UV spectroscopy and HPLC combined with chemometrics for rapid discrimination and quantification of Curcumae Rhizoma from three botanical origins

化学计量学 高效液相色谱法 主成分分析 化学 色谱法 线性判别分析 偏最小二乘回归 模式识别(心理学) 姜黄 人工智能 传统医学 机器学习 计算机科学 医学
作者
Xueyang Ren,Ting He,Jingjuan Wang,Le Yi Wang,Yu Wang,Xiaoyun Liu,Ying Dong,Jiamu Ma,Jia Jia,Ruolan Song,Qiqi Fan,Jing Wei,Axiang Yu,Xiuhuan Wang,Gaimei She
出处
期刊:Journal of Pharmaceutical and Biomedical Analysis [Elsevier]
卷期号:202: 114145-114145 被引量:9
标识
DOI:10.1016/j.jpba.2021.114145
摘要

• Eleven components in Curcumae Rhizoma were determined simultaneously by HPLC. • The three species of Curcumae Rhizoma were rapidly discriminated by UV and HPLC with chemometrics (DT, LDA, SVM and KNN). • PLS and BP-ANN models were constructed to predict the contents of three chemical chemical component in Curcumae Rhizoma . Curcumae Rhizoma ( Ezhu in Chinese) is a multi-origin herbal medicine with excellent clinical efficacy. For fast discrimination and quantification analysis of Ezhu from three botanical origins ( Curcuma kwangsiensis , Curcuma phaeocaulis , and Curcuma wenyujin ), ultra-violet (UV) spectroscopy and high performance liquid chromatography (HPLC) combined with chemometric tools were employed in this study. Firstly, the analysis method for the simultaneous determination of eleven compounds in Ezhu was developed by HPLC, and the UV spectra of thirty-eight batches of Ezhu were acquired. Then, principal component analysis (PCA), an unsupervised pattern recognition method, was applied on the HPLC and UV spectral data. PCA did not show a clear separation between C . phaeocaulis and C . wenyujin samples with HPLC data. By contrast, the supervised techniques, decision tree (DT) and linear discriminant analysis (LDA), achieved the complete discrimination for the three species of Ezhu with 100 % correct classification rate (CCR), showing excellent performance. Based on UV spectral data, PCA presented good performance for discriminating the three species of Ezhu . LDA, support vector machine (SVM) and k-nearest neighbors (KNN) models provided 96.3 % CCR for the calibration set and 100 % CCR for the validation set. Moreover, the partial least squares (PLS) and back propagation-artificial neural network (BP-ANN) quantitative models established on UV spectral data were satisfactory in predicting the contents of zederone, curdione and 3,5-dihydroxy-1-(3,4-dihydroxyphenyl)-7-(4-hydroxyphenyl)-heptane. The residual predictive deviation (RPD) for zederone, curdione and 3,5-dihydroxy-1-(3,4-dihydroxyphenyl)-7-(4-hydroxyphenyl)-heptane of PLS models were 3.169, 1.502 and 1.735, and that of BP-ANN models were 3.467, 2.481 and 2.370, respectively. The present work proposed a rapid and reliable method for the discrimination of Ezhu from three botanical origins and the prediction of zederone, curdione and 3,5-dihydroxy-1-(3,4-dihydroxyphenyl)-7-(4-hydroxyphenyl)-heptane contents in Ezhu , which will help a lot in the quality control of Ezhu and other multi-origin herbal medicines.
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