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Exploring QSAR models for assessment of acute fish toxicity of environmental transformation products of pesticides (ETPPs)

机译:探索QSAR模型,用于评估杀虫剂环境转化产品急性鱼类毒性(ETPPS)

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摘要

Environmental transformation products of pesticides (ETPPs) have a great deal of ecological impact owing to their ability to cause toxicity to the aquatic organisms, which can then be translated to the humans. The limited experimental data on biochemical and toxic effects of ETPPs, the high test costs together with regulatory limitations and the international push to reduce animal testing encourage greater dependence on predictive in silico techniques like quantitative structure-activity relationship (QSAR) models. The aim of the present work was to explore the key structural features, which regulate the toxicity towards fishes, for 85 ETPPs using a partial least squares (PLS) regression based chemometric model developed according to Organisation for Economic Co-operation and Development (OECD) guidelines. The model was extensively validated using both internal and external validation metrics, and the results so obtained justify the reliability and usefulness of the developed model (Q(2) = 0.648, R-pred(2) or Q(F1)(2) = 0.734 and Q(F2)(2) = 0.733). From the developed model, we can conclude that lipophilicity, polarity, presence of branching and the functional form of 0-atom in the transformed structures of pesticides are the important features that are to be considered during ecotoxicity assessment of ETPPs. The information obtained from the descriptors of the developed model could be utilized in the future for assessing ETPPs with the benefit of providing an early warning of their potentially detrimental effect on fishes for regulatory purposes. (C) 2020 Elsevier Ltd. All rights reserved.
机译:由于其对水生生物引起毒性的能力,杀虫剂(ETPP)的环境转型产品具有很大的生态影响,然后可以将其转化为人类。关于ETPP的生化和毒性作用的有限实验数据,高测试成本与监管限制以及减少动物检测的国际推动,鼓励更多地依赖定量结构 - 活动关系(QSAR)模型等硅技术的预测性。本作工作的目的是探讨使用基于部分最小二乘(PLS)回归的化学计量模型来调节对鱼类的毒性,该特征在于,使用基于部分最小二乘(PLS)回归的化学计量模型进行了基于经济合作和发展组织(经合组织)指导方针。使用内部和外部验证度量进行广泛验证该模型,结果如此获得了所开发模型的可靠性和有用性(Q(2)= 0.648,R-Pred(2)或Q(F1)(2)= 0.734和Q(F2)(2)= 0.733)。从开发的模型中,我们可以得出结论,在转化的农药的转化结构中的亲脂性,极性,分支的存在和0-原子的功能形式是在ETPP的生态毒性评估期间要考虑的重要特征。从未来可以利用从开发模型的描述符获得的信息,以便评估ETPP,从而提高对用于监管目的的鱼类潜在不利影响的早期警告。 (c)2020 elestvier有限公司保留所有权利。

著录项

  • 来源
    《Chemosphere》 |2020年第8期|126508.1-126508.25|共25页
  • 作者单位

    Jadavpur Univ Dept Pharmaceut Technol Drug Theoret & Cheminformat Lab Kolkata 700032 India;

    Jadavpur Univ Dept Pharmaceut Technol Drug Theoret & Cheminformat Lab Kolkata 700032 India;

    Jadavpur Univ Dept Pharmaceut Technol Drug Theoret & Cheminformat Lab Kolkata 700032 India;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);美国《化学文摘》(CA);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    ETPPs; QSAR; PLS; Fish toxicity; OECD; Validation;

    机译:ETPPS;QSAR;PLS;鱼类毒性;经合组织;验证;

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