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Predicting Storage-Lipid Water Partitioning of Organic Solutes from Molecular Structure

机译:从分子结构预测有机溶质的脂质-水分配

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摘要

Partitioning to storage fat is the major process for bioaccumulation of many neutral organic chemicals. In this work, we evaluated the performance of four predictive models, ABSOLV, COSMOtherm, KOWWIN, and SPARC to calculate storage lipid-water partition coefficients. In a first step of the validation, we used over 300 literature data for chemicals with relatively simple molecular structures. For these compounds the overall performance was similar for all models with a root-mean-square error (rmse) between 0.45 and 0.61 log units. Clear differences became visible in the second validation step where a subset with only H-bond-donor compounds was used. Here, COSMOtherm and SPARC performed clearly better with an rmse of 0.35 and 0.42 log units, respectively, compared to ABSOLV and KOWWIN with an rmse of 0.91 and 0.85 log units, respectively. The last step in our validation was a comparison with experimental values for 22 complex, multifunctional chemicals (including pesticides, hormones, mycotoxins) that we measured specifically for this validation purpose. For these chemicals, predictions by all models were less accurate than those for simpler chemicals. COSMOtherm performed the best (rmse 0.71 log units) while the other methods showed considerably poorer results (rmse 1.29 (ABSOLV), 1.25 (SPARC), and 1.62 (KOWWIN) log units).
机译:分配脂肪是许多中性有机化学物质生物富集的主要过程。在这项工作中,我们评估了四个预测模型ABSOLV,COSMOtherm,KOWWIN和SPARC的性能,以计算存储脂质-水分配系数。在验证的第一步中,我们使用了300多种具有相对简单分子结构的化学品的文献数据。对于这些化合物,所有模型的总体性能均相似,均方根误差(rmse)在0.45至0.61 log单位之间。在第二个验证步骤中看到了明显的差异,在第二个验证步骤中,仅使用了具有H键供体化合物的子集。在此,COSMOtherm和SPARC的均方根分别为0.35和0.42 log单位,明显优于ABSOLV和KOWWIN,均方根分别为0.91和0.85 log单位。验证的最后一步是与22种复杂的多功能化学品(包括农药,激素,霉菌毒素)的实验值进行比较,我们专门为此验证而对其进行了测量。对于这些化学品,所有模型的预测均不如简单化学品的预测准确。 COSMOtherm的性能最佳(均方根值为0.71对数单位),而其他方法的结果则差得多(均方根值1.29(ABSOLV),1.25(SPARC)和1.62(KOWWIN)对数单位)。

著录项

  • 来源
    《Environmental Science & Technology》 |2015年第9期|5538-5545|共8页
  • 作者单位

    UFZ - Helmholtz Centre for Environmental Research, Permoserstrasse 15, D-04318 Leipzig, Germany,Landesbetrieb Hessisches Landeslabor, Fachbereich Ⅲ.4, Glarusstrasse 6, D-65203 Wiesbaden, Germany;

    UFZ - Helmholtz Centre for Environmental Research, Permoserstrasse 15, D-04318 Leipzig, Germany;

    UFZ - Helmholtz Centre for Environmental Research, Permoserstrasse 15, D-04318 Leipzig, Germany,Urban Research Plaza & Graduate School of Engineering, Osaka City University, 3-3-138 Sugimoto, Sumiyoshi-ku, Osaka 558-8585, Japan;

    UFZ - Helmholtz Centre for Environmental Research, Permoserstrasse 15, D-04318 Leipzig, Germany,University of Halle-Wittenberg, Institute of Chemistry, Kurt Mothes Strasse 2, D-06120 Halle, Germany;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);美国《生物学医学文摘》(MEDLINE);美国《化学文摘》(CA);
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  • 正文语种 eng
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  • 入库时间 2022-08-17 13:59:43

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