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Framework for Optimizing Selection of Interspecies Correlation Estimation Models to Address Species Diversity and Toxicity Gaps in an Aquatic Database

机译:优化物种间相关估计模型选择以解决水生数据库中物种多样性和毒性缺口的框架

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摘要

The Chemical Aquatic Fate and Effects (CAFE) database is a tool that facilitates assessments of accidental chemical releases into aquatic environments. CAFE contains aquatic toxicity data used in the development of species sensitivity distributions (SSDs) and the estimation of hazard concentrations (HCs). For many chemicals, gaps in species diversity and toxicity data limit the development of SSDs, which may be filled with Interspecies Correlation Estimation (ICE) models. Optimization of ICE model selection and integration ICE-predicted values into CAFE required a multistep process that involved the use of different types of data to assess their influence on SSDs and HC estimates. Results from multiple analyses showed that SSDs supplemented with ICE-predicted values generally produced HC5 estimates that were within a 3-fold difference of estimates from measured SSDs (58%-82% of comparisons), but that were often more conservative (63%-76% of comparisons) and had lower uncertainty (90% of comparisons). ICE SSDs did not substantially underpredict toxicity (<10% of comparisons) when compared to estimates from measured SSD. The incorporation of ICE-predicted values into CAFE allowed the development of >800 new SSDs, increased diversity in SSDs by an average of 34 species, and augmented data for priority chemicals involved in accidental chemical releases.
机译:化学水生生物的命运和影响(CAFE)数据库是一个工具,可帮助评估向水生环境中意外释放的化学物质。 CAFE包含用于制定物种敏感度分布(SSD)和估算危害浓度(HCs)的水生毒性数据。对于许多化学物质而言,物种多样性和毒性数据的差距限制了SSD的发展,SSD可能用种间相关估计(ICE)模型填补。 ICE模型选择的优化和将ICE预测值集成到CAFE中需要一个多步骤过程,该过程涉及使用不同类型的数据来评估它们对SSD和HC估计的影响。多项分析的结果表明,补充了ICE预测值的SSD通常产生的HC5估算值与所测SSD的估算值相差3倍(比较的58%-82%),但通常更为保守(63%- 76%的比较),不确定性较低(90%的比较)。与从实测SSD得出的估计值相比,ICE SSD并未显着低估毒性(<10%的比较)。通过将ICE预测值纳入CAFE,可以开发出800多个新SSD,SSD的平均多样性增加了34种,并增加了涉及意外化学品释放的优先化学品的数据。

著录项

  • 来源
    《Environmental Science & Technology》 |2017年第14期|8158-8165|共8页
  • 作者单位

    Research Planning, Inc., 1121 Park Street, Columbia, SC, United States;

    USEPA, Gulf Ecology Division, 1 Sabine Island Drive, Gulf Breeze, FL, United States;

    USEPA, Gulf Ecology Division, 1 Sabine Island Drive, Gulf Breeze, FL, United States;

  • 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);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

  • 入库时间 2022-08-17 13:57:41

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