Aquatic ecotoxicity of personal care products: QSAR models and ranking for prioritization and safer alternatives' design. Issue 16 (17th February 2016)
- Record Type:
- Journal Article
- Title:
- Aquatic ecotoxicity of personal care products: QSAR models and ranking for prioritization and safer alternatives' design. Issue 16 (17th February 2016)
- Main Title:
- Aquatic ecotoxicity of personal care products: QSAR models and ranking for prioritization and safer alternatives' design
- Authors:
- Gramatica, Paola
Cassani, Stefano
Sangion, Alessandro - Abstract:
- Abstract : New externally validated QSAR models for aquatic toxicity of PCPs are proposed and applicable in QSARINS for the a priori chemical design of environmentally safer PCPs. Abstract : Personal Care Product (PCP) ingredients, widely used all over the world, over the last few years have become chemicals of increasing environmental concern, mainly because they are detected in water and may harm wildlife. Due to their high structural heterogeneity, the big number of end-points and the huge lack of experimental data, it is very important to have tools able to quickly highlight the most hazardous and toxic compounds, focusing the experiments on the prioritized chemicals. In silico tools, like QSAR models based on structural molecular descriptors, can predict the missing data for activities and properties necessary to prioritize the existing or even not yet synthesized chemicals for their potential hazard. In the present study, new externally validated QSAR models, specific to predict acute PCPs' toxicity in three key organisms of aquatic trophic levels, i.e. algae, crustacean and fish, were developed according to the OECD principles for the validation of QSARs, using the QSARINS software. These OLS models based on theoretical molecular descriptors calculated by PaDEL-Descriptor software, selected by genetic algorithm, are statistically robust, externally predictive and characterized by a wide structural applicability domain. They were applied to predict acute toxicity forAbstract : New externally validated QSAR models for aquatic toxicity of PCPs are proposed and applicable in QSARINS for the a priori chemical design of environmentally safer PCPs. Abstract : Personal Care Product (PCP) ingredients, widely used all over the world, over the last few years have become chemicals of increasing environmental concern, mainly because they are detected in water and may harm wildlife. Due to their high structural heterogeneity, the big number of end-points and the huge lack of experimental data, it is very important to have tools able to quickly highlight the most hazardous and toxic compounds, focusing the experiments on the prioritized chemicals. In silico tools, like QSAR models based on structural molecular descriptors, can predict the missing data for activities and properties necessary to prioritize the existing or even not yet synthesized chemicals for their potential hazard. In the present study, new externally validated QSAR models, specific to predict acute PCPs' toxicity in three key organisms of aquatic trophic levels, i.e. algae, crustacean and fish, were developed according to the OECD principles for the validation of QSARs, using the QSARINS software. These OLS models based on theoretical molecular descriptors calculated by PaDEL-Descriptor software, selected by genetic algorithm, are statistically robust, externally predictive and characterized by a wide structural applicability domain. They were applied to predict acute toxicity for over 500 PCPs without experimental data; a trend of acute aquatic toxicity was highlighted by PCA allowing the ranking of inherently more toxic compounds, using also a MCDM approach for prioritization purposes. Additionally, a QSAR model for the prediction of this aquatic toxicity index (ATI) was proposed to be applicable in QSARINS for the a priori chemical design of non environmentally hazardous PCPs. … (more)
- Is Part Of:
- Green chemistry. Volume 18:Issue 16(2016)
- Journal:
- Green chemistry
- Issue:
- Volume 18:Issue 16(2016)
- Issue Display:
- Volume 18, Issue 16 (2016)
- Year:
- 2016
- Volume:
- 18
- Issue:
- 16
- Issue Sort Value:
- 2016-0018-0016-0000
- Page Start:
- 4393
- Page End:
- 4406
- Publication Date:
- 2016-02-17
- Subjects:
- Environmental chemistry -- Industrial applications -- Periodicals
Environmental management -- Periodicals
660 - Journal URLs:
- http://www.rsc.org/ ↗
http://pubs.rsc.org/en/journals/journalissues/gc#issueid=gc016010&type=current&issnprint=1463-9262 ↗ - DOI:
- 10.1039/c5gc02818c ↗
- Languages:
- English
- ISSNs:
- 1463-9262
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4214.935500
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 468.xml