Garlic adulteration detection using NIR and FTIR spectroscopy and chemometrics

被引:31
|
作者
Galvin-King, Pamela [1 ]
Haughey, Simon A. [1 ]
Elliott, Christopher T. [1 ]
机构
[1] Queens Univ Belfast, Inst Global Food Secur, ASSET Technol Ctr, 19 Chlorine Gardens, Belfast BT9 5DL, Antrim, North Ireland
关键词
Garlic; Spice; Economically motivated adulteration; Fourier transform infrared; Near infrared; Chemometrics; CHALLENGES; VALIDATION; FRAUD; TALC;
D O I
10.1016/j.jfca.2020.103757
中图分类号
O69 [应用化学];
学科分类号
081704 ;
摘要
Garlic (A llium sativum) is used daily in a variety of cooking methods worldwide however, it is under threat from economic adulteration. Garlic and possible adulterants such as talc, maltodextrin, corn starch, cornflour, peanut butter powder, sodium caseinate, potato starch, rice flour, cassava and white maize meal were obtained for the development of an adulteration detection method. Near infrared (NIR) and Fourier transform infrared (FTIR) along with chemometrics were used for adulteration detection method development. Principal component analysis (PCA) models were created to establish if there was separation of garlic from the adulterants. Orthogonal partial least squares - discriminant analysis (OPLS-DA) models were then developed resulting in R2 and Q2 values of 0.985 and 0.914 respectively for NIR. The FTIR values were 0.994 (R2) and 0.964 (Q2). Following validation, the receiver operating curve (ROC) indicated highly accurate models with an area under the curve (AUC) of 0.997 for NIR and 1 for FTIR. The Youden index was calculated at 0.984 and 1 for NIR and FTIR respectively and used to determine the test cut-off value. These results indicate that the NIR and FTIR methods are capable of detecting adulteration in unknown garlic samples and can be used to help protect spice industry from fraud.
引用
收藏
页数:8
相关论文
共 50 条
  • [21] FTIR spectroscopy combined with chemometrics for analysis of lard adulteration in some vegetable oils
    Rohman, A.
    Man, Yaakob B. Che
    Hashim, P.
    Ismail, A.
    CYTA-JOURNAL OF FOOD, 2011, 9 (02) : 96 - 101
  • [22] Detection of bissap calyces and bissap juices adulteration with sorghum leaves using NIR spectroscopy and VIS/NIR spectroscopy
    Zaukuu, John-Lewis Zinia
    Attipoe, Nelson Quarshie
    Korneh, Patricia Bourba
    Mensah, Eric Tetteh
    Bimpong, Donald
    Amponsah, Lois Adofowaa
    JOURNAL OF FOOD COMPOSITION AND ANALYSIS, 2025, 141
  • [23] Rapid detection of adulteration in powder of ginger (Zingiber officinale Roscoe) by FT-NIR spectroscopy combined with chemometrics
    Yu, Dai-xin
    Guo, Sheng
    Zhang, Xia
    Yan, Hui
    Zhang, Zhen-yu
    Chen, Xin
    Chen, Jiang-yan
    Jin, Shan-jie
    Yang, Jian
    Duan, Jin-ao
    FOOD CHEMISTRY-X, 2022, 15
  • [24] Detection of poultry meat specific bacteria using FTIR spectroscopy and chemometrics
    Manpreet Kaur Grewal
    Pranita Jaiswal
    S. N. Jha
    Journal of Food Science and Technology, 2015, 52 : 3859 - 3869
  • [25] Detection of poultry meat specific bacteria using FTIR spectroscopy and chemometrics
    Grewal, Manpreet Kaur
    Jaiswal, Pranita
    Jha, S. N.
    JOURNAL OF FOOD SCIENCE AND TECHNOLOGY-MYSORE, 2015, 52 (06): : 3859 - 3869
  • [26] THE POTENTIAL OF NIR SPECTROSCOPY FOR THE DETECTION OF THE ADULTERATION OF ORANGE JUICE
    TWOMEY, M
    DOWNEY, G
    MCNULTY, PB
    JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE, 1995, 67 (01) : 77 - 84
  • [27] Detection of adulteration in Chinese honey using NIR and ATR-FTIR spectral data fusion
    Huang, Furong
    Song, Han
    Guo, Liu
    Guang, Peiwen
    Yang, Xinhao
    Li, Liqun
    Zhao, Hongxia
    Yang, Maoxun
    SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY, 2020, 235 (235)
  • [28] Assessment of dentifrice adulteration with diethylene glycol by means of ATR-FTIR spectroscopy and chemometrics
    Lopez-Sanchez, M.
    Dominguez-Vidal, A.
    Ayora-Canada, M. J.
    Molina-Diaz, A.
    ANALYTICA CHIMICA ACTA, 2008, 620 (1-2) : 113 - 119
  • [29] Adulteration detection of Sudan Red and metanil yellow in turmeric powder by NIR spectroscopy and chemometrics: The role of preprocessing methods in analysis
    Khodabakhshian, Rasool
    Bayati, Mohammad Reza
    Emadi, Bagher
    VIBRATIONAL SPECTROSCOPY, 2022, 120
  • [30] Analysis of beef meatballs with rat meat adulteration using Fourier Transform Infrared (FTIR) spectroscopy in combination with chemometrics
    Lestari, Dwi
    Rohman, Abdul
    Syofyan, Syofyan
    Yuliana, Nancy Dewi
    Abu Bakar, Nor Kartini Bt
    Hamidi, Dachriyanus
    INTERNATIONAL JOURNAL OF FOOD PROPERTIES, 2022, 25 (01) : 1446 - 1457