Ginseng (Panax ginseng), as a tonic and functional food in many countries and regions for thousands of years, is often sulfur-fumigated (SF) for storage and protection. However, our previous study indicated sulfur-fumigation could transform ginsenosides, the active components of ginseng, into sulfur-containing derivatives and thus affect the quality and safety of ginseng. In this study, a rapid and efficient method in discrimination of nonfumigated (NF) and SF ginseng was developed using Fourier transform infrared (FT-IR) spectroscopy coupled with multivariate statistical analysis. A total of 240 batches of raw spectra were obtained from NF and SF ginseng by FT-IR spectroscopy. After excluding the outliers, the different performance of 3 spectral signal enhancing methods, 3 modeling evaluation methods, and 4 model evaluation indexes were compared. The results demonstrated the feasibility of using FT-IR spectroscopy between 3650 and 3200 cm(-1) for the detection of sulfurfumigation in ginseng. After sulfur fumigation, the peak areas in fingerprint and functional group area varied significantly. In addition, the parameters of back propagation artificial neural network (BP-ANN) evaluation model are the highest, its accuracy = 91.67%, precision = 89.29%, recall = 96.15%, and F1 = 92.59%. The error rates of 3 models were k-nearest neighbor algorithm (KNN) (25.00%) > logistic regression (LR) (16.67%) > BPANN (8.33%). It can be concluded that FT-IR spectroscopy combined with multivariate statistical analysis has great potential in rapid discrimination of NF and SF ginseng, which can provide a valuable reference for the quality and effectiveness of edible and medicinal application of ginseng.
机构:
Nanjing Univ Chinese Med, Jiangsu Collaborat Innovat Ctr Chinese Med Resour, Key Lab Chinese Med Resources Recycling Utilizat, Natl Adm Tradit Chinese Med, Nanjing 210023, Jiangsu, Peoples R ChinaNanjing Univ Chinese Med, Jiangsu Collaborat Innovat Ctr Chinese Med Resour, Key Lab Chinese Med Resources Recycling Utilizat, Natl Adm Tradit Chinese Med, Nanjing 210023, Jiangsu, Peoples R China
Yan, Hui
Li, Peng-Hui
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Nanjing Univ Chinese Med, Jiangsu Collaborat Innovat Ctr Chinese Med Resour, Key Lab Chinese Med Resources Recycling Utilizat, Natl Adm Tradit Chinese Med, Nanjing 210023, Jiangsu, Peoples R ChinaNanjing Univ Chinese Med, Jiangsu Collaborat Innovat Ctr Chinese Med Resour, Key Lab Chinese Med Resources Recycling Utilizat, Natl Adm Tradit Chinese Med, Nanjing 210023, Jiangsu, Peoples R China
Li, Peng-Hui
Zhou, Gui-Sheng
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Nanjing Univ Chinese Med, Jiangsu Collaborat Innovat Ctr Chinese Med Resour, Key Lab Chinese Med Resources Recycling Utilizat, Natl Adm Tradit Chinese Med, Nanjing 210023, Jiangsu, Peoples R ChinaNanjing Univ Chinese Med, Jiangsu Collaborat Innovat Ctr Chinese Med Resour, Key Lab Chinese Med Resources Recycling Utilizat, Natl Adm Tradit Chinese Med, Nanjing 210023, Jiangsu, Peoples R China
Zhou, Gui-Sheng
Wang, Ying-Jun
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Nanjing Univ Chinese Med, Jiangsu Collaborat Innovat Ctr Chinese Med Resour, Key Lab Chinese Med Resources Recycling Utilizat, Natl Adm Tradit Chinese Med, Nanjing 210023, Jiangsu, Peoples R ChinaNanjing Univ Chinese Med, Jiangsu Collaborat Innovat Ctr Chinese Med Resour, Key Lab Chinese Med Resources Recycling Utilizat, Natl Adm Tradit Chinese Med, Nanjing 210023, Jiangsu, Peoples R China
Wang, Ying-Jun
Bao, Bei-Hua
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Nanjing Univ Chinese Med, Jiangsu Collaborat Innovat Ctr Chinese Med Resour, Key Lab Chinese Med Resources Recycling Utilizat, Natl Adm Tradit Chinese Med, Nanjing 210023, Jiangsu, Peoples R ChinaNanjing Univ Chinese Med, Jiangsu Collaborat Innovat Ctr Chinese Med Resour, Key Lab Chinese Med Resources Recycling Utilizat, Natl Adm Tradit Chinese Med, Nanjing 210023, Jiangsu, Peoples R China
Bao, Bei-Hua
Wu, Qi-Nan
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Nanjing Univ Chinese Med, Jiangsu Collaborat Innovat Ctr Chinese Med Resour, Key Lab Chinese Med Resources Recycling Utilizat, Natl Adm Tradit Chinese Med, Nanjing 210023, Jiangsu, Peoples R ChinaNanjing Univ Chinese Med, Jiangsu Collaborat Innovat Ctr Chinese Med Resour, Key Lab Chinese Med Resources Recycling Utilizat, Natl Adm Tradit Chinese Med, Nanjing 210023, Jiangsu, Peoples R China
Wu, Qi-Nan
Huang, Shen-Liang
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Jiangsu Rongyu Pharmaceut Co Ltd, Huaian 211804, Jiangsu, Peoples R ChinaNanjing Univ Chinese Med, Jiangsu Collaborat Innovat Ctr Chinese Med Resour, Key Lab Chinese Med Resources Recycling Utilizat, Natl Adm Tradit Chinese Med, Nanjing 210023, Jiangsu, Peoples R China
机构:
SC AAB IR Res SRL, Bragadiru Ilfov, RomaniaSC AAB IR Res SRL, Bragadiru Ilfov, Romania
Bunaciu, Andrei A.
