posted on 2021-12-15, 08:29authored byRajendra
Kumar Mukherjee, Vinay Kumar, Kunal Roy
The ever-increasing use of pesticides
in response to the rising
agricultural demand has threatened the existence of nontarget organisms
like avian species, disrupting the global ecological integrity. Therefore,
it is critical to protect and restore different endangered bird species
from the perspective of ecosystem safety. In the present work, we
have developed regression-based two-dimensional quantitative structure
toxicity relationship (2D QSTR) and quantitative structure toxicity–toxicity
relationship (QSTTR) models to estimate the toxicity of pesticides
on five different avian species following the Organization for Economic
Co-operation and Development (OECD) guidelines. Rigorous validation
has been performed using different statistical internal and external
validation parameters to ensure the robustness and interpretability
of the developed models. From the developed models, it can be stated
that the presence of electronegative and lipophilic features greatly
enhance pesticide toxicity, whereas the hydrophilic characters are
shown to have a detrimental impact on the toxicity of pesticides.
Moreover, the developed QSTTR models have been employed to the in silico toxicity prediction of 124, 154, and 250 pesticides
against bobwhite quail, ring-necked pheasant, and mallard duck species,
respectively, extracted from the Office of Pesticides Program (OPP)
Pesticide Ecotoxicity Database. The information obtained from the
modeled descriptors might be used for pesticide risk assessment in
the future, with the added benefit of providing an early caution of
their possible negative impact on birds for regulatory purposes.