Characterization and classification of seven Citrus herbs by liquid chromatography-quadrupole time-of-flight mass spectrometry and genetic algorithm optimized support vector machines

被引:109
作者
Duan, Li [1 ]
Guo, Long [1 ]
Liu, Ke [1 ]
Liu, E. -Hu [1 ]
Li, Ping [1 ]
机构
[1] China Pharmaceut Univ, State Key Lab Nat Med, Nanjing, Jiangsu, Peoples R China
关键词
Citrus herbs; GA-SVM; Classification; LC-QTOF-MS; Herbal authentication; ELECTROSPRAY-IONIZATION; PHYTOCHEMICAL ANALYSIS; FLAVONOID COMPOSITION; QUALITY-CONTROL; MEDICINE; IDENTIFICATION; QUANTIFICATION; CONSTITUENTS; FINGERPRINT;
D O I
10.1016/j.chroma.2014.02.091
中图分类号
Q5 [生物化学];
学科分类号
070307 [化学生物学];
摘要
Citrus herbs have been widely used in traditional medicine and cuisine in China and other countries since the ancient time. However, the authentication and quality control of Citrus herbs has always been a challenging task due to their similar morphological characteristics and the diversity of the multicomponents existed in the complicated matrix. In the present investigation, we developed a novel strategy to characterize and classify seven Citrus herbs based on chromatographic analysis and chemometric methods. Firstly, the chemical constituents in seven Citrus herbs were globally characterized by liquid chromatography combined with quadrupole time-of-flight mass spectrometry (LC-QTOF-MS). Based on their retention time, UV spectra and MS fragmentation behavior, a total of 75 compounds were identified or tentatively characterized in these herbal medicines. Secondly, a segmental monitoring method based on LC-variable wavelength detection was developed for simultaneous quantification of ten marker compounds in these Citrus herbs. Thirdly, based on the contents of the ten analytes, genetic algorithm optimized support vector machines (GA-SVM) was employed to differentiate and classify the 64 samples covering these seven herbs. The obtained classifier showed good prediction performance and the overall prediction accuracy reached 96.88%. The proposed strategy is expected to provide new insight for authentication and quality control of traditional herbs. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:118 / 127
页数:10
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