Department of General Surgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China.
Front Immunol. 2024 Aug 22;15:1454532. doi: 10.3389/fimmu.2024.1454532. eCollection 2024.
Inflammatory Bowel Diseases (IBDs), encompassing Ulcerative Colitis (UC) and Crohn's Disease (CD), are chronic, recurrent inflammatory conditions of the gastrointestinal tract. The microRNA (miRNA) -mRNA regulatory network is pivotal in the initiation and progression of IBDs. Although individual studies provide valuable insights into miRNA mechanisms in IBDs, they often have limited scope due to constraints in population diversity, sample size, sequencing platform variability, batch effects, and potential researcher bias. Our study aimed to construct comprehensive miRNA-mRNA regulatory networks and determine the cellular sources and functions of key miRNAs in IBD pathogenesis.
To minimize potential bias from individual studies, we utilized a text mining-based approach on published scientific literature from PubMed and PMC databases to identify miRNAs and mRNAs associated with IBDs and their subtypes. We constructed miRNA-mRNA regulatory networks by integrating both predicted and experimentally validated results from DIANA, Targetscan, PicTar, Miranda, miRDB, and miRTarBase (all of which are databases for miRNA target annotation). The functions of miRNAs were determined through gene enrichment analysis of their target mRNAs. Additionally, we used two large-scale single-cell RNA sequencing datasets to identify the cellular sources of miRNAs and the association of their expression levels with clinical status, molecular and functional alternation in CD and UC.
Our analysis systematically summarized IBD-related genes using text-mining methodologies. We constructed three comprehensive miRNA-mRNA regulatory networks specific to IBD, CD, and UC. Through cross-analysis with two large-scale scRNA-seq datasets, we determined the cellular sources of the identified miRNAs. Despite originating from different cell types, hsa-miR-142, hsa-miR-145, and hsa-miR-146a were common to both CD and UC. Notably, hsa-miR-145 was identified as myofibroblast-specific in both CD and UC. Furthermore, we found that higher tissue repair and enhanced glucose and lipid metabolism were associated with hsa-miR-145 in myofibroblasts in both CD and UC contexts.
This comprehensive approach revealed common and distinct miRNA-mRNA regulatory networks in CD and UC, identified cell-specific miRNA expressions (notably hsa-miR-145 in myofibroblasts), and linked miRNA expression to functional alterations in IBD. These findings not only enhance our understanding of IBD pathogenesis but also offer promising diagnostic biomarkers and therapeutic targets for clinical practice in managing IBDs.
炎症性肠病(IBD)包括溃疡性结肠炎(UC)和克罗恩病(CD),是胃肠道的慢性、复发性炎症性疾病。微小 RNA(miRNA)-mRNA 调控网络在 IBD 的发生和发展中起着关键作用。尽管个别研究提供了关于 IBD 中 miRNA 机制的有价值的见解,但由于人群多样性、样本量、测序平台变异性、批次效应和潜在的研究人员偏差的限制,它们的范围往往有限。我们的研究旨在构建全面的 miRNA-mRNA 调控网络,并确定 IBD 发病机制中关键 miRNA 的细胞来源和功能。
为了最大限度地减少个别研究的潜在偏差,我们利用基于文本挖掘的方法对来自 PubMed 和 PMC 数据库的已发表科学文献进行分析,以鉴定与 IBD 及其亚型相关的 miRNAs 和 mRNAs。我们通过整合 DIANA、Targetscan、PicTar、Miranda、miRDB 和 miRTarBase(所有这些都是 miRNA 靶标注释数据库)的预测和实验验证结果来构建 miRNA-mRNA 调控网络。通过对其靶 mRNAs 的基因富集分析来确定 miRNAs 的功能。此外,我们使用两个大规模的单细胞 RNA 测序数据集来鉴定 miRNA 的细胞来源及其表达水平与 CD 和 UC 中的临床状态、分子和功能改变的关联。
我们的分析使用文本挖掘方法系统地总结了与 IBD 相关的基因。我们构建了三个针对 IBD、CD 和 UC 的全面 miRNA-mRNA 调控网络。通过与两个大规模 scRNA-seq 数据集的交叉分析,我们确定了所鉴定 miRNAs 的细胞来源。尽管源自不同的细胞类型,但 hsa-miR-142、hsa-miR-145 和 hsa-miR-146a 在 CD 和 UC 中均为共有。值得注意的是,hsa-miR-145 在 CD 和 UC 中均被鉴定为肌成纤维细胞特异性。此外,我们发现 hsa-miR-145 在 CD 和 UC 中的肌成纤维细胞中与更高的组织修复以及增强的葡萄糖和脂质代谢相关。
这种全面的方法揭示了 CD 和 UC 中共同和独特的 miRNA-mRNA 调控网络,鉴定了细胞特异性 miRNA 表达(特别是肌成纤维细胞中的 hsa-miR-145),并将 miRNA 表达与 IBD 中的功能改变联系起来。这些发现不仅增强了我们对 IBD 发病机制的理解,而且为管理 IBD 的临床实践提供了有前途的诊断生物标志物和治疗靶点。