首页|基于TCGA数据库的头颈鳞癌预后关键基因分析

基于TCGA数据库的头颈鳞癌预后关键基因分析

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目的 利用现有的TCGA数据库中头颈鳞癌基因表达谱数据和生存数据,探索头颈鳞癌预后关键基因.方法 基于机器学习方法并在统计学意义下进行基因差异表达分析.分别利用LASSO回归及弹性网络回归,初步筛选出与生存相关的基因,并基于GEPIA数据库和Wilcox test检验对筛选结果进行双重检验.利用UALCAN数据库和COX比例风险回归模型,对通过检验的基因结果进行生存分析,探索预后关键基因与生存率的关系.结果 共获得1 881个差异基因,并且弹性网络回归筛选的18个基因通过了双重检验(P<0.05).6个基因在UALCAN数据库和COX比例风险回归模型中均与头颈鳞癌生存率相关,其中CDKN2A、DMRTA2与患者生存率正相关,PLAU、STC2、SYT1、TIMP4则与患者生存率负相关.结论 CDKN2A、DMRTA2、PLAU、STC2、SYT1、TIMP4这6个基因为头颈鳞癌预后关键基因.
Analysis of Key Genes for Prognosis of Head and Neck Squamous Cell Carcinoma Based on TCGA Database
Objective To explore the key genes for the prognosis of head and neck squamous cell carcinoma by using the existing TCGA database for the expression profile and survival data of head and neck squamous cell carcinoma.Methods Gene differential expression analysis was performed based on machine learning method and with statistical significance.The genes related to survival were preliminarily screened out by LASSO regression and elastic network regression,and the screening results were double-tested based on the GEPIA database and Wilcox test.The survival analysis of the tested genes was carried out by using the UALCAN database and COX proportional hazards regression model,and the relationship between key genes in prognosis and survival was explored.Results A total of 1,881 differential genes were obtained,and 18 genes screened by elastic network regression passed the double test(P<0.05).Six genes were significantly correlated with the survival rate of head and neck squamous cell carcinoma in the UALCAN database and the COX proportional hazards regression model,among which CDKN2A and DMRTA2 were positively correlated with the survival rate of patients.PLAU,STC2,SYT1 and TIMP4 were negatively correlated with the survival rate of patients.Conclusion CDKN2A,DMRTA2,PLAU,STC2,SYT1 and TIMP4 are key genes for the prognosis of head and neck squamous cell carcinoma.

head and neck squamous cell carcinomaelastic networkprognostic genessurvival analysis

陈莹、秦涵书

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重庆医科大学附属第一医院信息中心,重庆市,400016

头颈鳞癌 弹性网络 预后基因 生存分析

重庆市医学科研项目重庆医科智慧医学研究项目

2023WAJK028ZHYX202221

2024

中国卫生信息管理杂志
卫生部统计信息中心

中国卫生信息管理杂志

CSTPCD
影响因子:1.2
ISSN:1672-5166
年,卷(期):2024.21(1)
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