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Exploring urine biomarkers of early health effects for occupational exposure to titanium dioxide nanoparticles using metabolomics

机译:探索尿生物标志物早期的健康影响职业接触二氧化钛纳米粒子使用代谢组学

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摘要

Many experimental studies have demonstrated that titanium dioxide nanoparticles (TiO2 NPs) could induce adverse health effects in vivo and in vitro. But epidemiological evidence and biomarkers related to early health effects are still lacking. This study aimed to explore biomarkers in the urine samples of workers occupationally exposed to a relatively low concentration of TiO2 NPs. A cross-sectional study was conducted in Jinan, China, involving 132 employees of a TiO2 NP manufacturing plant, among which the exposed group and control group were 1 : 1 matched by confounding factors such as gender, age, BMI, smoking and drinking. Untargeted metabolomics was performed in urine samples using high performance liquid chromatography-mass spectrometry (HPLC-MS) technology. The differential metabolites between the TiO2 NP exposed group and the control group were analyzed and then screened for potential biomarkers using bioinformatics methods. Metabolomics found a total of 1760 differentially expressed metabolites in the TiO2 NP exposed group, of which 60 differential metabolites were simultaneously confirmed by one-dimensional and multi-dimensional statistical analysis. Among these 60 differential metabolites, the relative expression of 27 metabolites increased, and the remaining 33 decreased. Pathway enrichment analysis further found that the metabolic pathway of long chain acyl-coa dehydrogenase deficiency (Lcad) was significantly enriched. Ten differential metabolites were selected as potential biomarkers of occupational exposure to TiO2 NPs using machine learning methods, including dibenzyl ether, quassimarin, tryptophan, etc. The receiver operating characteristic curves (ROCs) of these potential biomarkers showed good sensitivity and specificity. These potential biomarkers also had biological basis for occupational exposure to TiO2 NPs. Therefore, urine metabolites represented by dibenzyl ether are considered as good biomarkers of early health effects for occupational exposure to TiO2 NPs.
机译:很多实验研究表明二氧化钛纳米颗粒(TiO2 NPs)体内,诱发不良健康效应体外。相关的生物标记物早期健康的影响仍然缺乏。生物标志物的尿液样本工人职业性暴露于相对较低TiO2 NPs的浓度。研究在济南,中国,涉及二氧化钛NP制造工厂的132名员工,其中暴露组和对照组1: 1匹配等混杂因素性别、年龄、体重指数、吸烟和喝酒。没有针对性进行代谢组学的是尿液使用高效液相样品相色谱分析-质谱法(HPLC-MS)技术。二氧化钛NP暴露组和对照组进行了分析,然后筛选潜力使用生物信息学方法生物标志物。代谢组学发现共有1760名不同表达了对二氧化钛NP暴露的代谢物组,其中60微分代谢物同时证实了一维多维统计分析。这些60微分代谢物,相对的27个代谢物的表达增加,剩余的33个下降。进一步分析发现,代谢途径的长链酰coa脱氢酶缺乏症(Lcad)大大丰富。微分代谢物被选为职业接触的潜在生物标志物二氧化钛NPs使用机器学习的方法,包括二苄基醚、quassimarin色氨酸等。这些潜在的特性曲线(roc)生物标记物显示良好的灵敏度和特异性。职业接触的生物学基础二氧化钛NPs。认为是由二苄基醚良好的早期健康影响生物标志物职业接触二氧化钛NPs。

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