA)and human protein atlas(HPA)databases.Methods The mRNA expression data and clinical information of HCC were downloaded from the TCGA database,the expression of YEATS2 between HCC tissues and normal tissues was analyzed by using the R software,and the protein expression differences were preliminary verified by the HPA database.The expression differences of YEATS2 between various clinical features of HCC were compared,and their effects on the survival of HCC patients by Kaplan-Meier method and COX regression analysis were then evaluated.Receiver operating characteristic(ROC)curves were plotted to evaluate their diagnostic values.The biological functions of YEATS2 in HCC were analyzed using gene ontology(GO)and Kyoto encyclopedia of genes and genomes(KEGG)enrichment analysis.The relationship between YEATS2 expression and tumor microenvironment(TME)was analyzed by the“ESTIMATE”algorithm,and its relationship with tumor-infiltrating immune cells(TIICs)was assessed by CIBERSORT.Analysis of YEATS2 expression levels to immune checkpoints and drug sensitivity was performed using the R package.Results The expression of YEATS2 was increased in HCC tissues(P=4.96e-21),and its expression level was correlated with age,clinical stage,pathological grade and T stage(all P<0.05).Overall survival(OS)(P<0.001)and progression-free survival(FPS)(P=0.016)were decreased in HCC patients with high expression of YEATS2,COX regression results showed that the expression level of YEATS2 was associated with poor prognosis in HCC patients(OS:HR=2.167,95%CI:1.441~3.261,P=2.06e-04),and it was an independent risk factor for predicting poor prognosis in HCC patients(OS:HR=1.891,95%CI:1.243~2.877,P=0.003).The ROC curve suggested the AUCs for 1,3 and 5 years were 0.677,0.622 and 0.612,respectively,indicating good predictive ability.The TCGA database
作者
陆兵
李明虎
文宁
李海滨
吴基华
蓝柳根
董建辉
孙煦勇
LU Bing;LI Minghu;WEN Ning;LI Haibin;WU Jihua;LAN Liugen;DONG Jianhui;SUN Xunyong(Transplantation Medical Center,the Second Affiliated Hospital of Guangxi Medical University,Guangxi Organ Transplantation Clinical Medical Research Center,Guangxi Key Laboratory of Organ Donation and Transplantation,Nanning 530007,China)
出处
《现代检验医学杂志》
CAS
2024年第3期8-16,共9页
Journal of Modern Laboratory Medicine
基金
广西医学高层次骨干人才培养“139”计划培养项目(G202002016)
广西自然科学基金区域高发疾病研究联合专项资助(项目任务书编号:2023GXNSFAA026142)。
关键词
YEATS2
肝细胞癌
生物信息学
预后分析
肿瘤微环境
YEATS2
hepatocellular carcinoma
bioinformatics
prognosis analysis
tumor microenvironment