Ji Xingyu, Ma Su, Sun Xiaomei, Yu Dan, Song Ye, Li Rui
Department of Gastroenterology, The First Affiliated Hospital of Jiamusi University, Jiamusi, China.
Department of Gastroenterology, Heilongjiang Provincial Hospital, Harbin, China.
Front Med (Lausanne). 2023 Jan 13;9:1058076. doi: 10.3389/fmed.2022.1058076. eCollection 2022.
Ferroptosis, a novel mode of apoptosis has recently been shown to be associated with fibrosis, tumor, cardiovascular, and other diseases. In this study, using bioinformatic analysis, we identified ferroptosis genes associated with Crohn's disease (CD) and performed biological function analysis, identified potential drug targets, and provided new directions for the future treatment of CD.
Differential expression analysis was performed using the GSE186582 dataset from the Gene Expression Omnibus (GEO) database. Ferroptosis-associated genes were downloaded from the FerrDB database, and overlapping genes associated with CD and ferroptosis were extracted. Then, we performed functional enrichment analysis, constructed a protein-protein interaction network (PPI), identified the correlation between hub genes and immune infiltration, performed external validation using a second and third dataset (GSE102133, GSE95095), and identified potential therapeutic agents. Finally, we validated the protein expression levels of the identified hub genes by immunohistochemical staining in the colon tissues from CD and healthy participants.
A total of 28 ferroptosis-associated genes associated with CD were identified in our analysis, which included 22 up-regulated and 6 down-regulated genes. Gene Ontology (GO) analysis showed that these genes are essential for the apical plasma membrane and amide transport, and Metascape analysis showed that these genes mainly act on IL-4 and IL-13 signaling pathways. Five hub genes, PTGS2, IL6, IL1B, NOS2, and IDO1, were identified by a protein interaction network, and external validation of these hub genes showed statistically significant differences in expression between the CD patients and normal participants ( < 0.05), and all AUC values were greater than 0.8. Further, we predicted the top 10 drugs used to treat CD. Immune infiltration results suggest that Hub gene is related to T cells, macrophages, dendritic cells, and other immune cells. Finally, the results of immunohistochemical experiments showed that the protein expression of the hub gene was higher in CD colon tissue than in normal subjects ( < 0.05).
Bioinformatics analysis showed that ferroptosis is closely related to the development of CD, and the prediction of potential drugs provides new targets for the treatment of CD. Moreover, five hub genes identified are potentially new and effective markers for the diagnosis of CD.
铁死亡是一种新型细胞凋亡方式,最近研究表明其与纤维化、肿瘤、心血管及其他疾病相关。在本研究中,我们通过生物信息学分析,鉴定出与克罗恩病(CD)相关的铁死亡基因,并进行生物学功能分析,确定潜在药物靶点,为CD的未来治疗提供新方向。
使用来自基因表达综合数据库(GEO)的GSE186582数据集进行差异表达分析。从FerrDB数据库下载铁死亡相关基因,提取与CD和铁死亡相关的重叠基因。然后,我们进行功能富集分析,构建蛋白质-蛋白质相互作用网络(PPI),确定枢纽基因与免疫浸润之间的相关性,使用第二个和第三个数据集(GSE102133、GSE95095)进行外部验证,并确定潜在治疗药物。最后,我们通过免疫组织化学染色验证CD患者和健康参与者结肠组织中鉴定出的枢纽基因的蛋白表达水平。
我们的分析共鉴定出28个与CD相关的铁死亡相关基因,其中包括22个上调基因和6个下调基因。基因本体论(GO)分析表明,这些基因对顶端质膜和酰胺转运至关重要,Metascape分析表明,这些基因主要作用于IL-4和IL-13信号通路。通过蛋白质相互作用网络鉴定出5个枢纽基因,即PTGS2、IL6、IL1B、NOS2和IDO1,对这些枢纽基因的外部验证显示,CD患者与正常参与者之间的表达存在统计学显著差异(<0.05),且所有AUC值均大于0.8。此外,我们预测了用于治疗CD的前10种药物。免疫浸润结果表明,枢纽基因与T细胞、巨噬细胞、树突状细胞等免疫细胞有关。最后,免疫组织化学实验结果表明,枢纽基因在CD结肠组织中的蛋白表达高于正常受试者(<0.05)。
生物信息学分析表明,铁死亡与CD的发生发展密切相关,潜在药物预测为CD治疗提供了新靶点。此外,鉴定出的5个枢纽基因可能是诊断CD的新的有效标志物。