Department of Gastroenterology, The First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, Guangdong, China.
Microbiome Medicine Center, Division of Laboratory Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou, Guangdong, China.
BMC Med. 2023 May 11;21(1):179. doi: 10.1186/s12916-023-02878-8.
Oxidative stress (OS) is a key pathophysiological mechanism in Crohn's disease (CD). OS-related genes can be affected by environmental factors, intestinal inflammation, gut microbiota, and epigenetic changes. However, the role of OS as a potential CD etiological factor or triggering factor is unknown, as differentially expressed OS genes in CD can be either a cause or a subsequent change of intestinal inflammation. Herein, we used a multi-omics summary data-based Mendelian randomization (SMR) approach to identify putative causal effects and underlying mechanisms of OS genes in CD.
OS-related genes were extracted from the GeneCards database. Intestinal transcriptome datasets were collected from the Gene Expression Omnibus (GEO) database and meta-analyzed to identify differentially expressed genes (DEGs) related to OS in CD. Integration analyses of the largest CD genome-wide association study (GWAS) summaries with expression quantitative trait loci (eQTLs) and DNA methylation QTLs (mQTLs) from the blood were performed using SMR methods to prioritize putative blood OS genes and their regulatory elements associated with CD risk. Up-to-date intestinal eQTLs and fecal microbial QTLs (mbQTLs) were integrated to uncover potential interactions between host OS gene expression and gut microbiota through SMR and colocalization analysis. Two additional Mendelian randomization (MR) methods were used as sensitivity analyses. Putative results were validated in an independent multi-omics cohort from the First Affiliated Hospital of Sun Yat-sen University (FAH-SYS).
A meta-analysis from six datasets identified 438 OS-related DEGs enriched in intestinal enterocytes in CD from 817 OS-related genes. Five genes from blood tissue were prioritized as candidate CD-causal genes using three-step SMR methods: BAD, SHC1, STAT3, MUC1, and GPX3. Furthermore, SMR analysis also identified five putative intestinal genes, three of which were involved in gene-microbiota interactions through colocalization analysis: MUC1, CD40, and PRKAB1. Validation results showed that 88.79% of DEGs were replicated in the FAH-SYS cohort. Associations between pairs of MUC1-Bacillus aciditolerans and PRKAB1-Escherichia coli in the FAH-SYS cohort were consistent with eQTL-mbQTL colocalization.
This multi-omics integration study highlighted that OS genes causal to CD are regulated by DNA methylation and host-microbiota interactions. This provides evidence for future targeted functional research aimed at developing suitable therapeutic interventions and disease prevention.
氧化应激(OS)是克罗恩病(CD)的关键病理生理机制。OS 相关基因可受环境因素、肠道炎症、肠道微生物群和表观遗传变化的影响。然而,OS 作为潜在 CD 病因或触发因素的作用尚不清楚,因为 CD 中差异表达的 OS 基因既可能是肠道炎症的原因,也可能是其后的变化。在此,我们使用基于多组学汇总数据的孟德尔随机化(SMR)方法来鉴定 CD 中 OS 基因的潜在因果效应及其潜在机制。
从 GeneCards 数据库中提取 OS 相关基因。从基因表达综合数据库(GEO)中收集肠道转录组数据集,并进行荟萃分析,以确定与 CD 中 OS 相关的差异表达基因(DEG)。使用 SMR 方法整合最大的 CD 全基因组关联研究(GWAS)汇总结果与来自血液的表达数量性状基因座(eQTL)和 DNA 甲基化 QTL(mQTL),以优先考虑与 CD 风险相关的潜在血液 OS 基因及其调控元件。整合最新的肠道 eQTL 和粪便微生物 QTL(mbQTL),通过 SMR 和共定位分析揭示宿主 OS 基因表达与肠道微生物群之间的潜在相互作用。使用两种额外的孟德尔随机化(MR)方法作为敏感性分析。在中山大学附属第一医院(FAH-SYS)的独立多组学队列中对潜在结果进行验证。
对六个数据集进行荟萃分析,确定了 817 个 OS 相关基因中与 CD 中肠道肠细胞相关的 438 个 OS 相关 DEG。使用三步 SMR 方法,从血液组织中确定了五个候选 CD 因果基因:BAD、SHC1、STAT3、MUC1 和 GPX3。此外,SMR 分析还鉴定了五个潜在的肠道基因,其中三个通过共定位分析涉及基因-微生物群相互作用:MUC1、CD40 和 PRKAB1。验证结果表明,FAH-SYS 队列中 88.79%的 DEG 得到了复制。FAH-SYS 队列中 MUC1-Bacillus aciditolerans 和 PRKAB1-Escherichia coli 之间的关联与 eQTL-mbQTL 共定位一致。
本项多组学整合研究强调了 CD 中与 OS 相关的因果基因受 DNA 甲基化和宿主-微生物群相互作用的调控。这为未来有针对性的功能研究提供了证据,旨在开发合适的治疗干预措施和疾病预防措施。