Department of Urology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China.
Department of Orthopaedic, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China.
Front Endocrinol (Lausanne). 2023 Jan 12;13:1076664. doi: 10.3389/fendo.2022.1076664. eCollection 2022.
Some VOCs are identified as endocrine-disrupting chemicals (EDCs), interfering with the effect of sex hormones. However, no studies focused on the common spectrum of environmental VOCs exposure affecting sex hormones in the average male population.
We aimed to explore the association between VOCs and sex hormones in American adult males using multiple statistical models.
The generalized linear (GLM), eXtreme Gradient Boosting (XGBoost), weighted quantile sum (WQS), Bayesian kernel machine regression (BKMR) and stratified models were used to evaluate the associations between Specific Volatile Organic Compounds and sex hormones in American adult male from NHANES 2013-2016.
Pearson correlation model revealed the potential co-exposure pattern among VOCs. XGBoost algorithm models and the WQS model suggested the relative importance of VOCs. BKMR models reveal that co-exposure to the VOCs was associated with increased Testosterone (TT), Estradiol (E), SHBG and decreased TT/E. GLM models revealed specific VOC exposure as an independent risk factor causing male sex hormones disorders. Stratified analysis identified the high-risk group on the VOCs exposures. We found Blood 2,5-Dimethylfuran in VOCs was the most significant effect on sex hormones in male. Testosterone increased by 213.594 (ng/dL) (124.552, 302.636) and estradiol increased by 7.229 (pg/mL) for each additional unit of blood 2,5-Dimethylfuran (ng/mL).
This study is an academic illustration of the association between VOCs exposure and sex hormones, suggesting that exposure to VOCs might be associated with sex hormone metabolic disorder in American adult males.
一些挥发性有机化合物被确定为内分泌干扰化学物质(EDCs),干扰性激素的作用。然而,目前还没有研究关注影响普通男性人群性激素的环境挥发性有机化合物暴露的常见谱。
我们旨在使用多种统计模型探讨美国成年男性中挥发性有机化合物与性激素之间的关系。
使用广义线性(GLM)、极端梯度提升(XGBoost)、加权分位数总和(WQS)、贝叶斯核机器回归(BKMR)和分层模型来评估 2013-2016 年 NHANES 中美国成年男性特定挥发性有机化合物与性激素之间的关系。
Pearson 相关模型揭示了 VOC 之间潜在的共同暴露模式。XGBoost 算法模型和 WQS 模型表明了 VOC 的相对重要性。BKMR 模型表明,共同暴露于 VOCs 与睾酮(TT)、雌二醇(E)、SHBG 升高和 TT/E 降低有关。GLM 模型揭示了特定 VOC 暴露是导致男性性激素紊乱的独立危险因素。分层分析确定了 VOC 暴露的高危人群。我们发现,血液中的 2,5-二甲基呋喃是对男性性激素影响最大的 VOC。血液中的每增加一个单位的 2,5-二甲基呋喃(ng/mL),睾酮增加 213.594(ng/dL)(124.552,302.636),雌二醇增加 7.229(pg/mL)。
本研究是对挥发性有机化合物暴露与性激素之间关系的学术说明,表明接触挥发性有机化合物可能与美国成年男性的性激素代谢紊乱有关。