He Jiangshan, Hu Songhua, Xu Ximing, Guo Pei, Niu Yujie, Zhang Jingbo, Zhang Rong, Chen Shuo, Ma Shitao, Liu Feng, Li Qiang, Li Chunjun, Zhang Li, Wu Ying, Zhang Mianzhi, Zhang Minying
School of Medicine, Nankai University, Tianjin, China.
School of Statistics and Data Science, Nankai University, Tianjin, China.
Environ Int. 2022 Aug;166:107353. doi: 10.1016/j.envint.2022.107353. Epub 2022 Jun 16.
The impacts of long-term high exposure to PM in workplace on glucose metabolism in asymptomatic working adults (AWAs) have rarely been explored.
To assess the relationship between long-term exposure to workplace PM and glucose metabolism in asymptomatic general working adults in heavily polluted regions.
We used the baseline data of the asymptomatic working participants from the Beijing-Tianjin-Hebei Medical Examination Cohort, which recruited adults undergoing medical examinations. A machine learning-based spatial-temporal model was used to estimate daily average PM concentrations in the participants' workplaces. We assessed the association of long-term PM concentrations (three years prior to the interview) and fasting plasma glucose (FPG) using generalized linear mixed-effects models (GLMM) with inclusion of potential confounders. Stratified analyses by sex, age, BMI and smoking status, and two pollutant models were further performed.
A total of 37,619 individuals were interviewed and 28,865 were included in the analyses. The mean FPG was 5.20 (0.96) mmol/L, and the estimated three-year average concentration of PM exposure was 69.51 (6.92) μg/m. We detected a significant association of long-term exposure to workplace PM and FPG, a 10 µg/m increase in the long-term workplace PM exposure was associated with 0.075 (95%CI: 0.050-0.100) mmol/L elevated FPG and 25% (OR = 1.25, 95%CI: 1.05-1.50) elevated odds of abnormal fasting glucose metabolism with control of the potential confounding. The detected association between workplace PM and FPG metabolism remained significant in males, individuals aged > 44 years, overweight and/or obese people, both smokers and non-smokers, and when NO, SO, O, and CO were included in the model.
Long-term exposure to workplace PM was associated with elevated FPG and/or odds of abnormal glucose metabolism among AWAs. Male, middle-aged, overweight and/or obese AWAs were more susceptible to workplace PM regardless of smoking status.
长期在工作场所高暴露于细颗粒物(PM)对无症状在职成年人葡萄糖代谢的影响鲜有研究。
评估重度污染地区无症状在职成年人长期暴露于工作场所PM与葡萄糖代谢之间的关系。
我们使用了京津冀体检队列中无症状在职参与者的基线数据,该队列招募接受体检的成年人。基于机器学习的时空模型用于估计参与者工作场所的日平均PM浓度。我们使用广义线性混合效应模型(GLMM)并纳入潜在混杂因素,评估长期PM浓度(访谈前三年)与空腹血糖(FPG)之间的关联。进一步按性别、年龄、体重指数和吸烟状况进行分层分析,并构建两个污染物模型。
共访谈了37619人,其中28865人纳入分析。平均FPG为5.20(0.96)mmol/L,估计的三年平均PM暴露浓度为69.51(6.92)μg/m³。我们发现长期暴露于工作场所PM与FPG之间存在显著关联,长期工作场所PM暴露每增加10 μg/m³,FPG升高0.075(95%置信区间:0.050 - 0.100)mmol/L,空腹血糖代谢异常的几率升高25%(比值比 = 1.25,95%置信区间:1.05 - 1.50),同时控制了潜在混杂因素。在男性、年龄>44岁的个体、超重和/或肥胖者、吸烟者和非吸烟者中,以及在模型中纳入一氧化氮(NO)、二氧化硫(SO₂)、臭氧(O₃)和一氧化碳(CO)时,工作场所PM与FPG代谢之间的关联仍然显著。
长期暴露于工作场所PM与无症状在职成年人FPG升高和/或葡萄糖代谢异常几率增加有关。无论吸烟状况如何,男性、中年、超重和/或肥胖的无症状在职成年人更容易受到工作场所PM的影响。