TY - JOUR
T1 - Quantitative structure-activity relationship modeling of the toxicity of organothiophosphate pesticides to Daphnia magna and Cyprinus carpio
AU - Zvinavashe, Elton
AU - Du, Tingting
AU - Griff, Tamas
AU - Berg, Hans H.J.van den
AU - Soffers, Ans E.M.F.
AU - Vervoort, Jacques
AU - Murk, Albertinka J.
AU - Rietjens, Ivonne M.C.M.
N1 - Funding Information:
We are grateful to The Netherlands Organization for Health Research and Development, (ZonMw; Project No. 3170.0066) for funding this study under the theme “Alternatives to animal experimentation”. We also thank NOTOX B.V. NL for (i) providing facilities to perform the Daphnia acute toxicity experiments and (ii) for the excellent technical assistance from Erik de Vries and Vicky Carolus.
PY - 2009/6
Y1 - 2009/6
N2 - Within the REACH regulatory framework in the EU, quantitative structure-activity relationships (QSAR) models are expected to help reduce the number of animals used for experimental testing. The objective of this study was to develop QSAR models to describe the acute toxicity of organothiophosphate pesticides to aquatic organisms. Literature data sets for acute toxicity data of organothiophosphates to fish and one data set from experiments with 15 organothiophosphates on Daphnia magna performed in the present study were used to establish QSARs based on quantum mechanically derived molecular descriptors. The logarithm of the octanol/water partition coefficient, log Kow, the energy of the lowest unoccupied molecular orbital, Elumo, and the energy of the highest occupied molecular orbital, Ehomo were used as descriptors. Additionally, it was investigated if toxicity data for the invertebrate D. magna could be used to build a QSAR model to predict toxicity to fish. Suitable QSAR models (0.80 < r2 < 0.82) were derived to predict acute toxicity of organothiophosphates to fish (Cyprinus carpio) and the invertebrate (D. magna). Toxicity data for D. magna correlated well (r2 = 0.94) with toxicity data for C. carpio. This implies that by performing toxicity tests with D. magna, one can use our interspecies QSAR model to predict the acute toxicity of organothiophosphates to fish. The three QSAR models were validated either both internally and externally (D. magna) or internally only (carp and D. magna to carp). For each QSAR model, an applicability domain was defined based on the chemical structures and the ranges of the descriptor values of the training set compounds. From the 100196 European Inventory of Existing Commercial Chemical Substances (EINECS), 83 compounds were identified that fit the selection criteria for the QSAR models. For these compounds, using our QSAR models, one can obtain an indication of their toxicity without the need for additional experimental testing.
AB - Within the REACH regulatory framework in the EU, quantitative structure-activity relationships (QSAR) models are expected to help reduce the number of animals used for experimental testing. The objective of this study was to develop QSAR models to describe the acute toxicity of organothiophosphate pesticides to aquatic organisms. Literature data sets for acute toxicity data of organothiophosphates to fish and one data set from experiments with 15 organothiophosphates on Daphnia magna performed in the present study were used to establish QSARs based on quantum mechanically derived molecular descriptors. The logarithm of the octanol/water partition coefficient, log Kow, the energy of the lowest unoccupied molecular orbital, Elumo, and the energy of the highest occupied molecular orbital, Ehomo were used as descriptors. Additionally, it was investigated if toxicity data for the invertebrate D. magna could be used to build a QSAR model to predict toxicity to fish. Suitable QSAR models (0.80 < r2 < 0.82) were derived to predict acute toxicity of organothiophosphates to fish (Cyprinus carpio) and the invertebrate (D. magna). Toxicity data for D. magna correlated well (r2 = 0.94) with toxicity data for C. carpio. This implies that by performing toxicity tests with D. magna, one can use our interspecies QSAR model to predict the acute toxicity of organothiophosphates to fish. The three QSAR models were validated either both internally and externally (D. magna) or internally only (carp and D. magna to carp). For each QSAR model, an applicability domain was defined based on the chemical structures and the ranges of the descriptor values of the training set compounds. From the 100196 European Inventory of Existing Commercial Chemical Substances (EINECS), 83 compounds were identified that fit the selection criteria for the QSAR models. For these compounds, using our QSAR models, one can obtain an indication of their toxicity without the need for additional experimental testing.
KW - Daphnia magna
KW - EINECS
KW - Interspecies correlation
KW - Organothiophosphate
KW - QSAR
KW - REACH
UR - http://www.scopus.com/inward/record.url?scp=67349267302&partnerID=8YFLogxK
U2 - 10.1016/j.chemosphere.2009.01.081
DO - 10.1016/j.chemosphere.2009.01.081
M3 - Article
C2 - 19376559
AN - SCOPUS:67349267302
SN - 0045-6535
VL - 75
SP - 1531
EP - 1538
JO - Chemosphere
JF - Chemosphere
IS - 11
ER -