Investigation of retention behaviour of non-steroidal anti-inflammatory drugs in high-performance liquid chromatography by using quantitative structure-retention relationships

被引:42
作者
Carlucci, Giuseppe
D'Archivio, Angelo Antonio
Maggi, Maria Anna
Mazzeo, Pietro
Ruggieri, Fabrizio
机构
[1] Univ Aquila, Dipartimento Chim Ingn Chim & Mat, I-67010 Coppito, Laquila, Italy
[2] Univ G Dannunzio Chieti, Dipartimento Sci Farmaco, I-66100 Chieti, Italy
关键词
quantitative structure-retention; relationships; artificial neural network; reversed-phase high-performance; liquid chromatography; non-steroidal anti -inflammatory; drugs; chromatographic optimisation;
D O I
10.1016/j.aca.2007.08.026
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
In this paper, a quantitative structure-retention relationship (QSRR) method is employed to model the retention behaviour in reversed-phase high-performance liquid chromatography of arylpropionic acid derivatives, largely used non-steroidal anti-inflammatory drugs (NSAIDs). Computed molecular descriptors and the organic modifier content in the mobile phase are associated into a comprehensive model to describe the effect of both solute structure and eluent composition on the isocratic retention of these drugs in water-acetonitrile mobile phases. Multilinear regression (MLR) combined with genetic algorithm (GA) variable selection is used to extract from a large set of computed 3D descriptors an optimal subset. Based on GA-MLR analysis, a five-dimensional QSRR model is identified. All the four selected molecular descriptors belong to the category of GEometry, Topology, and Atom-Weights AssemblY (GETAWAY) descriptors. The related multilinear model exhibits a quite good fitting and predictive performance. This model is further improved using an artificial neural network (ANN) learned by error back-propagation. Finally, the ANN-based model displays a remarkably better performance as compared with the MLR counterpart and, based on external validation, is able to predict with good accuracy the behaviour of unknown arylpropionic NSAIDs in the range of mobile phase composition of analytical interest (between 35 and 75% acetonitrile (v/v)). (c) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:68 / 76
页数:9
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