Department of Epidemiology and Biostatistics, College of Public Health, Zhengzhou University, Zhengzhou, Henan, PR China.
Department of Hypertension, Henan Provincial People's Hospital, Zhengzhou University People's Hospital, Zhengzhou, Henan, PR China.
Ecotoxicol Environ Saf. 2024 Sep 15;283:116778. doi: 10.1016/j.ecoenv.2024.116778. Epub 2024 Jul 26.
There is no evidence on the longitudinal and causal associations between multiple pesticides and the incidence of type 2 diabetes mellitus (T2DM) in the Chinese rural population, and whether physical activity (PA) modified these associations remains unclear. Here, we aimed to investigate the longitudinal and causal associations between pesticides mixture and T2DM, and determine whether PA modified these associations.
A total of 925 subjects with normal glucose and 925 subjects with impaired fasting glucose (IFG) were enrolled in this case-cohort study. A total of 51 targeted pesticides were quantified at baseline. Logistic regression, quantile g-computation, and Bayesian kernel machine regression (BKMR) were used to assess the individual and combined effects of pesticides on IFG and T2DM. Mendelian randomization (MR) analysis was employed to obtain the causal association between pesticides and T2DM.
After 3-year follow-up, one-unit increment in ln-isofenphos, ln-malathion, and ln-deltamethrin were associated with an increase conversion of IFG to T2DM (FDR-P<0.05). One quartile increment in organochlorine pesticides (OCPs), organophosphorus pesticides (OPs), herbicides and pyrethroids mixtures were related to a higher incidence of T2DM among IFG patients (P<0.05). The BKMR results showed a positive trend between exposure to pesticides mixture and T2DM. The MR analysis indicated a positive association between exposure to pesticides and T2DM risk (P<0.05). No any significant association was found between pesticides and IFG. In addition, compared to subjects with high levels of PA, those with low levels of PA were related to increased risk of T2DM with the increased levels of pesticides among IFG patients.
Individual and combined exposure to pesticides increased the incidence of T2DM among IFG patients. MR analysis further supported the causal association of pesticides exposure with T2DM risk. Our study furtherly indicated that high levels of PA attenuated the diabetogenic effect of pesticides exposure.
在中国农村人群中,尚无关于多种农药与 2 型糖尿病(T2DM)发病之间的纵向和因果关联的证据,且目前尚不清楚体力活动(PA)是否会改变这些关联。在此,我们旨在研究农药混合物与 T2DM 之间的纵向和因果关联,并确定 PA 是否会改变这些关联。
本病例队列研究共纳入 925 名血糖正常和 925 名空腹血糖受损(IFG)的受试者。在基线时对 51 种靶向农药进行了定量检测。采用 logistic 回归、分位数 g 计算和贝叶斯核机器回归(BKMR)来评估农药对 IFG 和 T2DM 的个体和综合影响。采用孟德尔随机化(MR)分析来获取农药与 T2DM 之间的因果关联。
随访 3 年后,ln-异恶草松、ln-马拉硫磷和 ln-溴氰菊酯每增加一个单位,IFG 向 T2DM 的转化率就会增加(FDR-P<0.05)。有机氯农药(OCPs)、有机磷农药(OPs)、除草剂和拟除虫菊酯混合物的四分位增量与 IFG 患者中 T2DM 的发生率升高有关(P<0.05)。BKMR 结果显示,暴露于农药混合物与 T2DM 之间存在正相关趋势。MR 分析表明,暴露于农药与 T2DM 风险之间存在正相关(P<0.05)。在 IFG 患者中,未发现农药与 IFG 之间存在任何显著关联。此外,与高水平 PA 的受试者相比,低水平 PA 的受试者与 IFG 患者中农药水平升高与 T2DM 风险增加有关。
个体和联合暴露于农药会增加 IFG 患者发生 T2DM 的风险。MR 分析进一步支持了农药暴露与 T2DM 风险之间的因果关联。我们的研究进一步表明,高水平的 PA 可减弱农药暴露对糖尿病的致病作用。