Hefei Ion Medical Center, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, Anhui, 230088, People's Republic of China.
Int Arch Occup Environ Health. 2023 Oct;96(8):1101-1111. doi: 10.1007/s00420-023-01993-6. Epub 2023 Jun 27.
Volatile organic compounds (VOCs) are a broad class of chemicals, and previous studies showed that VOCs could increase the risk of central nervous system disorders. However, few studies have comprehensively explored their association with depression among general adults.
We aimed to explore the association between blood VOCs and depression risk based on a large cross-sectional study of the National Health and Nutrition Examination Survey (NHANES).
We analyzed data from 3449 American adults in the NHANES 2013-2016. Survey-weighted logistic regression model was used to explore the association of ten blood VOCs with depression. Subsequently, the relative importance of the selected VOCs was determined using the XGBoost model. The weighted quantile sum (WQS) regression model was used to explore the overall association of 10 blood VOCs with depression. Subgroup analyses were performed to identify high-risk populations. Finally, restricted cubic spline (RCS) analysis was utilized to explore the dose-response relationship between blood VOCs and the risk of depression.
XGBoost Algorithm model identified blood 2,5-dimethylfuran was the most critical variable in depression. The logistic regression model showed that blood benzene, blood 2,5-dimethylfuran, and blood furan showed a positive correlation with depression. In subgroup analysis, we found that the effects of the above VOCs on depression existed among the female, young middle-aged, and overweight-obese population. Mixture VOCs exposure was positively associated with depression risk (OR = 2.089, 95% CI: 1.299-3.361), and 2,5-dimethylfuran had the largest weights in WQS regression. RCS displayed that blood benzene, blood 2,5-dimethylfuran, and blood furan were positively associated with depression.
The results of this study indicated that VOCs exposure was associated with an increased prevalence of depression in U.S. adults. Women, young and middle-aged, and overweight-obese populations are more vulnerable to VOCs.
挥发性有机化合物(VOCs)是一类广泛的化学物质,先前的研究表明,VOCs 可能会增加患中枢神经系统疾病的风险。然而,很少有研究全面探讨其与普通成年人抑郁之间的关系。
我们旨在基于美国国家健康和营养检查调查(NHANES)的一项大型横断面研究,探讨血液 VOCs 与抑郁风险之间的关系。
我们分析了 NHANES 2013-2016 年的 3449 名美国成年人的数据。使用调查加权逻辑回归模型来探讨十种血液 VOCs 与抑郁之间的关系。随后,使用 XGBoost 模型确定所选 VOCs 的相对重要性。使用加权分位数总和(WQS)回归模型探讨十种血液 VOCs 与抑郁的总体关联。进行亚组分析以确定高危人群。最后,使用限制性立方样条(RCS)分析探讨血液 VOCs 与抑郁风险之间的剂量-反应关系。
XGBoost 算法模型确定血液 2,5-二甲基呋喃是抑郁中最关键的变量。逻辑回归模型表明,血液苯、血液 2,5-二甲基呋喃和血液呋喃与抑郁呈正相关。在亚组分析中,我们发现上述 VOCs 对抑郁的影响存在于女性、年轻的中年人和超重肥胖人群中。混合 VOCs 暴露与抑郁风险呈正相关(OR=2.089,95%CI:1.299-3.361),且 WQS 回归中 2,5-二甲基呋喃的权重最大。RCS 显示血液苯、血液 2,5-二甲基呋喃和血液呋喃与抑郁呈正相关。
本研究结果表明,VOCs 暴露与美国成年人抑郁患病率的增加有关。女性、年轻的中年人和超重肥胖人群更容易受到 VOCs 的影响。