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基于线粒体功能障碍探讨急性呼吸窘迫综合征的核心基因OA

Investigating the Hub Genes of Acute Respiratory Distress Syndrome Based on Mitochondrial Dysfunction

中文摘要英文摘要

目的:使用生物信息学方法研究线粒体功能障碍在急性呼吸窘迫综合征(acute respiratory distress syndrome,ARDS)中的作用及机制,并筛选具有治疗作用的中药.方法:通过 GEO、MitoCarta3.0 数据库分别获取 ARDS 以及线粒体相关基因.利用WGCNA 算法鉴定 ARDS 关键模块基因,三者取交集得到与线粒体相关的 ARDS 差异表达基因.使用 R 软件的"clusterProfil-er"包对潜在靶点进行基因本体论(Gene Ontology,GO)富集分析和京都基因与基因组百科全书(Kyoto Encyclopedia of Genes and Genomes,KEGG)信号通路富集分析.通过 LASSO 和 SVM-RFE 算法筛选核心基因.使用 CIBERSORT 算法计算 ARDS中免疫细胞的比例,采用Spearman 分析评估核心基因和免疫细胞之间的相关性.将核心基因导入ETCM 2.0 数据库筛选具有潜在治疗作用的中药.结果:ARDS 差异表达基因 900 个,WGCNA 分析鉴定出与 ARDS 相关的模块 15 个,其中 MEblue 模块下的基因与 ARDS 相关性最强.将900 个 ARDS 差异表达基因、1 136 个线粒体基因以及3 150 个 MEblue 模块下与 ARDS 表达相关的基因取交集得到45 个潜在基因.GO 功能富集分析显示:生物学过程主要涉及线粒体基因表达、线粒体翻译、线粒体运输、蛋白质跨膜转运进入细胞内细胞器等;细胞组分主要涉及线粒体基质、线粒体内膜、细胞器核糖体、线粒体核糖体等;分子功能主要涉及核糖体的结构成分、未折叠蛋白结合、连接酶活性、碳-氧裂解酶活性等.KEGG 富集分析主要涉及丙酮酸代谢、脂肪酸生物合成、缬氨酸、亮氨酸和异亮氨酸的降解、脂肪酸代谢、线粒体自噬等通路.利用 LASSO 和 SVM-RFE 算法筛选出 PDK4、TOMM20、MRPS2、ABCB7、FAM162A 等为潜在核心基因.免疫浸润相关性分析结果显示,PDK4 与激活的 DC 细胞呈正相关,与记忆B 细胞呈负相关;TOMM20 与浆细胞、CD8+T 细胞、激活的CD4+记忆T 细胞、M2 型巨噬细胞呈正相关,与滤泡辅助 T 细胞、M1 型巨噬细胞呈负相关;MRPS2 与 CD8+T 细胞、调节性 T 细胞呈正相关,与滤泡辅助 T 细胞、M1 型巨噬细胞、嗜酸性粒细胞呈负相关;ABCB7 与激活的 NK 细胞呈负相关.通过 ETCM 2.0 数据库检索发现苦杏仁、罗布麻叶、木香、枸杞子4 味中药为调控5 个核心基因的潜在治疗中药.结论:ARDS 进展与线粒体功能障碍有关,且其可通过调控免疫细胞功能诱导 ARDS 的发生发展.

Objective:To investigate the roles and mechanisms of mitochondrial dysfunction in acute respiratory distress syndrome(ARDS)using bioinformatics approaches,and to screen for Chinese medicinals with potential therapeutic effects.Methods:ARDS-relat-ed genes and mitochondria-related genes were retrieved from the GEO and MitoCarta3.0 databases respectively.WGCNA was applied to screen key module genes related to ARDS.The intersection of the three gene sets was extracted to obtain potential mitochondrial genes driving the pathogenesis of ARDS.GO and KEGG enrichment analyses for these candidate mitochondrial genes were conducted via the"clusterProfiler"package in R.LASSO and SVM-RFE algorithms were adopted to further screen core genes.The CIBERSORT algorithm was utilized to quantify the relative proportions of immune cell subsets in ARDS samples,and Spearman correlation analysis was per-formed to assess the correlation between core genes and immune cells.Finally,the core genes were imported into the ETCM 2.0 data-base to screen Chinese medicinals with potential therapeutic effects against ARDS.Results:A total of 900 differentially expressed genes(DEGs)were screened in ARDS samples.WGCNA analysis identified 15 key modules correlated with ARDS,among which the MEblue module had the highest correlation with ARDS.The intersection of the 900 ARDS DEGs,1,136 MitoRGs,and 3,150 genes within the MEblue module yielded 45 ARDS-associated mitochondrial genes.GO enrichment analysis revealed that BP were mainly enriched in mi-tochondrial gene expression,mitochondrial translation,mitochondrial transport,and transmembrane protein transport to intracellular or-ganelles;CC were predominantly enriched in the mitochondrial matrix,mitochondrial inner membrane,organellar ribosomes and mito-chondrial ribosomes;MF were primarily enriched in structural constituents of ribosomes,unfolded protein binding,ligase activity,and carbonoxygen lyase activity.KEGG pathway analysis revealed significant enrichment in pathways including pyruvate metabolism,fatty acid biosynthesis,valine,leucine and isoleucine degradation,fatty acid metabolism,and mitophagy.LASSO and SVM-RFE algorithms i-dentified PDK4,TOMM20,MRPS2,ABCB7,and FAM162A as core ARDEGs.Correlation analysis of immune cell infiltration showed that PDK4 was positively correlated with activated dendritic cells and negatively correlated with memory B cells;TOMM20 was positively correlated with plasma cells,CD8+T cells,activated CD4+memory T cells and M2-type macrophages,but negatively correlated with follicular helper T cells and M1-type macrophages;MRPS2 was positively correlated with CD8+T cells and regulatory T cells,and nega-tively correlated with follicular helper T cells,M1-type macrophages and eosinophils;ABCB7 was negatively correlated with activated natural killer cells.Retrieval from the ETCM 2.0 database identified four Chinese medicinals as potential therapeutic candidates regula-ting the five core genes,namely Kuxingren(Armeniacae Semen Amarum),Luobumaye(Apocyni Veneti Folium),Muxiang(Aucklandiae Radix)and Gouqizi(Lycii Fructus).Conclusion:ARDS progression is associated with mitochondrial dysfunction,which may drive its initiation and progression by regulating immune cell functions.

龚淑芬;高哲;李峰鑫;何亮

南昌大学第二附属医院,江西 南昌 330004南昌大学第二附属医院,江西 南昌 330004南昌大学第二附属医院,江西 南昌 330004南昌大学第二附属医院,江西 南昌 330004

医药卫生

急性呼吸窘迫综合征线粒体WGCNA分析免疫基因

acute respiratory distress syndrome(ARDS)mitochondrialWGCNA analysisimmunitygene

《河南中医》 2026 (8)

1155-1162,8

江西省卫生健康委员会科技计划项目(20181088)

10.16367/j.issn.1003-5028.2026.08.0188

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