期刊
EUROPEAN JOURNAL OF MEDICINAL CHEMISTRY
卷 44, 期 6, 页码 2667-2672出版社
ELSEVIER FRANCE-EDITIONS SCIENTIFIQUES MEDICALES ELSEVIER
DOI: 10.1016/j.ejmech.2008.12.003
关键词
Structure-property-activity relationship model; Lipid rafts; 5-HT3 receptor; Antidepressant drugs; Antipsychotic drugs; Size-intensive descriptors
资金
- DFG [Ko 947/10-1, Ru 426/6-1]
We developed a structure-property-activity relationship (SPAR)-model for psychopharmacological drugs acting as non-competitive 5-HT3A receptor antagonists by using a decision-tree learner provided by the RapidMiner machine learning tool. A single molecular descriptor, namely the molecular dipole moment per molecular weight (mu/MW), predicts whether or not a substance non-competitively antagonizes 5-HT-induced Na+ currents. A low mu/MW is compatible with drug-cumulation in apolar lipid rafts. This study confirms that size-intensive descriptors allow the development of compact SPAR models. (C) 2008 Elsevier Masson SAS. All rights reserved.
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