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利用公开可用数据评估血清γ-谷氨酰转移酶与2型糖尿病之间的因果关系:一项孟德尔随机化研究

Assessment of causality between serum gamma-glutamyltransferase and type 2 diabetes mellitus using publicly available data: a Mendelian randomization study.

作者信息

Noordam Raymond, Smit Roelof Aj, Postmus Iris, Trompet Stella, van Heemst Diana

机构信息

Department of Internal Medicine, Section Gerontology and Geriatrics.

Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands.

出版信息

Int J Epidemiol. 2016 Dec 1;45(6):1953-1960. doi: 10.1093/ije/dyw306.

DOI:10.1093/ije/dyw306
PMID:28031309
Abstract

BACKGROUND

In observational studies, high levels of gamma-glutamyltransferase (GGT) have been associated with a higher risk of type 2 diabetes mellitus (T2D). We aimed to assess whether this association is causal, using Mendelian randomization.

METHODS

A Mendelian randomization study was conducted using publicly available data from a genome-wide association study (GWAS) on T2D (12 171 cases of T2D and 56 862 controls), and additionally from GWAS on glycaemic traits ( N = 46 186) and HbA1c ( N = 46 368) in nondiabetic participants. Independent genetic variants (26 in total), identified in the largest GGT GWAS comprising studies of European ancestry, were used as genetic instruments. Inverse-variance weighted and MR-Egger regression analyses were used to estimate the effect of the combined genetic instrumental variables on T2D and glycaemic traits and HbA1c.

RESULTS

F-statistics of the 26 genetic instrumental variables, as a measure of instrumental strength, ranged from 23.4 ( ATP8B1 ) to 258.3 ( GGT1 ). Using inverse-variance analyses, we found no evidence of an association between the combined genetic instrumental variables for GGT and the risk of T2D, or glucose-, insulin- or HbA1c-levels. More specifically, a 10% higher genetically determined GGT was not associated with a higher risk of T2D (odds ratio: 0.99; 95% confidence interval: 0.95; 1.02). Results were similar for MR-Egger regression analyses, which did not show evidence for directional pleiotropy.

CONCLUSION

The previously observed association between high levels of serum GGT and T2D in observational studies might not be causal. Likely, results from the observational studies can be explained by reverse causality and/or residual confounding.

摘要

背景

在观察性研究中,高水平的γ-谷氨酰转移酶(GGT)与2型糖尿病(T2D)的较高风险相关。我们旨在使用孟德尔随机化方法评估这种关联是否为因果关系。

方法

进行了一项孟德尔随机化研究,使用来自一项关于T2D的全基因组关联研究(GWAS)(12171例T2D患者和56862例对照)的公开可用数据,此外还使用了非糖尿病参与者中关于血糖性状(N = 46186)和糖化血红蛋白(HbA1c)(N = 46368)的GWAS数据。在包含欧洲血统研究的最大规模GGT GWAS中鉴定出的独立遗传变异(共26个)被用作遗传工具。采用逆方差加权和MR-Egger回归分析来估计联合遗传工具变量对T2D、血糖性状和HbA1c的影响。

结果

作为工具强度的衡量指标,26个遗传工具变量的F统计量范围为23.4(ATP8B1)至258.3(GGT1)。使用逆方差分析,我们没有发现GGT的联合遗传工具变量与T2D风险或血糖、胰岛素或HbA1c水平之间存在关联的证据。更具体地说,遗传决定的GGT升高10%与T2D风险升高无关(优势比:0.99;95%置信区间:0.95;1.02)。MR-Egger回归分析结果相似,未显示出定向多效性的证据。

结论

观察性研究中先前观察到的血清GGT水平与T2D之间的关联可能不是因果关系。观察性研究的结果可能由反向因果关系和/或残余混杂来解释。

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