Consensus Modeling for Prediction of Estrogenic Activity of Ingredients Commonly Used in Sunscreen Products

被引:12
|
作者
Hong, Huixiao [1 ]
Rua, Diego [2 ]
Sakkiah, Sugunadevi [1 ]
Selvaraj, Chandrabose [1 ]
Ge, Weigong [1 ]
Tong, Weida [1 ]
机构
[1] US FDA, Natl Ctr Toxicol Res, Div Bioinformat & Biostat, 3900 NCTR Rd, Jefferson, AR 72079 USA
[2] US FDA, Ctr Drug Evaluat & Res, Div Nonprescript Drug Prod, 10903 New Hampshire Ave, Silver Spring, MD 20993 USA
关键词
sunscreen; ingredient; estrogenic activity; prediction; model; STRUCTURE ELUCIDATION; EXPERT-SYSTEM; RECEPTOR BINDING; DECISION FOREST; KNOWLEDGE-BASE; CHEMICALS; SPECTRA; ESSESA; REPRESENTATION; BENZOPHENONE-2;
D O I
10.3390/ijerph13100958
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Sunscreen products are predominantly regulated as over-the-counter (OTC) drugs by the US FDA. The "active" ingredients function as ultraviolet filters. Once a sunscreen product is generally recognized as safe and effective (GRASE) via an OTC drug review process, new formulations using these ingredients do not require FDA review and approval, however, the majority of ingredients have never been tested to uncover any potential endocrine activity and their ability to interact with the estrogen receptor (ER) is unknown, despite the fact that this is a very extensively studied target related to endocrine activity. Consequently, we have developed an in silico model to prioritize single ingredient estrogen receptor activity for use when actual animal data are inadequate, equivocal, or absent. It relies on consensus modeling to qualitatively and quantitatively predict ER binding activity. As proof of concept, the model was applied to ingredients commonly used in sunscreen products worldwide and a few reference chemicals. Of the 32 chemicals with unknown ER binding activity that were evaluated, seven were predicted to be active estrogenic compounds. Five of the seven were confirmed by the published data. Further experimental data is needed to confirm the other two predictions.
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页数:17
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