孟德尔随机化
代谢组学
代谢组
危险系数
医学
2型糖尿病
2型糖尿病
比例危险模型
内科学
背景(考古学)
糖尿病
生物信息学
内分泌学
置信区间
生物
遗传学
代谢物
基因型
古生物学
基因
遗传变异
作者
Zhenhuang Zhuang,Xue Dong,Jinzhu Jia,Zhonghua Liu,Tao Huang,Lu Qi
标识
DOI:10.1210/clinem/dgad218
摘要
A healthy sleep pattern has been related to a lower risk of type 2 diabetes mellitus (T2DM).We aimed to identify the metabolomic signature for the healthy sleep pattern and assess its potential causality with T2DM.This study included 78 659 participants with complete phenotypic data (sleep information and metabolomic measurements) from the UK Biobank study. Elastic net regularized regression was applied to calculate a metabolomic signature reflecting overall sleep patterns. We also performed genome-wide association analysis of the metabolomic signature and one-sample mendelian randomization (MR) with T2DM risk.During a median of 8.8 years of follow-up, we documented 1489 incident T2DM cases. Compared with individuals who had an unhealthy sleep pattern, those with a healthy sleep pattern had a 49% lower risk of T2DM (multivariable-adjusted hazard ratio [HR], 0.51; 95% CI, 0.40-0.63). We further constructed a metabolomic signature using elastic net regularized regressions that comprised 153 metabolites, and robustly correlated with sleep pattern (r = 0.19; P = 3×10-325). In multivariable Cox regressions, the metabolomic signature showed a statistically significant inverse association with T2DM risk (HR per SD increment in the signature, 0.56; 95% CI, 0.52-0.60). Additionally, MR analyses indicated a significant causal relation between the genetically predicted metabolomic signature and incident T2DM (P for trend < .001).In this large prospective study, we identified a metabolomic signature for the healthy sleep pattern, and such a signature showed a potential causality with T2DM risk independent of traditional risk factors.
科研通智能强力驱动
Strongly Powered by AbleSci AI