Classification of organic and ordinary kiwifruit by chemometrics analysis of elemental fingerprint and stable isotopic ratios

被引:7
|
作者
Xu, Lu [1 ]
Hai, Chengying [2 ]
Yan, Simin [3 ]
Wang, Shuo [2 ]
Du, Shijie [1 ]
Chen, Hengye [2 ]
Yang, Jian [4 ]
Fu, Haiyan [2 ]
机构
[1] Tongren Univ, Coll Mat & Chem Engn, Tongren, Peoples R China
[2] South Cent Univ Nationalities, Coll Pharm, Modernizat Engn Technol Res Ctr Ethn Minor Med Hu, Wuhan 430074, Peoples R China
[3] Shanghai Inst Qual Inspect & Tech Res, Shanghai, Peoples R China
[4] China Acad Chinese Med Sci, Natl Resource Ctr Chinese Mat Med, State Key Lab Breeding Base Daodi Herbs, Beijing 100700, Peoples R China
基金
中国国家自然科学基金; 国家重点研发计划;
关键词
chemometrics; elemental fingerprint; organic kiwifruit; stable isotopic analysis; PARTIAL LEAST-SQUARES; ASCORBIC-ACID; JUICE; DIGESTION;
D O I
10.1111/1750-3841.15836
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
Elemental fingerprint, stable isotopic analysis, and chemometrics were combined to identify organic kiwifruit from ordinarily cultivated kiwifruit. Samples of organic (n1 = 78) and ordinary kiwifruit (n2 = 85) were collected from neighboring areas. For elemental fingerprint, the contents of 15 elements in fresh fruits, including Al, Cr, Mg, Pb, Zn, Ca, Cu, Mn, Se, Cd, Fe, Na, Sr, Co, and K, were determined by inductively coupled plasma optical emission spectrometry (ICP-OES). Three stable isotopes, including delta C-13, delta N-15, and delta O-18, were analyzed using an isotope-ratio mass spectrometer (IRMS). Different classification methods including soft independent modeling of class analogy (SIMCA), partial least squares discriminant analysis (PLSDA), and least squares support vector machines (LS-SVM), were used to discriminate the organic and ordinary kiwifruits by fusion of elemental and stable isotopic. As a result, the sensitivity, specificity, and overall accuracy of SIMCA model were 0.885, 0.857, and 0.864, respectively. PLSDA and LS-SVM obtained 0.950 and 0.983 classification accuracy of organic and ordinary kiwifruits, respectively. It was demonstrated that elemental fingerprint and stable isotopic analysis would provide useful chemical information for the identification of organic fruits, and the capacity of these methods could be enhanced by chemometrics. Practical Application The classification of kiwifruit usually relies on the label assigned by the merchant, which is prone to deceive consumers. This research has developed an accurate and effective classification method based on stable isotopes and mineral elements for the identification of ordinary kiwifruit and organic kiwifruit, providing a tool for the quality monitoring of organic food.
引用
收藏
页码:3447 / 3456
页数:10
相关论文
共 50 条
  • [1] Chemistry Combining Elemental Profile, Stable Isotopic Ratios, and Chemometrics for Fine Classification of a Chinese Herb Licorice (Glycyrrhiza uralensis Fisch.) from 37 Producing Area
    Lu, Zhongying
    Hai, Chengying
    Yan, Simin
    Xu, Lu
    Lu, Daowang
    Sou, Yixin
    Chen, Hengye
    Yang, Xiaolong
    Fu, Haiyan
    Yang, Jian
    JOURNAL OF ANALYTICAL METHODS IN CHEMISTRY, 2022, 2022
  • [2] Source Attribution of Cyanides Using Anionic Impurity Profiling, Stable Isotope Ratios, Trace Elemental Analysis and Chemometrics
    Mirjankar, Nikhil S.
    Fraga, Carlos G.
    Carman, April J.
    Moran, James J.
    ANALYTICAL CHEMISTRY, 2016, 88 (03) : 1827 - 1834
  • [3] Stable isotopic and elemental characteristics with chemometrics for the geographical origin authentication of Dendrobium officinale at two spatial scales
    Xiong, Feng
    Yuan, Yuwei
    Li, Chunlin
    Lyu, Chaogeng
    Wan, Xiufu
    Nie, Jing
    Li, Haiyan
    Yang, Jian
    Guo, Lanping
    LWT-FOOD SCIENCE AND TECHNOLOGY, 2022, 167
  • [4] ELEMENTAL ANALYSIS OF CULINARY HERBS AND SPICES BY ICP OES: CLASSIFICATION BY CHEMOMETRICS
    Pavlovic, Aleksandra N.
    Mrmosanin, Jelena M.
    Jovanovic, Snezana C.
    Mitic, Snezana S.
    Tosic, Snezana B.
    Krstic, Jovana N.
    Stojanovic, Gordana S.
    STUDIA UNIVERSITATIS BABES-BOLYAI CHEMIA, 2020, 65 (02): : 69 - 83
  • [5] APPLICATION OF LIGHT STABLE ISOTOPE RATIOS AND ELEMENTAL PROFILE IN THE ORGANIC VEGETABLES CHARACTERIZATION
    Feher, I.
    Magdas, D. A.
    Dehelean, A.
    Cristea, G.
    Voica, C.
    ROMANIAN JOURNAL OF PHYSICS, 2017, 62 (1-2):
  • [6] Origin verification of Chinese concentrated apple juice using stable isotopic and mineral elemental fingerprints coupled with chemometrics
    Liu, Xiaohan
    Zhao, Yan
    Qi, Pengyu
    Liu, Yaxin
    Li, Xiyu
    Deng, Wenyi
    Zhang, Jinjie
    Sadiq, Faizan Ahmed
    Sang, Yaxin
    Zhang, Ang
    JOURNAL OF FOOD COMPOSITION AND ANALYSIS, 2022, 109
  • [7] Classification of Chinese Honeys According to Their Floral Origins Using Elemental and Stable Isotopic Compositions
    Wu, Zhaobin
    Chen, Lanzhen
    Wu, Liming
    Xue, Xiaofeng
    Zhao, Jing
    Li, Yi
    Ye, Zhihua
    Lin, Guanghui
    JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2015, 63 (22) : 5388 - 5394
  • [8] Elemental fingerprint profiling with multivariate data analysis to classify organic chocolate samples
    Junior, Airton C. M.
    Maione, Camila
    Barbosa, Rommel M.
    Gallimberti, Matheus
    Paulelli, Ana Carolina C.
    Segura, Fabiana R.
    Souza, Vanessa C. O.
    Batista, Bruno L.
    Barbosa, Fernando, Jr.
    JOURNAL OF CHEMOMETRICS, 2018, 32 (08)
  • [9] Allochthonous organic matter supplements and sediment transport in a polymictic reservoir determined using elemental and isotopic ratios
    Filstrup, Christopher T.
    Scott, J. Thad
    Lind, Owen T.
    BIOGEOCHEMISTRY, 2009, 96 (1-3) : 87 - 100
  • [10] Allochthonous organic matter supplements and sediment transport in a polymictic reservoir determined using elemental and isotopic ratios
    Christopher T. Filstrup
    J. Thad Scott
    Owen T. Lind
    Biogeochemistry, 2009, 96 : 87 - 100