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Application of quantitative structure-activity relationship (QSAR) model in comprehensive human health risk assessment of PAHs, and alkyl-, nitro-, carbonyl-, and hydroxyl-PAHs laden in urban road dust
- Source :
- Journal of Hazardous Materials. 383:121154
- Publication Year :
- 2020
- Publisher :
- Elsevier BV, 2020.
-
Abstract
- The carcinogenic human health risks (CHHR) posed by the exposure to PAHs and transformed PAH products (TPPs) are currently inconclusive due to the lack of toxicity equivalency factors (TEFs) for most TPPs although some of these pollutants are more potent carcinogens. The applicability of quantitative structure-activity relationship (QSAR) model in predicting TEF of PAHs and TPPs to holistically evaluate the CHHR posed by the exposure to these pollutants in road dust from Gold Coast, Australia was examined. Statistical evaluation via ten metrics shows that partial least-squares regression (PLSR1) model has more statistical power in predicting TEF than multiple linear regression (MLR) within relevant applicability domain. For instance, the predicted residual sum of squares (PRESS) and standard deviation of error of prediction (SDEP) for PLSR is closer to zero than that of MLR. The total cancer risk estimated using the QSAR model derived TEFs and original TEFs for outliers gives a more holistic incremental lifetime cancer risk in relation to children and adults. Potential cancer risk exists for adults with this approach whereas reliance on only the originally available TEFs lead to a negligible risk diagnosis. The application of QSAR model in assessing CHHR due to PAHs and TPPs exposures is very viable.
- Subjects :
- Quantitative structure–activity relationship
Environmental Engineering
Health, Toxicology and Mutagenesis
0211 other engineering and technologies
Quantitative Structure-Activity Relationship
02 engineering and technology
010501 environmental sciences
Risk Assessment
01 natural sciences
Human health
Residual sum of squares
SDEP
Linear regression
Humans
Environmental Chemistry
Polycyclic Aromatic Hydrocarbons
Waste Management and Disposal
0105 earth and related environmental sciences
Pollutant
021110 strategic, defence & security studies
Dust
Pollution
Environmental chemistry
embryonic structures
Environmental science
Risk assessment
Environmental Monitoring
Applicability domain
Subjects
Details
- ISSN :
- 03043894
- Volume :
- 383
- Database :
- OpenAIRE
- Journal :
- Journal of Hazardous Materials
- Accession number :
- edsair.doi.dedup.....03352bd37115c687558a99acbd73c2d1