Department of Epidemiology, Erasmus MC University Medical Center Rotterdam, 3015 GB, Rotterdam, The Netherlands.
Department of Genetic Identification, Erasmus MC University Medical Center Rotterdam, 3015 GD, Rotterdam, The Netherlands.
Clin Epigenetics. 2020 Oct 22;12(1):157. doi: 10.1186/s13148-020-00951-0.
Tobacco smoking is a well-known modifiable risk factor for many chronic diseases, including cardiovascular disease (CVD). One of the proposed underlying mechanism linking smoking to disease is via epigenetic modifications, which could affect the expression of disease-associated genes. Here, we conducted a three-way association study to identify the relationship between smoking-related changes in DNA methylation and gene expression and their associations with cardio-metabolic traits.
We selected 2549 CpG sites and 443 gene expression probes associated with current versus never smokers, from the largest epigenome-wide association study and transcriptome-wide association study to date. We examined three-way associations, including CpG versus gene expression, cardio-metabolic trait versus CpG, and cardio-metabolic trait versus gene expression, in the Rotterdam study. Subsequently, we replicated our findings in The Cooperative Health Research in the Region of Augsburg (KORA) study. After correction for multiple testing, we identified both cis- and trans-expression quantitative trait methylation (eQTM) associations in blood. Specifically, we found 1224 smoking-related CpGs associated with at least one of the 443 gene expression probes, and 200 smoking-related gene expression probes to be associated with at least one of the 2549 CpGs. Out of these, 109 CpGs and 27 genes were associated with at least one cardio-metabolic trait in the Rotterdam Study. We were able to replicate the associations with cardio-metabolic traits of 26 CpGs and 19 genes in the KORA study. Furthermore, we identified a three-way association of triglycerides with two CpGs and two genes (GZMA; CLDND1), and BMI with six CpGs and two genes (PID1; LRRN3). Finally, our results revealed the mediation effect of cg03636183 (F2RL3), cg06096336 (PSMD1), cg13708645 (KDM2B), and cg17287155 (AHRR) within the association between smoking and LRRN3 expression.
Our study indicates that smoking-related changes in DNA methylation and gene expression are associated with cardio-metabolic risk factors. These findings may provide additional insights into the molecular mechanisms linking smoking to the development of CVD.
吸烟是许多慢性疾病(包括心血管疾病(CVD))的已知可改变的风险因素。将吸烟与疾病联系起来的一个潜在机制是通过表观遗传修饰,这可能会影响与疾病相关的基因的表达。在这里,我们进行了一项三向关联研究,以确定与吸烟相关的 DNA 甲基化变化与基因表达之间的关系,以及它们与心脏代谢特征的关联。
我们从迄今为止最大的全基因组关联研究和转录组关联研究中选择了 2549 个与当前吸烟者与从不吸烟者相关的 CpG 位点和 443 个基因表达探针。我们在鹿特丹研究中检查了三向关联,包括 CpG 与基因表达、心脏代谢特征与 CpG 以及心脏代谢特征与基因表达之间的关联。随后,我们在奥格斯堡合作健康研究(KORA)研究中复制了我们的发现。在进行多重检验校正后,我们在血液中鉴定出了顺式和反式表达数量性状甲基化(eQTM)关联。具体来说,我们发现了 1224 个与至少一个 443 个基因表达探针相关的与吸烟相关的 CpG,以及 200 个与至少一个 2549 个 CpG 相关的与吸烟相关的基因表达探针。其中,有 109 个 CpG 和 27 个基因与鹿特丹研究中的至少一个心脏代谢特征相关。我们能够在 KORA 研究中复制与 26 个 CpG 和 19 个基因与心脏代谢特征相关的关联。此外,我们鉴定出甘油三酯与两个 CpG 和两个基因(GZMA;CLDND1)以及 BMI 与六个 CpG 和两个基因(PID1;LRRN3)之间的三向关联。最后,我们的结果揭示了 cg03636183(F2RL3)、cg06096336(PSMD1)、cg13708645(KDM2B)和 cg17287155(AHRR)在吸烟与 LRRN3 表达之间的关联中的中介作用。
我们的研究表明,与吸烟相关的 DNA 甲基化和基因表达变化与心脏代谢危险因素相关。这些发现可能为将吸烟与 CVD 发展联系起来的分子机制提供更多的见解。