Quantitative structure-retention relationship studies for taxanes including epimers and isomeric metabolites in ultra fast liquid chromatography

被引:22
作者
Dong, Pei-Pei [1 ,2 ]
Ge, Guang-Bo [1 ,2 ]
Zhang, Yan-Yan [1 ,2 ]
Ai, Chun-Zhi [1 ,2 ]
Li, Guo-Hui [3 ]
Zhu, Liang-Liang [1 ,2 ]
Luan, Hong-Wei [1 ]
Liu, Xing-Bao [1 ]
Yang, Ling [1 ]
机构
[1] Chinese Acad Sci, Dalian Inst Chem Phys, Lab Pharmaceut Resource Discovery, Dalian 116023, Peoples R China
[2] Chinese Acad Sci, Grad Univ, Beijing 100049, Peoples R China
[3] Chinese Acad Sci, Dalian Inst Chem Phys, Lab Mol Modeling & Design, Dalian 116023, Peoples R China
关键词
QSRR; Taxanes; Isomers identification; Ultra fast liquid chromatography; Monte Carlo variable selection; Artificial neural network; ARTIFICIAL NEURAL-NETWORKS; CARLO CROSS-VALIDATION; MASS-SPECTROMETRY; MOLECULAR DESCRIPTORS; QSAR MODELS; PACLITAXEL; TAXOL; PHASE; CEPHALOMANNINE; CHEMISTRY;
D O I
10.1016/j.chroma.2009.08.079
中图分类号
Q5 [生物化学];
学科分类号
070307 [化学生物学];
摘要
Seven pairs of epimers and one pair of isomeric metabolites of taxanes, each pair of which have similar structures but different retention behaviors, together with additional 13 taxanes with different substitutions were chosen to investigate the quantitative structure-retention relationship (QSRR) of taxanes in ultra fast liquid chromatography (UFLC). Monte Carlo variable selection (MCVS) method was adopted to choose descriptors. The selected four descriptors were used to build QSRR model with multi-linear regression (MLR) and artificial neural network (ANN) modeling techniques. Both linear and nonlinear models show good predictive ability, of which ANN model was better with the determination coefficient R-2 for training, validation and test set being 0.9892, 0.9747 and 0.9840. respectively. The results of l 00 times' leave-12-out cross validation showed the robustness of this model. All the isomers can be correctly differentiated by this model. According to the selected descriptors, the three dimensional structural information was critical for recognition of epimers. Hydrophobic interaction was the uppermost factor for retention in UFLC. Molecules' polarizability and polarity properties were also closely correlated with retention behaviors. This QSRR model will be useful for separation and identification of taxanes including epimers and metabolites from botanical or biological samples. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:7055 / 7062
页数:8
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