Jiangsu Key Laboratory for Biodiversity and Biotechnology, College of Life Sciences, Nanjing Normal University, 1 Wenyuan Rd., Nanjing, Jiangsu, 210023, China.
State Key Laboratory of Pollution Control & Resource Reuse, School of the Environment, Nanjing University, 163 Xianlin Ave., Nanjing, Jiangsu, 210023, China.
Environ Res. 2022 Nov;214(Pt 3):114110. doi: 10.1016/j.envres.2022.114110. Epub 2022 Aug 17.
The ever-increasing number of chemicals and complex mixtures demands a time-saving and cost-effective platform for environmental risk assessment. However, there is limit promising tool for evaluating the contribution of each component to the total toxicity effects of the mixture. Here, four widely distributed environmental pollutants with different mode-of-actions, i.e., cadmium chloride (Cd), nitrofurazone (NFZ), triclosan (TCS), and tris(2-chloroethyl) phosphate (TCEP), were selected as components of artificial mixture. Integration of leave-one-out method and high-dimensional live cell array system was used to explore relative contribution of each component from the mixture. A quaternary mixture (All_4_chems) and four ternary mixtures (Leave_Cd, Leave_NFZ, Leave_TCS and Leave_TCEP) were investigated by Escherichia coli (E. coli) live cell array system with 90 environmental stress genes modified by green fluorescent protein (GFP) expressing reporter vectors. E. coli cytotoxicity tests demonstrated that TCS has antagonism effect with other three chemicals (Cd, NFZ and TCEP), while it was additive effect in other three binary combinations. A total of 26, 23, 13, 31 and 23 genes were significantly altered with fold-change greater than 2 over the 4 h exposure by All_4_chems, Leave_Cd, Leave_NFZ, Leave_TCS and Leave_TCEP, respectively. Clustering analysis based on time-series gene expression patterns and transcriptional effect level index (TELI) showed that Leave_TCEP has similar profiles with All_4_chems, demonstrating TCEP has the least contribution among four components to the quaternary mixture. Leave_NFZ has the least number of significantly altered genes, implying NFZ has the largest toxicity effect contribution to the quaternary mixture. The relative contribution in different pathways indicated that Cd has the most contribution to the mixture in redox stress, while TCS has the least contribution in DNA stress pathway. Collectively, our results demonstrated the utility of high-dimensional toxicogenomics data and leave-one-out method in prioritizing the relative contribution of each component in mixture.
不断增加的化学物质和复杂混合物数量要求有一种节省时间和成本效益高的平台来进行环境风险评估。然而,目前还没有一种有前途的工具可以评估混合物中每个成分对总毒性效应的贡献。在这里,我们选择了四种分布广泛的具有不同作用模式的环境污染物,即氯化镉(Cd)、呋喃西林(NFZ)、三氯生(TCS)和三(2-氯乙基)磷酸酯(TCEP),作为人工混合物的成分。我们采用逐个排除法和高维活细胞阵列系统,探索混合物中每个成分的相对贡献。我们用 90 个经绿色荧光蛋白(GFP)表达报告载体修饰的环境应激基因的 Escherichia coli(E. coli)活细胞阵列系统,研究了由四种混合物(All_4_chems)和四个三元混合物(Leave_Cd、Leave_NFZ、Leave_TCS 和 Leave_TCEP)组成的混合体系。E. coli 细胞毒性试验表明,TCS 与其他三种化学物质(Cd、NFZ 和 TCEP)具有拮抗作用,而在其他三种二元混合物中则具有相加作用。在 4 小时的暴露时间内,All_4_chems、Leave_Cd、Leave_NFZ、Leave_TCS 和 Leave_TCEP 分别导致 26、23、13、31 和 23 个基因的表达水平发生了 2 倍以上的显著变化。基于时间序列基因表达模式和转录效应水平指数(TELI)的聚类分析表明,Leave_TCEP 与 All_4_chems 的图谱相似,表明 TCEP 是四种成分中对四元混合物贡献最小的成分。Leave_NFZ 中发生显著变化的基因数量最少,这意味着 NFZ 对四元混合物的毒性效应贡献最大。不同途径的相对贡献表明,Cd 对混合物在氧化还原应激途径中的贡献最大,而 TCS 对 DNA 应激途径的贡献最小。总的来说,我们的研究结果表明,高维毒理学基因组学数据和逐个排除法可用于确定混合物中各成分的相对贡献。