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FT-MIR and UV-vis data fusion strategy for origins discrimination of wild Paris Polyphylla Smith var. yunnanensis

文献类型： 外文期刊

作者： Wu, Xue-Mei 1 ; Zuo, Zhi-Tian 2 ; Zhang, Qing-Zhi 1 ; Wang, Yuan-Zhong 2 ;

作者机构： 1.Yunnan Univ Tradit Chinese Med, Coll Tradit Chinese Med, Kunming 650500, Yunnan, Peoples R China

2.Yunnan Acad Agr Sci, Inst Med Plants, Kunming 650200, Yunnan, Peoples R China

关键词： Paris Polyphylla Smith var. yunnanensis; Data fusion; Traceability; SVM-GS; PLS-DA

期刊名称：VIBRATIONAL SPECTROSCOPY （ 影响因子：2.507； 五年影响因子：2.219 ）

ISSN： 0924-2031

年卷期： 2018 年 96 卷

页码：

收录情况： SCI

摘要： Paris Polyphylla Smith var. yunnanensis (Franch.) Hand.-Mazz has multiple therapeutic properties and the origins may affect clinical efficacy. Tracing the geographical origin is important to the authentication and quality assessment of this species. 177 wild samples collected from central, southeast and northwest Yunnan Province, China, were analyzed by single analytical method and data fusion strategies (low- and mid-levels) using Fourier transform mid-infrared (FT-MIR) and ultraviolet-visible (UV-vis) spectroscopies combined with chemometrics (partial least squares discrimination analysis (PLS-DA) and support vector machines grid search (SVM-GS)), for categorizing samples from different geographic origins. According to the results, mid-level data fusion strategy presented a better generalization performance and accuracy rates based on latent variables selected by PLS-DA than single analytical method and low-level data fusion strategy. Accuracy rates were almost 100% when both of the PLS-DA and SVM-GS were employed for classifying samples picked from southeast and northwest districts based on mid-level dataset. For samples collected from central of Yunnan where was divided into seven categories in this paper, the accuracy rates of training set and test set of PLS-DA and SVM-GS were preferable (>87%). Based on the mid-level data set, both of the classification results of PLS-DA and SVM-GS presented satisfying accuracy for 177 samples. Additionally, as small as possible parameters showed in mid-level data set, it suggested that this method was robust and generalized. Therefore, the comprehensive method was established for the origin traceability of wild P. Polyphylla Smith var. yunnanensis, which is meaningful for the quality control of herbal medicines. (C) 2018 Elsevier B.V. All rights reserved.

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