Discrimination of raw and sulfur-fumigated ginseng based on Fourier transform infrared spectroscopy coupled with chemometrics

被引:11
作者
Li, Ping [1 ]
Zhang, Yanna [1 ,2 ]
Ding, Yan [1 ]
Wu, Qi [3 ]
Liu, Zhaofang [1 ]
Zhao, Penghui [1 ]
Zhao, Guojing [4 ]
Ye, Shuhong [1 ]
机构
[1] Dalian Polytech Univ, Sch Food Sci & Technol, Dalian 116034, Liaoning, Peoples R China
[2] Wuxi Apptec Shanghai Co Ltd, Shanghai 201314, Peoples R China
[3] China Natl Inst Standardizat, Beijing 100088, Peoples R China
[4] Northwestern Polytech Univ, Sch Comp Sci, Xian 710021, Shanxi, Peoples R China
基金
中国国家自然科学基金;
关键词
FT-IR spectroscopy; BP-ANN; Sulfur fumigation; Ginseng; Rapid discrimination; QUANTITATIVE-EVALUATION; POLYSACCHARIDES; CLASSIFICATION; CHROMATOGRAPHY; AUTHENTICITY; MEDICINE; QUALITY; PROTEIN; HERBS; NIR;
D O I
10.1016/j.microc.2022.107767
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
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.
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页数:9
相关论文
共 32 条
  • [1] Detection of minced beef adulteration with turkey meat by UV-vis, NIR and MIR spectroscopy
    Alamprese, Cristina
    Casale, Monica
    Sinelli, Nicoletta
    Lanteri, Silvia
    Casiraghi, Ernestina
    [J]. LWT-FOOD SCIENCE AND TECHNOLOGY, 2013, 53 (01) : 225 - 232
  • [2] Angelini M, 2019, 2019 IEEE VISUALIZATION CONFERENCE (VIS), P226, DOI [10.1109/visual.2019.8933775, 10.1109/VISUAL.2019.8933775]
  • [3] Protein kinase inhibitors' classification using K-Nearest neighbor algorithm
    Arian, Roya
    Hariri, Amirali
    Mehridehnavi, Alireza
    Fassihi, Afshin
    Ghasemi, Fahimeh
    [J]. COMPUTATIONAL BIOLOGY AND CHEMISTRY, 2020, 86
  • [4] Variable selection in near-infrared spectroscopy: Benchmarking of feature selection methods on biodiesel data
    Balabin, Roman M.
    Smirnov, Sergey V.
    [J]. ANALYTICA CHIMICA ACTA, 2011, 692 (1-2) : 63 - 72
  • [5] Qualitative analysis of a sulfur-fumigated Chinese herbal medicine by comprehensive two-dimensional gas chromatography and high-resolution time of flight mass spectrometry using colorized fuzzy difference data processing
    Cai, Hao
    Cao, Gang
    Zhang, Hong-yan
    [J]. CHINESE JOURNAL OF INTEGRATIVE MEDICINE, 2017, 23 (04) : 261 - 269
  • [6] Antioxidant activity of polysaccharides from different sources of ginseng
    Chen, Fang
    Huang, Gangliang
    [J]. INTERNATIONAL JOURNAL OF BIOLOGICAL MACROMOLECULES, 2019, 125 : 906 - 908
  • [7] Hernandez Francisca, 2015, EMBO J, V96, P2682, DOI [10.1002/jsfa.7386, DOI 10.1002/J.1460-2075.1996.TB00471.X, 10.1002/jssc.201900071, DOI 10.1002/JSSC.201900071]
  • [8] Rapid measurement of microplastic contamination in chicken meat by mid infrared spectroscopy and chemometrics: A feasibility study
    Huang, Yichao
    Chapman, James
    Deng, Yongfeng
    Cozzolino, Daniel
    [J]. FOOD CONTROL, 2020, 113
  • [9] Influence of sulphur-fumigation on the quality of white ginseng: A quantitative evaluation of major ginsenosides by high performance liquid chromatography
    Jin, Xin
    Zhu, Ling-Ying
    Shen, Hong
    Xu, Jun
    Li, Song-Lin
    Jia, Xiao-Bin
    Cai, Hao
    Cai, Bao-Chang
    Yan, Ru
    [J]. FOOD CHEMISTRY, 2012, 135 (03) : 1141 - 1147
  • [10] Kiefer D, 2003, AM FAM PHYSICIAN, V68, P1539