Department of Biostatistics, School of Public Health, Peking University, Beijing, China.
Center for Statistical Science, Peking University, Beijing, China.
Front Endocrinol (Lausanne). 2022 Feb 11;13:818831. doi: 10.3389/fendo.2022.818831. eCollection 2022.
To explore whether coffee intake is associated with the risk of type 2 diabetes mellitus (T2DM) from a genetic perspective, and whether this association remains the same among different types of coffee consumers.
We utilized the summary-level results of 12 genome-wide association studies. First, we used linkage disequilibrium score regression and cross-phenotype association analysis to estimate the genetic correlation and identify shared genes between coffee intake and T2DM in addition to some other T2DM-related phenotypes. Second, we used Mendelian randomization (MR) analysis to test whether there is a significant genetically predicted causal association between coffee intake and the risk of T2DM or other T2DM-related phenotypes. For all the analyses above, we also conducted a separate analysis for different types of coffee consumers, in addition to total coffee intake.
Genetically, choice for ground coffee was significantly negatively associated with the risk of T2DM and some other related risks. While coffee intake and choice for decaffeinated/instant coffee had significant positive correlation with these risks. Between these genetically related phenotypes, there were 1571 genomic shared regions, of which 134 loci were novel. Enrichment analysis showed that these shared genes were significantly enriched in antigen processing related biological processes. MR analysis indicated that higher genetically proxied choice for ground coffee can reduce the risk of T2DM (T2DM: b: -0.2, p-value: 4.70×10; T2DM adjusted for body mass index (BMI): b: -0.11, p-value: 4.60×10), and BMI (b: -0.08, p-value: 6.50×10).
Compared with other types of coffee, ground coffee has a significant negative genetic and genetically predicated causal relationship with the risk of T2DM. And this association is likely to be mediated by immunity. The effect of different coffee types on T2DM is not equal, researchers on coffee should pay more attention to distinguishing between coffee types.
从遗传角度探讨咖啡摄入与 2 型糖尿病(T2DM)风险之间的关系,以及这种关联在不同类型咖啡消费者中的是否一致。
我们利用了 12 项全基因组关联研究的汇总水平结果。首先,我们使用连锁不平衡评分回归和跨表型关联分析来估计咖啡摄入与 T2DM 以及其他一些 T2DM 相关表型之间的遗传相关性和共享基因。其次,我们使用孟德尔随机化(MR)分析来检验咖啡摄入与 T2DM 风险或其他 T2DM 相关表型之间是否存在显著的遗传预测因果关联。对于上述所有分析,我们还针对不同类型的咖啡消费者以及总咖啡摄入量进行了单独分析。
从遗传角度来看,磨碎咖啡的选择与 T2DM 及其他一些相关风险显著负相关。而咖啡摄入量和脱咖啡因/速溶咖啡的选择与这些风险呈显著正相关。在这些遗传上相关的表型之间,有 1571 个基因组共享区域,其中 134 个是新的。富集分析表明,这些共享基因在抗原加工相关的生物学过程中显著富集。MR 分析表明,更高的遗传预测磨碎咖啡的选择可以降低 T2DM(T2DM:b:-0.2,p 值:4.70×10;T2DM 调整后的体重指数(BMI):b:-0.11,p 值:4.60×10)和 BMI(b:-0.08,p 值:6.50×10)的风险。
与其他类型的咖啡相比,磨碎咖啡与 T2DM 风险之间存在显著的负遗传和遗传预测因果关系。这种关联可能是通过免疫介导的。不同类型咖啡对 T2DM 的影响并不均等,咖啡研究人员应该更加注意区分咖啡类型。