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炎症性肠病和牙周炎特征基因及潜在治疗靶点的鉴定与验证

Identification and Validation of Signature Genes and Potential Therapy Targets of Inflammatory Bowel Disease and Periodontitis.

作者信息

Xiong Zhe, Fang Ying, Lu Shuangshuang, Sun Qiuyue, Huang Jin

机构信息

Department of Gastroenterology, the Affiliated Changzhou No.2 People's Hospital of Nanjing Medical University, Changzhou, Jiangsu Province, People's Republic of China.

Graduate School of Dalian Medical University, Dalian, Liaoning Province, People's Republic of China.

出版信息

J Inflamm Res. 2023 Sep 28;16:4317-4330. doi: 10.2147/JIR.S426004. eCollection 2023.

Abstract

BACKGROUND

Inflammatory bowel disease (IBD) and periodontitis (PD) are correlated, although the pathogenic mechanism behind their correlation has not been clarified. This study aims to explore the common signature genes and potential therapeutic targets of IBD and PD using transcriptomic analysis.

METHODS

The GEO database was used to download datasets of IBD and PD, and differential expression analysis was used to identify DEGs. We then conducted GO and KEGG enrichment analyses of the shared genes. Next, we applied 4 machine learning (ML) algorithms (GLM, RF, GBM, and SVM) to select the best prediction model for diagnosing the disease and obtained the hub genes of IBD and PD. The diagnostic value of the signature genes was verified by a validation set and qRT‒PCR experiments. Subsequently, immune cell infiltration in IBD samples and PD samples was analyzed by ssGSEA. Finally, we investigated and validated the response of hub genes to infliximab therapy.

RESULTS

We identified 43 upregulated genes as shared genes by intersecting the DEGs of IBD and PD. Functional enrichment analysis suggested that the shared genes were closely associated with immunity and inflammation. The ML algorithm and qRT‒PCR results indicated that IGKC and COL4A1 were the hub genes with the most diagnostic value for IBD and PD. Subsequently, through immune infiltration analysis, CD4 T cells, NK cells and neutrophils were identified to play crucial roles in the pathogenesis of IBD and PD. Finally, through in vivo and in vitro experiments, we found that IGKC and COL4A1 were significantly downregulated during the treatment of patients with IBD using infliximab.

CONCLUSION

We investigated the potential association between IBD and PD using transcriptomic analysis. The IGKC and COL4A1 genes were identified as characteristic genes and novel intervention targets for these two diseases. Infliximab may be used to treat or prevent IBD and PD.

摘要

背景

炎症性肠病(IBD)与牙周炎(PD)相关,尽管二者相关性背后的致病机制尚未阐明。本研究旨在通过转录组分析探索IBD和PD的共同特征基因及潜在治疗靶点。

方法

利用GEO数据库下载IBD和PD的数据集,并通过差异表达分析鉴定差异表达基因(DEGs)。然后对共享基因进行基因本体(GO)和京都基因与基因组百科全书(KEGG)富集分析。接下来,应用4种机器学习(ML)算法(广义线性模型、随机森林、梯度提升机和支持向量机)选择诊断疾病的最佳预测模型,并获得IBD和PD的核心基因。通过验证集和qRT-PCR实验验证特征基因的诊断价值。随后,通过单样本基因集富集分析(ssGSEA)分析IBD样本和PD样本中的免疫细胞浸润情况。最后,研究并验证核心基因对英夫利昔单抗治疗的反应。

结果

通过对IBD和PD的DEGs进行交叉分析,我们确定了43个上调基因作为共享基因。功能富集分析表明,共享基因与免疫和炎症密切相关。ML算法和qRT-PCR结果表明,免疫球蛋白κ链恒定区(IGKC)和IV型胶原蛋白α1链(COL4A1)是对IBD和PD具有最大诊断价值的核心基因。随后,通过免疫浸润分析,发现CD4 T细胞、自然杀伤细胞和中性粒细胞在IBD和PD的发病机制中起关键作用。最后,通过体内和体外实验,我们发现使用英夫利昔单抗治疗IBD患者期间,IGKC和COL4A1显著下调。

结论

我们通过转录组分析研究了IBD和PD之间的潜在关联。IGKC和COL4A1基因被确定为这两种疾病的特征基因和新的干预靶点。英夫利昔单抗可能用于治疗或预防IBD和PD。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6ef2/10545806/9f2266aac6d6/JIR-16-4317-g0001.jpg

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