The Impact of High-Resolution LC-MS/MS Detected Environmental Exposures on Obesity: A Study of Cumulative Effects Through Statistical Modeling

高分辨率液相色谱-串联质谱法检测到的环境暴露对肥胖的影响:基于统计模型的累积效应研究

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Abstract

BACKGROUND: Obesity is a major and escalating public health challenge worldwide. Growing evidence implicates environmental chemicals, especially organophosphate flame retardants (OFRs) and per- and polyfluoroalkyl substances (PFAS), as potential obesogens due to their ability to disrupt endocrine function and lipid metabolism. However, data on the association between these chemical mixtures and overweight in Chinese populations-particularly in industrialized regions-are scarce, representing a critical knowledge gap. METHODS: We conducted a matched case-control study of 214 adults from northern China, including 107 overweight individuals (body mass index [BMI] ≥ 24 kg/m(2)) and 107 normal-weight controls (BMI < 24 kg/m(2)), pair-matched by age and sex. Using high-resolution liquid chromatography-tandem mass spectrometry (LC-MS/MS), we quantified serum concentrations of 202 environmental exposures. Multivariable logistic regression, Weighted Quantile Sum (WQS) regression, and Bayesian Kernel Machine Regression (BKMR) models were employed to assess individual and cumulative associations with overweight, adjusting for key metabolic covariates (eg, blood pressure, lipids, and fasting glucose). RESULTS: Thirteen chemicals showed significant differences between groups (|log(2) fold change| ≥ 1). Ten were elevated in the overweight group, most notably tris(2-butoxyethyl) phosphate (TBOEP; adjusted odds ratio [OR] = 2.40, 95% confidence interval [CI]: 1.79-3.33), 1,3,5-triazine-2,4,6-trione tris(2,3-dibromopropyl) ester (TBC), perfluorooctanoic acid (PFOA), and perfluorobutane sulfonic acid (PFBS). The WQS index reflecting the combined effect of these 13 chemicals was strongly associated with higher odds of overweight (OR = 2.33, 95% CI: 1.77-3.07). BKMR analysis further revealed a non-linear cumulative exposure-response relationship, with maximal risk observed at moderate exposure levels. CONCLUSION: This study provides robust epidemiological evidence that circulating levels of specific environmental pollutants-particularly TBOEP, PFOA, PFBS, and TBC-are significantly associated with increased likelihood of overweight in a northern Chinese adult population. Our findings highlight the potential contribution of complex chemical mixtures to obesity etiology in rapidly industrializing settings and underscore the need for targeted environmental health interventions.

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