Discrimination of Acori Tatarinowii Rhizoma from two habitats based on GC-MS fingerprinting and LASSO-PLS-DA

被引:6
|
作者
Ma Sha-sha [1 ]
Zhang Bing-yang [2 ]
Chen Lian [3 ,4 ]
Zhang Xiao-juan [5 ]
Ren Da-bing [1 ]
Yi Lun-zhao [1 ]
机构
[1] Kunming Univ Sci & Technol, Yunnan Food Safety Res Inst, Kunming 650500, Yunnan, Peoples R China
[2] Kunming Univ Sci & Technol, Sch Sci, Kunming 650500, Yunnan, Peoples R China
[3] Cent South Univ Forestry & Technol, Key Lab Cultivat & Protect Nonwood Forest Trees, Changsha 410004, Hunan, Peoples R China
[4] Hunan Entry Exit Inspect & Quarantine Bur, Changsha 410004, Hunan, Peoples R China
[5] Cent S Univ, Sch Chem & Chem Engn, Changsha 410083, Peoples R China
关键词
Acori Tatarinowii Rhizoma; gas chromatography-mass spectrometry; least absolute shrinkage and selection operator (LASSO); partial least squares-discriminant analysis; GAS CHROMATOGRAPHY-OLFACTOMETRY; BETA-ELEMENE; ESSENTIAL OIL; CHEMOMETRIC METHODS; GLIOBLASTOMA CELLS; CANCER CELLS; ASARONE; ANTIOXIDANT; CONSTITUENTS; REGRESSION;
D O I
10.1007/s11771-018-3806-8
中图分类号
TF [冶金工业];
学科分类号
0806 ;
摘要
This study is intended to explore the chemical differences of Acori Tatarinowii Rhizoma (ATR) samples collected from two habitats, Sichuan and Anhui provinces, China. Gas chromatography-mass spectrometry (GC-MS) was applied to establishing the quantitative chemical fingerprints of ATRs. A total of 104 volatile compounds were identified and quantified with the information of mass spectra and retention index (RI). Furthermore, least absolute shrinkage and selection operator (LASSO), a sparse regularization method, combined with subsampling was employed to improve the classification ability of partial least squares-discriminant analysis (PLS-DA). After variable selection by LASSO, three chemical markers, beta-elemene, alpha-selinene and alpha-asarone, were identified for the discrimination of ATRs from two habitats, and the total classification correct rate was increased from 82.76% to 96.55%. The proposed LASSO-PLS-DA method can serve as an efficient strategy for screening marked chemical components and geo-herbalism research of traditional Chinese medicines.
引用
收藏
页码:1063 / 1075
页数:13
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