Graduate Institute of Data Science, College of Management, Taipei Medical University, Taipei, 10675, Taiwan.
National Institute of Environmental Health Sciences, National Health Research Institutes, Miaoli County, 35053, Taiwan.
Arch Toxicol. 2020 Feb;94(2):485-494. doi: 10.1007/s00204-019-02641-0. Epub 2020 Jan 2.
The evaluation of developmental and reproductive toxicity of food contact materials (FCMs) is an important task for food safety. Since traditional experiments are both time-consuming and labor-intensive, only a small number of FCMs have sufficient toxicological data for evaluating their effects on human health. While computational methods such as structural alerts and quantitative structure-activity relationships can serve as first-line tools for the identification of chemicals of high toxicity concern, models with binary outputs and unsatisfied accuracy and coverage prevent the use of computational methods for prioritizing chemicals of high concern. This study proposed a genetic algorithm-based method to develop a weight-of-evidence (WoE) model leveraging complementary methods of structural alerts, quantitative structure-activity relationships and in silico toxicogenomics models for chemical prioritization. The WoE model was applied to evaluate 623 food contact chemicals and identify 26 chemicals of high toxicity concern, where 13 chemicals have been reported to be developmental or reproductive toxic and further experiments are suggested for the remaining 13 chemicals without toxicity data related to developmental and reproductive effects. The proposed WoE model is potentially useful for prioritizing chemicals of high toxicity concern and the methodology may be applied to toxicities other than developmental and reproductive toxicity.
食品接触材料(FCM)发育和生殖毒性的评估是食品安全的重要任务。由于传统实验既耗时又费力,只有少数 FCM 具有足够的毒理学数据来评估它们对人类健康的影响。虽然结构警报和定量构效关系等计算方法可以作为识别高毒性关注化学品的一线工具,但具有二元输出且准确性和覆盖范围不令人满意的模型阻止了使用计算方法对高关注化学品进行优先级排序。本研究提出了一种基于遗传算法的方法,利用结构警报、定量构效关系和计算毒理学模型的互补方法,开发证据权重(WoE)模型,用于化学物质的优先级排序。WoE 模型应用于评估 623 种食品接触化学品,并确定 26 种高毒性关注化学品,其中 13 种化学品已被报道具有发育或生殖毒性,对于其余 13 种没有发育和生殖毒性相关毒性数据的化学品,建议进一步进行实验。所提出的 WoE 模型对于优先考虑高毒性关注化学品可能是有用的,并且该方法可以应用于除发育和生殖毒性以外的其他毒性。