Department of Psychological Sciences, University of Liverpool, Liverpool, UK.
MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK.
Int J Epidemiol. 2018 Aug 1;47(4):1131-1140. doi: 10.1093/ije/dyy131.
Lower educational attainment is associated with increased rates of smoking, but ascertaining causality is challenging. We used two-sample Mendelian randomization (MR) analyses of summary statistics to examine whether educational attainment is causally related to smoking.
We used summary statistics from genome-wide association studies (GWAS) of educational attainment and a range of smoking phenotypes (smoking initiation, cigarettes per day, cotinine levels and smoking cessation). Of 74 single nucleotide polymorphisms (SNPs) that predict educational attainment, 57 (or their highly correlated proxies) were present in the smoking initiation, cigarettes per day and smoking cessation GWAS, and 72 in the cotinine GWAS. Various complementary MR techniques (inverse variance weighted regression, MR Egger, weighted median regression) were used to test the robustness of our results. We found broadly consistent evidence across these techniques that higher educational attainment leads to reduced likelihood of smoking initiation, reduced heaviness of smoking among smokers (as measured via self-report [e.g. inverse variance weighted beta -2.25, 95% confidence interval (CI) -3.81, -0.70, P = 0.005] and cotinine levels [e.g. inverse variance weighted beta -0.34, 95% CI -0.67, -0.01, P = 0.057]), and greater likelihood of smoking cessation among smokers (inverse variance weighted beta 0.65, 95% CI 0.35, 0.95, P = 5.54 × 10-5). Less consistent across the different techniques were associations between educational attainment and smoking initiation.
Our findings indicate a causal association between low educational attainment and increased risk of smoking, and may explain the observational associations between educational attainment and adverse health outcomes such as risk of coronary heart disease.
较低的受教育程度与更高的吸烟率相关,但确定因果关系具有挑战性。我们使用两样本孟德尔随机化(MR)分析汇总统计数据,以检验受教育程度与吸烟是否存在因果关系。
我们使用了教育程度全基因组关联研究(GWAS)的汇总统计数据以及一系列吸烟表型(吸烟起始、每天吸烟量、可替宁水平和戒烟)。在预测教育程度的 74 个单核苷酸多态性(SNP)中,57 个 SNP(或其高度相关的替代物)存在于吸烟起始、每天吸烟量和戒烟 GWAS 中,72 个 SNP 存在于可替宁 GWAS 中。我们使用了各种互补的 MR 技术(逆方差加权回归、MR Egger、加权中位数回归)来检验我们结果的稳健性。我们发现,这些技术的结果具有广泛的一致性,表明较高的受教育程度可降低吸烟起始的可能性、降低吸烟者吸烟的严重程度(通过自我报告来衡量[例如,逆方差加权β-2.25,95%置信区间(CI)-3.81,-0.70,P=0.005]和可替宁水平[例如,逆方差加权β-0.34,95% CI-0.67,-0.01,P=0.057]),并增加吸烟者戒烟的可能性(逆方差加权β0.65,95% CI 0.35,0.95,P=5.54×10-5)。然而,不同技术之间教育程度与吸烟起始之间的关联并不一致。
我们的研究结果表明,低教育程度与增加的吸烟风险之间存在因果关系,这可能解释了教育程度与冠心病等不良健康结局之间的观察性关联。