Department of Cardiology, First Affiliated Hospital of Soochow University, No.188 Shizi Street, Gusu District, Suzhou City, Jiangsu Province, China.
Cardiovasc Diabetol. 2023 Sep 2;22(1):236. doi: 10.1186/s12933-023-01974-6.
The presence of type 1 diabetes mellitus (T1DM) has been demonstrated to pose an increased risk for developing cardiovascular diseases (CVDs). However, the causal relationships between T1DM and CVDs remain unclear due to the uncontrolled confounding factors and reverse causation bias of the observational studies.
Summary statistics of T1DM and seven CVDs from the largest available genome-wide association studies (GWAS) of European ancestry and FinnGen biobank were extracted for the primary MR analysis, and the analysis was replicated using UK biobank (UKBB) for validation. Three complementary methods: inverse variance weighted (IVW), weighted median, and MR-Egger were used for the MR estimates. The potential pleiotropic effects were assessed by MR-Egger intercept and MR-PRESSO global test. Additionally, multivariable MR (MVMR) analysis was performed to examine whether T1DM has independent effects on CVDs with adjustment of potential confounding factors. Moreover, a two-step MR approach was used to assess the potential mediating effects of these factors on the causal effects between T1DM and CVDs.
Causal effects of T1DM on peripheral atherosclerosis (odds ratio [OR] = 1.06, 95% confidence interval [CI]: 1.02-1.10; p = 0.002)] and coronary atherosclerosis (OR = 1.03, 95% CI: 1.01-1.05; p = 0.001) were found. The results were less likely to be biased by the horizontal pleiotropic effects (both p values of MR-Egger intercept and MR-PRESSO Global test > 0.05). In the following MVMR analysis, we found the causal effects of T1DM on peripheral atherosclerosis and coronary atherosclerosis remain significant after adjusting for a series of potential confounding factors. Moreover, we found that hypertension partly mediated the causal effects of T1DM on peripheral atherosclerosis (proportion of mediation effect in total effect: 11.47%, 95% CI: 3.23-19.71%) and coronary atherosclerosis (16.84%, 95% CI: 5.35-28.33%). We didn't find significant causal relationships between T1DM and other CVDs, including heart failure (HF), coronary artery disease (CAD), atrial fibrillation (AF), myocardial infarction (MI) and stroke. For the reverse MR from CVD to T1DM, no significant causal relationships were identified.
This MR study provided evidence supporting the causal effect of T1DM on peripheral atherosclerosis and coronary atherosclerosis, with hypertension partly mediating this effect.
1 型糖尿病(T1DM)的存在已被证明会增加心血管疾病(CVD)的发病风险。然而,由于观察性研究中存在无法控制的混杂因素和反向因果关系偏倚,T1DM 和 CVD 之间的因果关系仍不清楚。
从最大的欧洲血统全基因组关联研究(GWAS)和芬兰基因库中提取 T1DM 和七种 CVD 的汇总统计数据,进行主要的 MR 分析,并使用英国生物库(UKBB)进行验证。使用逆方差加权(IVW)、加权中位数和 MR-Egger 三种互补方法进行 MR 估计。通过 MR-Egger 截距和 MR-PRESSO 全局检验评估潜在的异质性效应。此外,还进行了多变量 MR(MVMR)分析,以检查 T1DM 是否在调整潜在混杂因素后对 CVD 具有独立影响。此外,还使用两步 MR 方法评估这些因素对 T1DM 和 CVD 之间因果关系的潜在中介作用。
发现 T1DM 与外周动脉粥样硬化(比值比[OR] = 1.06,95%置信区间[CI]:1.02-1.10;p = 0.002)和冠状动脉粥样硬化(OR = 1.03,95% CI:1.01-1.05;p = 0.001)之间存在因果关系。结果不太可能受到水平异质性效应的影响(MR-Egger 截距和 MR-PRESSO 全局检验的 p 值均大于 0.05)。在随后的 MVMR 分析中,我们发现 T1DM 对外周动脉粥样硬化和冠状动脉粥样硬化的因果效应在调整一系列潜在混杂因素后仍然显著。此外,我们发现高血压部分介导了 T1DM 与外周动脉粥样硬化(总效应中介效应的比例:11.47%,95% CI:3.23-19.71%)和冠状动脉粥样硬化(16.84%,95% CI:5.35-28.33%)之间的因果效应。我们没有发现 T1DM 与其他 CVD 之间存在显著的因果关系,包括心力衰竭(HF)、冠心病(CAD)、心房颤动(AF)、心肌梗死(MI)和中风。对于从 CVD 到 T1DM 的反向 MR,没有发现显著的因果关系。
这项 MR 研究提供了证据支持 T1DM 对外周动脉粥样硬化和冠状动脉粥样硬化的因果关系,高血压部分介导了这种关系。