Abstract
The integration of early ADMET (absorption, distribution, metabolism, excretion and toxicity) profiling, or simply prediction, of lead molecules to speed-up the lead selection further for phase-I trial without losing large amount of revenue. The ADMET profiling and prediction is mostly dependent of a number of molecular descriptors, for example, Lipinskis Rule of 5 (Ro5). Recently a large number of articles have been reporting that it possible to do some prediction of the ADMET properties using the structural features of the molecules, utilizing several and multiple approaches. One of the most important approaches is the QSAR/QSPR modelling of the data derived from their activity profiles and their different structural features (i.e., quantitative molecular descriptors).
Keywords: ADMET, drugability, molecular descriptor, QSAR modeling, logP, logD, artificial neural network, PSA, multiple linear regressions, machine learning, support vector machine, inductive logic programming
Current Drug Metabolism
Title: Predictions of the ADMET Properties of Candidate Drug Molecules Utilizing Different QSAR/QSPR Modelling Approaches
Volume: 11 Issue: 4
Author(s): Mahmud Tareq Hassan Khan
Affiliation:
Keywords: ADMET, drugability, molecular descriptor, QSAR modeling, logP, logD, artificial neural network, PSA, multiple linear regressions, machine learning, support vector machine, inductive logic programming
Abstract: The integration of early ADMET (absorption, distribution, metabolism, excretion and toxicity) profiling, or simply prediction, of lead molecules to speed-up the lead selection further for phase-I trial without losing large amount of revenue. The ADMET profiling and prediction is mostly dependent of a number of molecular descriptors, for example, Lipinskis Rule of 5 (Ro5). Recently a large number of articles have been reporting that it possible to do some prediction of the ADMET properties using the structural features of the molecules, utilizing several and multiple approaches. One of the most important approaches is the QSAR/QSPR modelling of the data derived from their activity profiles and their different structural features (i.e., quantitative molecular descriptors).
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Cite this article as:
Tareq Hassan Khan Mahmud, Predictions of the ADMET Properties of Candidate Drug Molecules Utilizing Different QSAR/QSPR Modelling Approaches, Current Drug Metabolism 2010; 11 (4) . https://dx.doi.org/10.2174/138920010791514306
DOI https://dx.doi.org/10.2174/138920010791514306 |
Print ISSN 1389-2002 |
Publisher Name Bentham Science Publisher |
Online ISSN 1875-5453 |
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