Nikpay Majid
Omics and Biomedical Analysis Core Facility, University of Ottawa Heart Institute, Ottawa, ON, Canada.
Front Genet. 2023 May 18;14:1093882. doi: 10.3389/fgene.2023.1093882. eCollection 2023.
Identifying DNA methylation sites that regulate the metabolome is important for several purposes. In this study, publicly available GWAS data were integrated to find methylation sites that impact metabolome through a discovery and replication scheme and by using Mendelian randomization. The outcome of analyses revealed 107 methylation sites associated with 84 metabolites at the genome-wide significance level (<5e) at both the discovery and replication stages. A large percentage of the observed associations (85%) were with lipids, significantly higher than expected ( = 0.0003). A number of CpG (methylation) sites showed specificity e.g., cg20133200 within was associated with glucose only and cg10760299 within impacted the level of creatinine; in contrast, there were sites associated with numerous metabolites e.g., cg20102877 on the 2p23.3 region was associated with 39 metabolites. Integrating transcriptome data enabled identifying genes (N = 82) mediating the impact of methylation sites on the metabolome and cardiometabolic traits. For example, mediated the impact of cg15123755-HDL on type-2 diabetes. mediated the impact of cg21033440-lipids on hypertension. and mediated the impact of CpG sites on obesity through metabolic pathways. This study provides a catalog of DNA methylation sites that regulate the metabolome for downstream applications.
识别调控代谢组的DNA甲基化位点具有多种重要意义。在本研究中,整合公开可用的全基因组关联研究(GWAS)数据,通过发现与重复验证方案并运用孟德尔随机化方法来寻找影响代谢组的甲基化位点。分析结果显示,在发现和重复验证阶段,全基因组显著性水平(<5e)下有107个甲基化位点与84种代谢物相关。观察到的关联中很大一部分(85%)与脂质有关,显著高于预期( = 0.0003)。许多CpG(甲基化)位点具有特异性,例如, 内的cg20133200仅与葡萄糖相关, 内的cg10760299影响肌酐水平;相反,也有一些位点与多种代谢物相关,例如,2p23.3区域上的cg20102877与39种代谢物相关。整合转录组数据有助于识别介导甲基化位点对代谢组和心脏代谢性状影响的基因(N = 82)。例如, 介导了cg15123755 - 高密度脂蛋白(HDL)对2型糖尿病的影响。 介导了cg21033440 - 脂质对高血压的影响。 和 通过代谢途径介导了CpG位点对肥胖的影响。本研究提供了一份调控代谢组的DNA甲基化位点目录,以供下游应用。