Abstract:
:A nonlinear QSAR study was conducted on a series of 4-phenylpiperidine derivatives (4PPs) acting as mu opioid agonists by three-layer back-propagation neural network (NN) method. At first a variety of molecular descriptors were calculated and then selected with two-stage least squares combining partial least squares (PLS) method. The selected four molecular descriptors, out of 292 ones, were correlated with the known analgesic activities of 38 4PPs by NN method. The established QSAR model was further validated by five additional 4PPs, as an external testing set. Moreover, a pharmacophore model was hypothesized based on the results, which would be helpful for structural optimization of 4PPs.
journal_name
Eur J Med Chemjournal_title
European journal of medicinal chemistryauthors
Wang XH,Tang Y,Xie Q,Qiu ZBdoi
10.1016/j.ejmech.2005.10.017subject
Has Abstractpub_date
2006-02-01 00:00:00pages
226-32issue
2eissn
0223-5234issn
1768-3254pii
S0223-5234(05)00308-9journal_volume
41pub_type
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journal_title:European journal of medicinal chemistry
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