Abstract
The DFT-based descriptors were used to derive the quantitative structure-activity relationship (QSAR) models enabling the calculated quantum chemistry parameters to be correlated to the toxicity of quaternary ammonium compounds (QACs) on green alga Chlorella vulgaris. DFT/B3LYP level of theory with the 6-31G(d) basis set was applied to calculate a set of quantum chemistry descriptors for 11 QACs. The partial least squares (PLS) analysis implemented in Simca-P was employed to obtain the QSAR models. The optimal PLS model with the cumulative cross-validated regression coefficient (Qcum2=0.893) and the correlation coefficient between observed values and fitted values (R=0.975) explained 95.3% of the variance of the independent variables and 92.8% of the variance of the dependent variable. The results of this investigation show that alkyl chain lengths (CL), polarizability tense (αzz), the most positive net atomic charges on a hydrogen atom (qH+) and entropy (So) are the major descriptors in governing the log(1/EC50) values of the QACs.
Original language | English |
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Pages (from-to) | 46-52 |
Number of pages | 7 |
Journal | Chemosphere |
Volume | 80 |
Issue number | 1 |
DOIs | |
Publication status | Published - Jun 2010 |
Externally published | Yes |
Keywords
- Aquatic organism
- DFT
- PLS
- QSAR
- Quaternary ammonium compounds
- Toxicity