首页|基于生物信息学分析探索普通登革热特征基因及免疫浸润特点

基于生物信息学分析探索普通登革热特征基因及免疫浸润特点

扫码查看
目的:探究普通登革热的特征基因及免疫浸润特点.方法:基于 GEO 数据库中的 GSE96656、GSE206829 芯片与R软件,分析普通登革热患者与健康者之间的差异表达基因.利用随机森林模型以及LASSO回归模型筛选疾病特征基因,并通过外部数据集验证基因表达情况.采用CIBERSORT算法进行普通登革热的免疫浸润分析,并分析特征基因与免疫细胞浸润的相关性.结果:共获得 500 个差异表达基因.随机森林模型以及LASSO回归模型筛选出IFI44L、FMO4 作为疾病特征基因.外部数据集验证发现IFI44L在普通登革热患者全血中呈高表达.IFI44L与M1 巨噬细胞、活化的树突状细胞和记忆性B细胞的浸润程度呈正相关;FMO4 与M1 巨噬细胞、活化的记忆性CD4+T细胞的浸润程度呈正相关(P<0.05).结论:IFI44L、FMO4 可能是普通登革热的特征基因,且与免疫细胞如M1 巨噬细胞浸润有关.
Exploring characteristic genes and immune infiltration features of dengue based on bioinformatics
Aim:To investigate the characteristic genes and immune infiltration features of dengue.Methods:Based on the GEO database gene chips(GSE96656 and GSE206829)and R software,differentially expressed genes(DEG)between patients with dengue and healthy people were analyzed.Characteristic genes were screened by random forest model and LAS-SO regression model.And the gene expressions were validated with external datasets.CIBERSORT algorithm was adopted to perform the immune cell infiltration analysis of dengue,and the correlations between characteristic genes and immune cell infiltration were also analyzed.Results:A total of 500 DEG were obtained,Random forest model and LASSO regression model pointed out IFI44L and FMO4 as characteristic genes.External gene chip validation revealed that IFI44L showed a high expression in dengue patients.IFI44L was positively correlated with the infiltration degree of M1 macrophages,activated dendritic cells and memory B cells(P<0.05).FMO4 was positively correlated with the infiltration degree of M1 macropha-ges and activated memory CD4+T cell(P<0.05).Conclusion:IFI44L and FMO4 have the potential to serve as character-istic genes of dengue and are associated with immune cell infiltration such as M1 macrophages infiltration.

denguebioinformaticscharacteristic geneimmune cell infiltration

谢铱子、王凯、詹少锋、黄慧婷、江勇、温武金

展开 >

深圳市中西医结合医院肺病科/呼吸与危重症医学科 深圳 518104

广州中医药大学第一临床医学院 广州 510405

广州中医药大学第一附属医院呼吸与危重症医学科 广州 510405

广东省中医临床研究院 广州 510405

展开 >

登革热 生物信息学 特征基因 免疫细胞浸润

深圳市"医疗卫生三名工程"建设项目深圳市宝安区医疗卫生科研项目深圳市宝安区医疗卫生科研项目广州市科技计划项目

SZZYSM2022060132023JD1242023JD1052023A04J1168

2024

郑州大学学报(医学版)
郑州大学

郑州大学学报(医学版)

CSTPCD北大核心
影响因子:1.246
ISSN:1671-6825
年,卷(期):2024.59(5)