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通过转录组数据和动物实验验证探索溃疡性结肠炎中焦亡相关的特征基因和潜在药物

Exploring Pyroptosis-related Signature Genes and Potential Drugs in Ulcerative Colitis by Transcriptome Data and Animal Experimental Validation.

作者信息

Zhao Yang, Ma Yiming, Pei Jianing, Zhao Xiaoxuan, Jiang Yuepeng, Liu Qingsheng

机构信息

The Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, 210029, China.

Macau University of Science and Technology, Macau, 999078, China.

出版信息

Inflammation. 2024 Dec;47(6):2057-2076. doi: 10.1007/s10753-024-02025-2. Epub 2024 Apr 24.

DOI:10.1007/s10753-024-02025-2
PMID:38656456
Abstract

Ulcerative colitis (UC) is an idiopathic, relapsing inflammatory disorder of the colonic mucosa. Pyroptosis contributes significantly to UC. However, the molecular mechanisms of UC remain unexplained. Herein, using transcriptome data and animal experimental validation, we sought to explore pyroptosis-related molecular mechanisms, signature genes, and potential drugs in UC. Gene profiles (GSE48959, GSE59071, GSE53306, and GSE94648) were selected from the Gene Expression Omnibus (GEO) database, which contained samples derived from patients with active and inactive UC, as well as health controls. Gene Set Enrichment Analysis (GSEA), Weighted Gene Co-expression Network Analysis (WGCNA) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analyses were performed on microarrays to unravel the association between UC and pyroptosis. Then, differential expressed genes (DEGs) and pyroptosis-related DEGs were obtained by differential expression analyses and the public database. Subsequently, pyroptosis-related DEGs and their association with the immune infiltration landscape were analyzed using the CIBERSORT method. Besides, potential signature genes were selected by machine learning (ML) algorithms, and then validated by testing datasets which included samples of colonic mucosal tissue and peripheral blood. More importantly, the potential drug was screened based on this. And these signature genes and the drug effect were finally observed in the animal experiment. GSEA and KEGG enrichment analyses on key module genes derived from WGCNA revealed a close association between UC and pyroptosis. Then, a total of 20 pyroptosis-related DEGs of UC and 27 pyroptosis-related DEGs of active UC were screened. Next, 6 candidate genes (ZBP1, AIM2, IL1β, CASP1, TLR4, CASP11) in UC and 2 candidate genes (TLR4, CASP11) in active UC were respectively identified using the binary logistic regression (BLR), least absolute shrinkage and selection operator (LASSO), random forest (RF) analysis and artificial neural network (ANN), and these genes also showed high diagnostic specificity for UC in testing sets. Specially, TLR4 was elevated in UC and further elevated in active UC. The results of the drug screen revealed that six compounds (quercetin, cyclosporine, resveratrol, cisplatin, paclitaxel, rosiglitazone) could target TLR4, among which the effect of quercetin on intestinal pathology, pyroptosis and the expression of TLR4 in UC and active UC was further determined by the murine model. These findings demonstrated that pyroptosis may promote UC, and especially contributes to the activation of UC. Pyroptosis-related DEGs offer new ideas for the diagnosis of UC. Besides, quercetin was verified as an effective treatment for pyroptosis and intestinal inflammation. This study might enhance our comprehension on the pathogenic mechanism and diagnosis of UC and offer a treatment option for UC.

摘要

溃疡性结肠炎(UC)是一种特发性、复发性的结肠黏膜炎症性疾病。细胞焦亡在UC中起重要作用。然而,UC的分子机制仍不清楚。在此,我们利用转录组数据和动物实验验证,试图探索UC中与细胞焦亡相关的分子机制、特征基因和潜在药物。从基因表达综合数据库(GEO)中选取基因谱(GSE48959、GSE59071、GSE53306和GSE94648),其中包含来自活动期和非活动期UC患者以及健康对照的样本。对微阵列进行基因集富集分析(GSEA)、加权基因共表达网络分析(WGCNA)和京都基因与基因组百科全书(KEGG)分析,以揭示UC与细胞焦亡之间的关联。然后,通过差异表达分析和公共数据库获得差异表达基因(DEG)和与细胞焦亡相关的DEG。随后,使用CIBERSORT方法分析与细胞焦亡相关的DEG及其与免疫浸润格局的关联。此外,通过机器学习(ML)算法选择潜在的特征基因,然后用包含结肠黏膜组织和外周血样本的测试数据集进行验证。更重要的是,基于此筛选潜在药物。最后在动物实验中观察这些特征基因和药物效果。对来自WGCNA的关键模块基因进行GSEA和KEGG富集分析,揭示了UC与细胞焦亡之间的密切关联。然后,筛选出UC中总共20个与细胞焦亡相关的DEG和活动期UC中27个与细胞焦亡相关的DEG。接下来,分别使用二元逻辑回归(BLR)、最小绝对收缩和选择算子(LASSO)、随机森林(RF)分析和人工神经网络(ANN)鉴定UC中的6个候选基因(ZBP1、AIM2、IL1β、CASP1、TLR4、CASP11)和活动期UC中的2个候选基因(TLR4和CASP11),这些基因在测试集中对UC也显示出高诊断特异性。特别地,TLR4在UC中升高,在活动期UC中进一步升高。药物筛选结果显示,六种化合物(槲皮素、环孢素、白藜芦醇、顺铂、紫杉醇、罗格列酮)可靶向TLR4,其中通过小鼠模型进一步确定了槲皮素对UC和活动期UC肠道病理、细胞焦亡及TLR4表达的影响。这些发现表明,细胞焦亡可能促进UC,尤其有助于UC的激活。与细胞焦亡相关的DEG为UC的诊断提供了新思路。此外,槲皮素被证实是治疗细胞焦亡和肠道炎症的有效药物。本研究可能增强我们对UC致病机制和诊断的理解,并为UC提供一种治疗选择。

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