3.
Modeling of Toxicity of Organic Chemicals to Chlorella Vulgaris
Using Physicochemical and Topological Parameters
Renu Kumaria, Rajneesh Kumara, Sushil
Kumara, Madhu Guptaa*
aChemistry Department MMH PG College, Ghaziabad,
India
E-mail:
madhuexe@gmail.com,
renummh@gmail.com
Abstract:
The pEC50 activities of 91 organic chemicals
which are toxic to chlorella vulgaris have been modeled
using physicochemical and topological parameters. It was
observed that excellent results are obtained in
multiparametric regression upon introduction of indicator
parameters. The results are discussed using various
statistical parameters. The multiple linear regression
method was applied to select the descriptors. Our results
have shown that six parametric model containing zero and
second order connectivity, a physicochemical parameter, also
the logarithm of the Octanol/water partition coefficient (logKow)
and finally, the energy of the lowest unoccupied molecular
orbital (Elumo) along with indicator parameter play a
dominating role in modeling toxicity (pEC50) .
The six parametric model were found to be the best which
gives a variance of more than 92% (R2=0.9241).
The predictive powers of the models were also discussed by
using the method of cross-validation. Our results are
comparatively better than the result obtained by Zhong–Sheng
Yi and Li–Tang Qin.
Keywords: QSAR, Topological indices, Physicochemical
parameters, chlorella vulgaris ,Acute toxicity, Regression
analysis.
<<< |