Graduate Program in Translational Medicine, Paulista School of Medicine, Department of Medicine, Federal University of São Paulo, São Paulo, Brazil.
School of Public Health, Department of Environmental Health, University of São Paulo, São Paulo, Brazil.
Front Public Health. 2023 Jan 25;10:899638. doi: 10.3389/fpubh.2022.899638. eCollection 2022.
Occupational exposure to potentially toxic elements (PTEs) is a concerning reality of informal workers engaged in the jewelry production chain that can lead to adverse health effects. In this study, untargeted proteomic and metabolomic analyses were employed to assess the impact of these exposures on informal workers' exposome in Limeira city, São Paulo state, Brazil. PTE levels (Cr, Mn, Ni, Cu, Zn, As, Cd, Sn, Sb, Hg, and Pb) were determined in blood, proteomic analyses were performed for saliva samples ( = 26), and metabolomic analyses in plasma ( = 145) using ultra-high performance liquid chromatography (UHPLC) coupled with quadrupole-time-of-flight (Q-TOF) mass spectrometry. Blood PTE levels of workers, controls, and their family members were determined by inductively coupled plasma-mass spectrometry (ICP-MS). High concentration levels of Sn and Cu were detected in welders' blood ( < 0.001). Statistical analyses were performed using MetaboAnalyst 4.0. The results showed that 26 proteins were upregulated, and 14 proteins downregulated on the welder group, and thirty of these proteins were also correlated with blood Pb, Cu, Sb, and Sn blood levels in the welder group ( < 0.05). Using gene ontology analysis of these 40 proteins revealed the biological processes related to the upregulated proteins were translational initiation, SRP-dependent co-translational protein targeting to membrane, and viral transcription. A Metabolome-Wide Association Study (MWAS) was performed to search for associations between blood metabolites and exposure groups. A pathway enrichment analysis of significant features from the MWAS was then conducted with Mummichog. A total of 73 metabolomic compounds and 40 proteins up or down-regulated in welders were used to perform a multi-omics analysis, disclosing seven metabolic pathways potentially disturbed by the informal work: valine leucine and isoleucine biosynthesis, valine leucine and isoleucine degradation, arginine and proline metabolism, ABC transporters, central carbon metabolism in cancer, arachidonic acid metabolism and cysteine and methionine metabolism. The majority of the proteins found to be statistically up or downregulated in welders also correlated with at least one blood PTE level, providing insights into the biological responses to PTE exposures in the informal work exposure scenario. These findings shed new light on the effects of occupational activity on workers' exposome, underscoring the harmful effects of PTE.
职业性暴露于潜在有毒元素(PTEs)是从事珠宝生产链的非正规工人面临的一个令人担忧的现实,可能导致不良健康影响。在这项研究中,采用非靶向蛋白质组学和代谢组学分析来评估这些暴露对巴西圣保罗州利梅拉市非正规工人暴露组的影响。通过电感耦合等离子体质谱法(ICP-MS)测定血液中的 PTE 水平(Cr、Mn、Ni、Cu、Zn、As、Cd、Sn、Sb、Hg 和 Pb),对唾液样本进行蛋白质组学分析(=26),对血浆进行代谢组学分析(=145)采用超高效液相色谱(UHPLC)与四极杆飞行时间(Q-TOF)质谱联用。通过电感耦合等离子体质谱法(ICP-MS)测定工人、对照者及其家庭成员的血液 PTE 水平。结果表明,焊接工人血液中 Sn 和 Cu 浓度较高(<0.001)。使用 MetaboAnalyst 4.0 进行统计分析。结果显示,焊工组有 26 种蛋白质上调,14 种蛋白质下调,其中 30 种蛋白质与焊工组的血 Pb、Cu、Sb 和 Sn 水平也相关(<0.05)。对这 40 种蛋白质进行基因本体论分析表明,上调蛋白的生物学过程与翻译起始、SRP 依赖性共翻译蛋白靶向膜和病毒转录有关。对血液代谢物与暴露组之间的关系进行了全代谢组关联研究(MWAS)。然后使用 Mummichog 对 MWAS 中的显著特征进行途径富集分析。共使用 73 种代谢物和 40 种在焊工中上调或下调的蛋白质进行多组学分析,揭示了 7 条可能因非正规工作而受到干扰的代谢途径:缬氨酸、亮氨酸和异亮氨酸生物合成、缬氨酸、亮氨酸和异亮氨酸降解、精氨酸和脯氨酸代谢、ABC 转运蛋白、癌症中的中心碳代谢、花生四烯酸代谢和半胱氨酸和蛋氨酸代谢。在焊工中发现的大多数蛋白质上调或下调与至少一种血液 PTE 水平相关,这为了解 PTE 暴露下的生物反应提供了新的视角。这些发现为职业活动对工人暴露组的影响提供了新的认识,强调了 PTE 的有害影响。