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An in vitro and in silico investigation of human pregnane X receptor agonistic activity of poly- and perfluorinated compounds using the heuristic method-best subset and comparative similarity indices analysis

机译:启发式方法-最佳子集和比较相似性指数分析对人和多氟化合物的孕烷X受体激动活性的体外和计算机模拟研究

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摘要

Poly- and perfluorinated compounds (PFCs) may induce potential endocrine-disrupting hormonal effects. However, the molecular mechanism of the toxicology of PFCs remains unclear, and the insufficient information is available on the biological activities of PFCs at present. In this study, the cell-based reporter gene assays were used to determine the agonistic activity of PFCs on the human pregnane X receptor (hPXR). The heuristic method combined with best subset modeling (HM-BSM) based on Dragon descriptors and comparative similarity indices analysis (CoMSIA) were employed to build classical quantitative structure-activity relationship (QSAR) and three-dimensional QSAR models, respectively. The applicability domain (AD) of the classical QSAR model was assessed. Both the HM-BSM and CoMSIA approaches demonstrated good robustness, predictive ability, and mechanistic interpretability. The r(2) and leave-one-out cross-validation squared correlated coefficient (q(LOO)(2)) values were 0.872 and 0.759 for the HM-BSM, and 0.976 and 0.751 for the CoMSIA model, respectively. The hPXR agonistic activity of the PFCs predicted by the built HM-BSM and CoMSIA agreed well with experimental activity, with root mean square error (RMSE) values of 0.0803 and 0.117, respectively, and external validation squared correlated coefficients (q(ExT)(2)) of 0.972 and 0.932, respectively. The hPXR agonistic activity of PFCs was related to their molecular polarizability, charge and atomic mass. Hydrogen bonding and hydrophobic interactions constituted the primary intermolecular forces between PFCs and the hPXR The developed models were used to screen the PFCs with high hPXR agonistic activity. (C) 2019 Elsevier Ltd. All rights reserved.
机译:多氟化合物和全氟化合物(PFC)可能引起潜在的内分泌干扰激素作用。但是,关于PFC的毒理学的分子机制仍然不清楚,目前关于PFC的生物学活性的信息不足。在这项研究中,基于细胞的报告基因测定用于确定PFC对人孕X受体(hPXR)的激动活性。运用启发式方法,结合基于Dragon描述符的最佳子集建模(HM-BSM)和比较相似指数分析(CoMSIA),分别建立了经典的定量构效关系(QSAR)和三维QSAR模型。评估了经典QSAR模型的适用范围(AD)。 HM-BSM和CoMSIA方法都表现出良好的鲁棒性,预测能力和机制可解释性。 r(2)和留一法交叉验证平方相关系数(q(LOO)(2))对于HM-BSM分别为0.872和0.759,对于CoMSIA模型分别为0.976和0.751。 HM-BSM和CoMSIA预测的PFC的hPXR激动活性与实验活性非常吻合,均方根误差(RMSE)值分别为0.0803和0.117,外部验证平方相关系数(q(ExT)( 2))分别为0.972和0.932。 PFC的hPXR激动活性与它们的分子极化率,电荷和原子量有关。氢键和疏水相互作用是PFC和hPXR之间的主要分子间力。已开发的模型用于筛选具有高hPXR激动活性的PFC。 (C)2019 Elsevier Ltd.保留所有权利。

著录项

  • 来源
    《Chemosphere》 |2020年第2期|124789.1-124789.8|共8页
  • 作者

  • 作者单位

    Nanjing Med Univ Sch Basic Med Sci Nanjing 211166 Jiangsu Peoples R China;

    Nanjing Med Univ Dept Oral & Maxillofacial Surg Affiliated Stomatol Hosp Nanjing 210029 Jiangsu Peoples R China;

    Nanjing Med Univ Sch Pharm Nanjing 211166 Jiangsu Peoples R 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

    PFCs; hPXR; Cell-based reporter gene assays; QSAR; HM-BSM; CoMSIA;

    机译:全氟化合物;hPXR;基于细胞的报告基因检测;QSAR;HM-BSM;科美亚;

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