Kanwal Shahid, Qiang Wang, Qingzhu Jia, 等. Proposal and evaluation of a new norm index-based QSAR model to predict pEC50 and pCC50 activities of HEPT derivatives[J]. 中国化学工程学报(英文版), 2016,24(10):1464-1469. DOI: 10.1016/j.cjche.2016.04.010.
and pCC
Kanwal Shahid, Qiang Wang, Qingzhu Jia, 等. Proposal and evaluation of a new norm index-based QSAR model to predict pEC50 and pCC50 activities of HEPT derivatives[J]. 中国化学工程学报(英文版), 2016,24(10):1464-1469. DOI: 10.1016/j.cjche.2016.04.010.DOI:
The search and development of anti-HIV drugs is currently one of themost urgent tasks of pharmacological studies. In this work
a quantitative structure-activity relationship (QSAR) model based on some new norm indexes
was obtained to a series ofmore than 150 HEPT derivatives (1-[(2-hydroxyethoxy)methyl
]
-6-(phenylthio)thymine) to find their pEC
50
(the required effective concentration to achieve 50% protection ofMT-4 cells against the cytopathic effect of virus) and pCC
50
(the required cytotoxic concentration to reduce visibility of 50% mock infected cell) activities. The model efficiencies were then validated using the leave-one-out cross validation (LOO-CV) and yrandomization test. Results indicated that this new model was efficient and could provide satisfactory results for prediction of pEC
50
and pCC
50
with the higher R
train
2
and the higher R
test
2
. By using the leverage approach
the applicability domain of this model was further investigated and no response outlier was detected for HEPT derivatives involved in this work. Comparison results with reference methods demonstrated that this new method c
ould result in significant improvements for predicting pEC
50
and pCC
50
of anti-HIV HEPT derivatives. Moreover
results shown in this present study suggested that these two absolutely different activities pEC
50
and pCC
50
of anti-HIV HEPT derivatives could be predicted well with a totally similar QSAR model
which indicated that this model might have the potential to be further utilized for other biological activities of HEPT derivatives.
关键词
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