Li Ruihao, Chen Zuoguan, Gui Liang, Wu Zhiyuan, Miao Yuqing, Gao Qing, Diao Yongpeng, Li Yongjun
Department of Vascular Surgery, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China.
Graduate School of Peking Union Medical College, Beijing, China.
Front Cardiovasc Med. 2022 Apr 14;9:849027. doi: 10.3389/fcvm.2022.849027. eCollection 2022.
Varicose veins are found to be associated with increased risk of venous thromboembolism (VTE) in many observational studies, but whether varicose veins are causally associated with VTE remains unclear. Therefore, we used a series of Mendelian randomization (MR) methods to investigate that association.
23 independent single-nucleotide polymorphisms (SNPs) for varicose veins were obtained from the Pan UK Biobank analysis. The outcomes datasets for deep vein thrombosis (DVT), pulmonary embolism (PE) and venous thromboembolism (VTE) were obtained from the FinnGen study. Before analysis, body mass index (BMI) and height were included as confounders in our MR model. Basic MR [inverse-variance weighted (IVW), weight-median, penalized weighted-median and MR-Egger methods] and MR-PRESSO were performed against each outcome using the whole SNPs and SNPs after excluding those associated with confounders. If causal associations were suggested for any outcome, a basic MR validation analysis, a multivariable MR analysis with BMI and height, a Causal Analysis Using Summary Effect estimates (CAUSE), and a two-step MR analysis with BMI and height, would follow.
Using 21 qualified SNPs, the IVW method (OR: 1.173, 95% CI: 1.070-1.286, < 0.001, FDR = 0.002), the weighted median method (OR: 1.255, 95% CI: 1.106-1.423, < 0.001, FDR = 0.001), the penalized weighted median method (OR: 1.299, 95% CI: 1.128-1.495, < 0.001, FDR = 0.001) and the MR-PRESSO (OR: 1.165, 95% CI: 1.067-1.273, = 0.003, FDR = 0.009) suggested potential causal effect of varicose veins on DVT, but no cause effect was found for PE and VTE. Excluding SNPs associated with confounders yielded similar results. The causal association with DVT was validated using a self-reported DVT cohort (IVW, OR: 1.107, 95% CI: 1.041-1.178, = 0.001). The causal association maintained after adjustment for height (OR = 1.105, 95% CI: 1.028-1.188, = 0.007), BMI (OR = 1.148, 95% CI: 1.059-1.244, < 0.001) and them both (OR = 1.104, 95% CI: 1.035-1.177, = 0.003). The causal association also survived the strict CAUSE ( = 0.018). Finally, in two-step MR, height and BMI were found to have causal effects on both varicose veins and DVT.
Genetically predicted varicose veins may have a causal effect on DVT and may be one of the mediators of obesity and taller height that predispose to DVT.
在许多观察性研究中发现静脉曲张与静脉血栓栓塞(VTE)风险增加有关,但静脉曲张与VTE之间是否存在因果关系仍不清楚。因此,我们使用了一系列孟德尔随机化(MR)方法来研究这种关联。
从泛英国生物银行分析中获得了23个独立的静脉曲张单核苷酸多态性(SNP)。深静脉血栓形成(DVT)、肺栓塞(PE)和静脉血栓栓塞(VTE)的结局数据集来自芬兰基因研究。在分析之前,体重指数(BMI)和身高作为混杂因素纳入我们的MR模型。使用全部SNP以及排除与混杂因素相关的SNP后,针对每个结局进行基本MR(逆方差加权法(IVW)、加权中位数法、惩罚加权中位数法和MR-Egger法)和MR-PRESSO分析。如果提示任何结局存在因果关联,则随后进行基本MR验证分析、包含BMI和身高的多变量MR分析、使用汇总效应估计的因果分析(CAUSE)以及包含BMI和身高的两步MR分析。
使用21个合格的SNP,IVW法(比值比:1.173,95%置信区间:1.070 - 1.286,P < 0.001,错误发现率 = 0.002)、加权中位数法(比值比:1.255,95%置信区间:1.106 - 1.423,P < 0.001,错误发现率 = 0.001)、惩罚加权中位数法(比值比:1.299,95%置信区间:1.128 - 1.495,P < 0.001,错误发现率 = 0.001)和MR-PRESSO(比值比:1.165,95%置信区间:1.067 - 1.273,P = 0.003,错误发现率 = 0.009)提示静脉曲张对DVT有潜在因果效应,但未发现对PE和VTE有因果效应。排除与混杂因素相关的SNP产生了类似结果。使用自我报告的DVT队列验证了与DVT的因果关联(IVW,比值比:1.107,95%置信区间:1.041 - 1.178,P = 0.001)。在调整身高(比值比 = 1.105,95%置信区间:1.028 - 1.188,P = 0.007)、BMI(比值比 = 1.148,95%置信区间:1.059 - 1.244,P < 0.001)以及两者(比值比 = 1.104,95%置信区间:1.035 - 1.177,P = 0.003)后,因果关联仍然存在。因果关联在严格的CAUSE分析中也成立(P = 0.018)。最后,在两步MR中,发现身高和BMI对静脉曲张和DVT均有因果效应。
基因预测的静脉曲张可能对DVT有因果效应,并且可能是肥胖和较高身高导致DVT的中介因素之一。