Zi-Yi Zheng, Xing-Peng Wei, Yu-Ting Yang, Hong-Gang Ni
{"title":"Prediction and mechanism of combined toxicity of surfactants and antibiotics in aquatic environment based on in silico method","authors":"Zi-Yi Zheng, Xing-Peng Wei, Yu-Ting Yang, Hong-Gang Ni","doi":"10.1016/j.jhazmat.2025.137390","DOIUrl":null,"url":null,"abstract":"The coexistence of surfactants and antibiotics in aquatic environments can potentially trigger combined toxic effects on aquatic organisms. Unfortunately, the effects of these joint toxins and the corresponding mechanism remain unclear. In this study, we performed individual and combined toxicity experiments involving surfactants and antibiotics. Six quantitative structure-activity relationship (QSAR) models and two traditional mixture models were developed. Moreover, the toxic mechanisms were explored with molecular dynamics (MD) simulations and density functional theory (DFT) calculations. The results shown that synergistic toxicity effects were observed in the binary mixture of levofloxacin (LEV) and octylphenol ethoxylate (Triton X-100). In addition, the best QSAR model (RF-PLS), which included four mixture descriptors (<em>RDF155i</em><sup><em>#3</em></sup>, <em>MATS3e</em><sup><em>#2</em></sup>, <em>ETA_BetaP_ns</em><sup><em>#6</em></sup>, <em>MLFER_E</em><sup><em>#6</em></sup>) exhibited excellent performance (<em>R</em><sup><em>2</em></sup> = 0.921, <em>R</em><sup><em>2</em></sup><sub><em>adj</em></sub> =0.875, <em>Q</em><sup><em>2</em></sup><sub><em>LOO</em></sub> =0.820, <em>Q</em><sup><em>2</em></sup><sub><em>ext</em></sub> = 0.889, and <em>CCC</em> = 0.954). Further analysis revealed that the electrostatic potential of different target chemicals and their binding ability with enzymes affected the activity of AChE of <em>Daphnia magna</em>, resulting in different toxicity. Specifically, in the AChE+Triton X-100+LEV system, the second pollutant enhances the ability of the overall system to bind pollutants, which exhibit a synergistic effect during the binding process.","PeriodicalId":361,"journal":{"name":"Journal of Hazardous Materials","volume":"14 1","pages":""},"PeriodicalIF":12.2000,"publicationDate":"2025-01-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Hazardous Materials","FirstCategoryId":"93","ListUrlMain":"https://doi.org/10.1016/j.jhazmat.2025.137390","RegionNum":1,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, ENVIRONMENTAL","Score":null,"Total":0}
引用次数: 0
Abstract
The coexistence of surfactants and antibiotics in aquatic environments can potentially trigger combined toxic effects on aquatic organisms. Unfortunately, the effects of these joint toxins and the corresponding mechanism remain unclear. In this study, we performed individual and combined toxicity experiments involving surfactants and antibiotics. Six quantitative structure-activity relationship (QSAR) models and two traditional mixture models were developed. Moreover, the toxic mechanisms were explored with molecular dynamics (MD) simulations and density functional theory (DFT) calculations. The results shown that synergistic toxicity effects were observed in the binary mixture of levofloxacin (LEV) and octylphenol ethoxylate (Triton X-100). In addition, the best QSAR model (RF-PLS), which included four mixture descriptors (RDF155i#3, MATS3e#2, ETA_BetaP_ns#6, MLFER_E#6) exhibited excellent performance (R2 = 0.921, R2adj =0.875, Q2LOO =0.820, Q2ext = 0.889, and CCC = 0.954). Further analysis revealed that the electrostatic potential of different target chemicals and their binding ability with enzymes affected the activity of AChE of Daphnia magna, resulting in different toxicity. Specifically, in the AChE+Triton X-100+LEV system, the second pollutant enhances the ability of the overall system to bind pollutants, which exhibit a synergistic effect during the binding process.
期刊介绍:
The Journal of Hazardous Materials serves as a global platform for promoting cutting-edge research in the field of Environmental Science and Engineering. Our publication features a wide range of articles, including full-length research papers, review articles, and perspectives, with the aim of enhancing our understanding of the dangers and risks associated with various materials concerning public health and the environment. It is important to note that the term "environmental contaminants" refers specifically to substances that pose hazardous effects through contamination, while excluding those that do not have such impacts on the environment or human health. Moreover, we emphasize the distinction between wastes and hazardous materials in order to provide further clarity on the scope of the journal. We have a keen interest in exploring specific compounds and microbial agents that have adverse effects on the environment.