Vu, Dang Hoang
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Hanoi Univ Pharm, Hanoi, Vietnam
Hanoi Univ Pharm, 13-15 Thanh Tong, Hanoi, VietnamSC AAB IR Res SRL, Bragadiru Ilfov, Romania
Vu, Dang Hoang
Aboul-Enein, Hassan Y.
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Natl Res Ctr, Pharmaceut & Med Chem Dept, Pharmaceut & Drug Ind Res Div, Cairo, Egypt
Natl Res Ctr, Pharmaceut & Med Chem Dept, Pharmaceut & Drug Ind Res Div, Cairo 12622, EgyptSC AAB IR Res SRL, Bragadiru Ilfov, Romania
机构:
Shanxi Univ, Minist Educ, Key Lab Chem Biol & Mol Engn, Modern Res Ctr Tradit Chinese Med, Taiyuan 030006, Peoples R ChinaShanxi Univ, Minist Educ, Key Lab Chem Biol & Mol Engn, Modern Res Ctr Tradit Chinese Med, Taiyuan 030006, Peoples R China
Wang, Ling
Fan, Jianxin
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Shanxi Univ, Minist Educ, Key Lab Chem Biol & Mol Engn, Modern Res Ctr Tradit Chinese Med, Taiyuan 030006, Peoples R ChinaShanxi Univ, Minist Educ, Key Lab Chem Biol & Mol Engn, Modern Res Ctr Tradit Chinese Med, Taiyuan 030006, Peoples R China
Fan, Jianxin
Qin, Xuemei
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Shanxi Univ, Minist Educ, Key Lab Chem Biol & Mol Engn, Modern Res Ctr Tradit Chinese Med, Taiyuan 030006, Peoples R ChinaShanxi Univ, Minist Educ, Key Lab Chem Biol & Mol Engn, Modern Res Ctr Tradit Chinese Med, Taiyuan 030006, Peoples R China
Qin, Xuemei
Li, Zhenyu
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Shanxi Univ, Minist Educ, Key Lab Chem Biol & Mol Engn, Modern Res Ctr Tradit Chinese Med, Taiyuan 030006, Peoples R ChinaShanxi Univ, Minist Educ, Key Lab Chem Biol & Mol Engn, Modern Res Ctr Tradit Chinese Med, Taiyuan 030006, Peoples R China
机构:Shanxi University,Modern Research Center for Traditional Chinese Medicine, the Key Laboratory of Chemical Biology and Molecular Engineering of Ministry of Education
Ling Wang
Jianxin Fan
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机构:Shanxi University,Modern Research Center for Traditional Chinese Medicine, the Key Laboratory of Chemical Biology and Molecular Engineering of Ministry of Education
Jianxin Fan
Xuemei Qin
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机构:Shanxi University,Modern Research Center for Traditional Chinese Medicine, the Key Laboratory of Chemical Biology and Molecular Engineering of Ministry of Education
Xuemei Qin
Zhenyu Li
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机构:Shanxi University,Modern Research Center for Traditional Chinese Medicine, the Key Laboratory of Chemical Biology and Molecular Engineering of Ministry of Education
Zhenyu Li
European Food Research and Technology,
2021,
247
: 1921
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1931
机构:
Hebei Normal Univ, Coll Life Sci, Shijiazhuang 050024, Peoples R China
Hebei Womens Vocat Coll, Shijiazhuang 050091, Peoples R ChinaHebei Normal Univ, Coll Life Sci, Shijiazhuang 050024, Peoples R China
Cao, Zhen
Liu, Yongying
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Jiaozuo Teachers Coll, Dept Biol, Jiaozuo 454001, Peoples R ChinaHebei Normal Univ, Coll Life Sci, Shijiazhuang 050024, Peoples R China
Liu, Yongying
Zhao, Jiancheng
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Hebei Normal Univ, Coll Life Sci, Shijiazhuang 050024, Peoples R ChinaHebei Normal Univ, Coll Life Sci, Shijiazhuang 050024, Peoples R China