Garlic adulteration detection using NIR and FTIR spectroscopy and chemometrics

被引:30
|
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
下载
收藏
页数:8
相关论文
共 50 条
  • [21] 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
  • [22] 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
  • [23] 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)
  • [24] 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
  • [25] 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
  • [26] 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
  • [27] A comparative study of fluorescence hyperspectral imaging and FTIR spectroscopy combined with chemometrics for the detection of extra virgin olive oil adulteration
    Zibin Jiao
    Lifan Song
    Yingling Zhang
    Jianwu Dai
    Yaowen Liu
    Qing Zhang
    Wen Qin
    Jing Yan
    Journal of Food Measurement and Characterization, 2025, 19 (3) : 1761 - 1776
  • [28] Durum wheat adulteration detection by NIR spectroscopy multivariate calibration
    Cocchi, M
    Durante, C
    Foca, G
    Marchetti, A
    Tassi, L
    Ulrici, A
    TALANTA, 2006, 68 (05) : 1505 - 1511
  • [29] Rapid Detection of Adulteration in Dendrobium huoshanense Using NIR Spectroscopy Coupled with Chemometric Methods
    Hao, Jing-Wen
    Chen, Yue
    Chen, Nai-Dong
    Qin, Chao-Feng
    JOURNAL OF AOAC INTERNATIONAL, 2021, 104 (03) : 854 - 859
  • [30] Identification and quantification of adulteration in frozen-thawed meat of different breeds by NIR spectroscopy and chemometrics
    Bai, Jing
    Zang, Mingwu
    Shi, Yuxuan
    Xu, Chenchen
    Hao, Jingyi
    Li, Jiapeng
    Wang, Shouwei
    Zhao, Yan
    JOURNAL OF FOOD COMPOSITION AND ANALYSIS, 2024, 130