Center for Computational Biology, College of Engineering, University of California, Berkeley, Berkeley, California, United States of America.
Genetic Epidemiology and Genomics Laboratory, School of Public Health, University of California, Berkeley, Berkeley, California, United States of America.
PLoS One. 2021 Apr 22;16(4):e0248429. doi: 10.1371/journal.pone.0248429. eCollection 2021.
Differential methylation of immune genes has been a consistent theme observed in Sjögren's syndrome (SS) in CD4+ T cells, CD19+ B cells, whole blood, and labial salivary glands (LSGs). Multiple studies have found associations supporting genetic control of DNA methylation in SS, which in the absence of reverse causation, has positive implications for the potential of epigenetic therapy. However, a formal study of the causal relationship between genetic variation, DNA methylation, and disease status is lacking. We performed a causal mediation analysis of DNA methylation as a mediator of nearby genetic association with SS using LSGs and genotype data collected from 131 female members of the Sjögren's International Collaborative Clinical Alliance registry, comprising of 64 SS cases and 67 non-cases. Bumphunter was used to first identify differentially-methylated regions (DMRs), then the causal inference test (CIT) was applied to identify DMRs mediating the association of nearby methylation quantitative trait loci (MeQTL) with SS. Bumphunter discovered 215 DMRs, with the majority located in the major histocompatibility complex (MHC) on chromosome 6p21.3. Consistent with previous findings, regions hypomethylated in SS cases were enriched for gene sets associated with immune processes. Using the CIT, we observed a total of 19 DMR-MeQTL pairs that exhibited strong evidence for a causal mediation relationship. Close to half of these DMRs reside in the MHC and their corresponding meQTLs are in the region spanning the HLA-DQA1, HLA-DQB1, and HLA-DQA2 loci. The risk of SS conferred by these corresponding MeQTLs in the MHC was further substantiated by previous genome-wide association study results, with modest evidence for independent effects. By validating the presence of causal mediation, our findings suggest both genetic and epigenetic factors contribute to disease susceptibility, and inform the development of targeted epigenetic modification as a therapeutic approach for SS.
免疫基因的差异甲基化一直是干燥综合征(SS)中观察到的一个一致主题,无论是在 CD4+T 细胞、CD19+B 细胞、全血还是唇腺中。多项研究发现,SS 中 DNA 甲基化存在遗传控制的关联,在没有反向因果关系的情况下,这对表观遗传治疗的潜力具有积极意义。然而,缺乏对遗传变异、DNA 甲基化与疾病状态之间因果关系的正式研究。我们使用干燥综合征国际协作临床联盟登记处的 131 名女性成员的唇腺和基因型数据,进行了 DNA 甲基化为中介的因果中介分析,这些成员包括 64 名 SS 病例和 67 名非病例。Bumphunter 首先用于鉴定差异甲基化区域(DMR),然后应用因果推理测试(CIT)来鉴定附近甲基化数量性状位点(MeQTL)与 SS 关联的中介 DMR。Bumphunter 发现了 215 个 DMR,其中大多数位于 6p21.3 染色体上的主要组织相容性复合体(MHC)中。与之前的研究结果一致,在 SS 病例中低甲基化的区域富集了与免疫过程相关的基因集。使用 CIT,我们观察到总共 19 个 DMR-MeQTL 对表现出强烈的因果中介关系证据。这些 DMR 中接近一半位于 MHC 中,其对应的 meQTL 位于横跨 HLA-DQA1、HLA-DQB1 和 HLA-DQA2 基因座的区域。这些 MHC 中的相应 MeQTL 赋予 SS 的风险也得到了全基因组关联研究结果的进一步证实,具有独立效应的适度证据。通过验证因果中介的存在,我们的研究结果表明遗传和表观遗传因素共同导致疾病易感性,并为作为 SS 治疗方法的靶向表观遗传修饰提供了信息。