Yin Junhao, Fu Jiayao, Xu Jiabao, Chen Changyu, Zhu Hanyi, Wang Baoli, Yu Chuangqi, Yang Xiujuan, Cai Ruiyu, Li Mengyang, Ji Kaihan, Wu Wanning, Zhao Yijie, Zheng Zhanglong, Pu Yiping, Zheng Lingyan
Department of Oral Surgery, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, College of stomatology, Shanghai Jiao Tong University, Shanghai, China.
National Center for Stomatology & National Clinical Research Center for Oral Disease, Shanghai, China.
Heliyon. 2024 Mar 29;10(7):e28645. doi: 10.1016/j.heliyon.2024.e28645. eCollection 2024 Apr 15.
The epigenetic modifier N6-methyladenosine (m6A), recognized as the most prevalent internal modification in messenger RNA (mRNA), has recently emerged as a pivotal player in immune regulation. Its dysregulation has been implicated in the pathogenesis of various autoimmune conditions. However, the implications of m6A modification within the immune microenvironment of Sjögren's syndrome (SS), a chronic autoimmune disorder characterized by exocrine gland dysfunction, remain unexplored. Herein, we leverage an integrative analysis combining public database resources and novel sequencing data to investigate the expression profiles of m6A regulatory genes in SS. Our cohort comprised 220 patients diagnosed with SS and 62 healthy individuals, enabling a comprehensive evaluation of peripheral blood at the transcriptomic level. We report a significant association between SS and altered expression of key m6A regulators, with these changes closely tied to the activation of CD4 T cells. Employing a random forest (RF) algorithm, we identified crucial genes contributing to the disease phenotype, which facilitated the development of a robust diagnostic model via multivariate logistic regression analysis. Further, unsupervised clustering revealed two distinct m6A modification patterns, which were significantly associated with variations in immunocyte infiltration, immune response activity, and biological function enrichment in SS. Subsequently, we proceeded with a screening process aimed at identifying genes that were differentially expressed (DEGs) between the two groups distinguished by m6A modification. Leveraging these DEGs, we employed weight gene co-expression network analysis (WGCNA) to uncover sets of genes that exhibited strong co-variance and hub genes that were closely linked to m6A modification. Through rigorous analysis, we identified three critical m6A regulators - , , and - alongside two m6A-related hub genes, and . These elements collectively underscore a complex but discernible pattern of m6A modification that appears to be integrally linked with SS's pathogenesis. Our findings not only illuminate the significant correlation between m6A modification and the immune microenvironment in SS but also lay the groundwork for a deeper understanding of m6A regulatory mechanisms. More importantly, the identification of these key regulators and hub genes opens new avenues for the diagnosis and treatment of SS, presenting potential targets for therapeutic intervention.
表观遗传修饰剂N6-甲基腺苷(m6A)被认为是信使核糖核酸(mRNA)中最普遍的内部修饰,最近已成为免疫调节中的关键因子。其失调与多种自身免疫性疾病的发病机制有关。然而,m6A修饰在干燥综合征(SS)免疫微环境中的意义仍未得到探索,SS是一种以腺外分泌腺功能障碍为特征的慢性自身免疫性疾病。在此,我们利用公共数据库资源和新测序数据的综合分析来研究SS中m6A调控基因的表达谱。我们的队列包括220名被诊断为SS的患者和62名健康个体,从而能够在转录组水平上对外周血进行全面评估。我们报告了SS与关键m6A调节因子表达改变之间的显著关联,这些变化与CD4 T细胞的激活密切相关。采用随机森林(RF)算法,我们确定了促成疾病表型的关键基因,通过多变量逻辑回归分析促进了强大诊断模型的开发。此外,无监督聚类揭示了两种不同的m6A修饰模式,它们与SS中免疫细胞浸润、免疫反应活性和生物学功能富集的变化显著相关。随后,我们进行了筛选过程,旨在鉴定在以m6A修饰区分的两组之间差异表达的基因(DEG)。利用这些DEG,我们采用加权基因共表达网络分析(WGCNA)来揭示表现出强共变的基因集以及与m6A修饰密切相关的枢纽基因。通过严格分析,我们确定了三个关键的m6A调节因子——、和——以及两个与m6A相关的枢纽基因和。这些因素共同强调了一种复杂但可辨别的m6A修饰模式,似乎与SS的发病机制密切相关。我们的发现不仅阐明了m6A修饰与SS免疫微环境之间的显著相关性,也为更深入理解m6A调控机制奠定了基础。更重要的是,这些关键调节因子和枢纽基因的鉴定为SS的诊断和治疗开辟了新途径,为治疗干预提供了潜在靶点。