IF 12.2 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL
Anita Sosnowska, Michalina Mudlaff, Enrico Mombelli, Peter Behnisch, Szymon Zdybel, Harrie Besselink, Jochen Kuckelkorn, Natalia Bulawska, Kacper Kepka, Dominika Kowalska, Abraham Brouwer, Tomasz Puzyn
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引用次数: 0

摘要

我们开发了一种分层体外/硅学方法来筛选 12,654 种全氟和多氟烷基物质 (PFAS),以确定它们破坏甲状腺激素转运的可能性。首先,使用 TTR-TRβ-CALUX 生物测定法对 45 种 PFAS 进行了测试,随后开发了一个分类模型,以区分活性和非活性 PFAS。该模型符合 QSAR 模型验证的所有良好做法,可以预测特定 PFAS 是否会破坏甲状腺激素(T4)的血浆转运。随后,利用活性化合物开发了两种回归方法:(i) 多元线性回归 MLR,以及 (ii) 第二种方法,旨在根据不同的数据分割策略确定多个有效的 QSAR 模型。最后,对大量全氟辛烷磺酸数据集进行了全面的虚拟筛选,以评估其干扰甲状腺激素转运的效力。预测结果表明,7500 多种化合物具有活性,其中 100 多种 PFAS 可能会造成比 PFOA 更大的不良影响。这些研究结果突出表明,在评估环境基质中与全氟辛烷磺酸污染有关的风险时,将基于新方法(NAM)的体外毒性测试与多方面的分子建模相结合具有至关重要的作用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Identification of new PFAS for severe interference with thyroid hormone transport: a combined in vitro/silico approach

Identification of new PFAS for severe interference with thyroid hormone transport: a combined in vitro/silico approach
A tiered in vitro/in silico approach was developed to screen 12,654 per- and polyfluoroalkyl substances (PFAS) for their potential to disrupt the thyroid hormone transport. Initially, a set of 45 PFAS was tested using TTR-TRβ-CALUX bioassay, which was subsequently employed to develop a classification model, distinguishing active and inactive PFAS. The model fulfills all good practices for QSAR model validation and can predict whether a given PFAS can disrupt plasma transport of the thyroid hormone (T4). Subsequently, active compounds were used to develop two regression approaches: (i) multiple linear regression MLR, and (ii) second approach aimed at identifying multiple valid QSAR models based on different data-splitting strategies. Finally, a comprehensive virtual screening of a large PFAS dataset was conducted to assess their potency in disrupting thyroid hormone transport. The predictions indicated that more than 7,500 compounds were active with over 100 PFAS potentially causing even greater adverse effects than PFOA. These findings highlight the critical role of integrating New Approach Methodologies (NAM)-based in vitro toxicity testing with multifaceted molecular modeling in assessing the risks associated with PFAS contamination in environmental matrices.
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来源期刊
Journal of Hazardous Materials
Journal of Hazardous Materials 工程技术-工程:环境
CiteScore
25.40
自引率
5.90%
发文量
3059
审稿时长
58 days
期刊介绍: The Journal of Hazardous Materials serves as a global platform for promoting cutting-edge research in the field of Environmental Science and Engineering. Our publication features a wide range of articles, including full-length research papers, review articles, and perspectives, with the aim of enhancing our understanding of the dangers and risks associated with various materials concerning public health and the environment. It is important to note that the term "environmental contaminants" refers specifically to substances that pose hazardous effects through contamination, while excluding those that do not have such impacts on the environment or human health. Moreover, we emphasize the distinction between wastes and hazardous materials in order to provide further clarity on the scope of the journal. We have a keen interest in exploring specific compounds and microbial agents that have adverse effects on the environment.
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