4.7 Article

Chemometric QSAR modeling of acute oral toxicity of Polycyclic Aromatic Hydrocarbons (PAHs) to rat using simple 2D descriptors and interspecies toxicity modeling with mouse

期刊

出版社

ACADEMIC PRESS INC ELSEVIER SCIENCE
DOI: 10.1016/j.ecoenv.2021.112525

关键词

PAHs; Acute oral toxicity; QSAR; Interspecies toxicity model; Toxicity prediction

资金

  1. National Natural Science Foundation of China [82003599, 21778011]
  2. Science and Technology General Project of Beijing Municipal Education Commission [KM202110005005]
  3. Great Wall Scholars Program of Beijing Municipal Education Commission [CITTCD20180308]
  4. Xinghuo Funding Project of Beijing University of Technology [XH-2020-10-15, XH-2020-10-01]
  5. Science and Technology Key Project of Beijing Municipal Education Commission [PXM2015_ 014204_500175]

向作者/读者索取更多资源

The study developed computational methods for evaluating acute oral toxicity of PAHs in rats, identified main influencing factors, compared with existing predictions, and demonstrated the prediction reliability.
The information of the acute oral toxicity for most polycyclic aromatic hydrocarbons (PAHs) in mammals are lacking due to limited experimental resources, leading to a need to develop reliable in silico methods to evaluate the toxicity endpoint. In this study, we developed the quantitative structure-activity relationship (QSAR) models by genetic algorithm (GA) and multiple linear regression (MLR) for the rat acute oral toxicity (LD50) of PAHs following the strict validation principles of QSAR modeling recommended by OECD. The best QSAR model comprised eight simple 2D descriptors with definite physicochemical meaning, which showed that maximum atom-type electrotopological state, van der Waals surface area, mean atomic van der Waals volume, and total number of bonds are main influencing factors for the toxicity endpoint. A true external set (554 compounds) without rat acute oral toxicity values, and 22 limit test compounds, were firstly predicted along with reliability assessment. We also compared our proposed model with the OPERA predictions and recently published literature to prove the prediction reliability. Furthermore, the interspecies toxicity (iST) models of PAHs between rat and mouse were also established, validated and employed for filling data gap. Overall, our developed models should be applicable to new or untested or not yet synthesized PAHs falling within the applicability domain (AD) of the models for rapid acute oral toxicity prediction, thus being important for environmental or personal exposure risk assessment under regulatory frameworks.

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