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Development of in silico models for predicting LSER molecular parameters and for acute toxicity prediction to fathead minnow (Pimephales promelas)

机译:开发用于预测LSER分子参数和预测对黑头acute鱼(Pimephales promelas)的急性毒性的计算机模型

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摘要

Many chemicals with toxic effects to aquatic species are produced every year. To date, linear solvation energy relationship (LSER) models for toxicity prediction to aquatic species are limited to non-polar and polar narcotic compounds. In this study, the Verhaar scheme was used to classify chemicals into five modes of toxic actions. LSER models for predicting acute toxicity to fathead minnow were developed by identifying chemical functional groups that influence toxicity prediction of reactive chemicals. Moreover, the predictive models that can be used to estimate LSER molecular parameters have been developed by using quantum chemical and Dragon descriptors. All the predictive models were developed following the OECD guidelines for QSAR model development and validation, with a satisfactory goodness-of-fit, robustness and predictive ability. The McGowans volume was the most significant descriptor in the toxicity models. This study also inferred that, compounds with carbonyl group have different behaviors such that some can biodegrade in the organism while others do not biodegrade, which might be the reason for the difficulties in modeling the acute toxicity of reactive chemicals.
机译:每年都会产生许多对水生生物有毒的化学物质。迄今为止,用于预测水生生物毒性的线性溶剂化能量关系(LSER)模型仅限于非极性和极性麻醉性化合物。在这项研究中,使用了Verhaar方案将化学物质分为五种毒性作用模式。通过确定影响反应性化学物质毒性预测的化学官能团,开发了预测对黑头min鱼急性毒性的LSER模型。而且,已经通过使用量子化学和Dragon描述符开发了可用于估计LSER分子参数的预测模型。所有的预测模型都是根据OECD的QSAR模型开发和验证指南开发的,具有令人满意的拟合优度,鲁棒性和预测能力。 McGowans体积是毒性模型中最重要的描述子。这项研究还推断出,具有羰基的化合物具有不同的行为,以至于某些可以在生物体内生物降解,而另一些则不能生物降解,这可能是难以建模活性化学品急性毒性的原因。

著录项

  • 来源
    《Chemosphere》 |2014年第8期|17-25|共9页
  • 作者单位

    Key Laboratory of Industrial Ecology and Environmental Engineering (MOE), School of Environmental Science and Technology, Dalian University of Technology, Dalian 116024, China;

    Key Laboratory of Industrial Ecology and Environmental Engineering (MOE), School of Environmental Science and Technology, Dalian University of Technology, Dalian 116024, China;

    Key Laboratory of Industrial Ecology and Environmental Engineering (MOE), School of Environmental Science and Technology, Dalian University of Technology, Dalian 116024, China;

    Key Laboratory of Industrial Ecology and Environmental Engineering (MOE), School of Environmental Science and Technology, Dalian University of Technology, Dalian 116024, China;

    Key Laboratory of Industrial Ecology and Environmental Engineering (MOE), School of Environmental Science and Technology, Dalian University of Technology, Dalian 116024, China;

  • 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

    Mode of action; LSER parameters; QSAR; Acute toxicity; Applicability domain;

    机译:行动方式;LSER参数;QSAR;急性毒性;适用范围;

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