TXRF spectral information enhanced by multivariate analysis: A new strategy for food fingerprint

被引:11
|
作者
Allegretta, Ignazio [1 ]
Squeo, Giacomo [1 ]
Gattullo, Concetta Eliana [1 ]
Porfido, Carlo [1 ]
Cicchetti, Antonio [1 ]
Caponio, Francesco [1 ]
Cesco, Stefano [2 ]
Nicoletto, Carlo [3 ]
Terzano, Roberto [1 ]
机构
[1] Univ Bari Aldo Moro, Dept Soil Plant & Food Sci, Via G Amendola 165-A, I-70126 Bari, Italy
[2] Free Univ Bozen Bolzano, Fac Sci & Technol, Piazza Univ 5, I-39100 Bolzano, Italy
[3] Univ Padua, Dept Agron Food Nat Resources Anim & Environm DAFN, Viale Univ 16, I-35020 Legnaro, Italy
关键词
Total-reflection X-ray fluorescence; Seed traceability; Principal component analysis; Standard normal variate; Generalized least squares weighting; Partial least square discriminant analysis; Beans; Phaseolus vulgaris L; X-RAY-FLUORESCENCE; CHEMOMETRIC METHODS; CLASSIFICATION; LEGUMES; ORIGIN; PLANT; NIR;
D O I
10.1016/j.foodchem.2022.134124
中图分类号
O69 [应用化学];
学科分类号
081704 ;
摘要
The increased costumers' request of safe and high-quality food products makes food traceability a priority for frauds identification and quality certification. Elemental profiling is one of the strategies used for food trace-ability, and TXRF spectroscopy is widely used in food analysis even if its potentialities have not been fully investigated. In this work, a new method for food traceability using directly TXRF spectra coupled with multi-variate analyses, was tested. Twenty-four different beans' genotypes (Phaseolus vulgaris L.) grown onto two different sites have been studied. After the development of the method for beans' analysis, TXRF spectra were collected and processed with PCA combined with SNV and GLSW filter obtaining a perfect clustering of the seeds according to their geographical origin. Finally, using PLS-DA, beans were correctly classified demonstrating that TXRF spectra can be successfully used as fingerprint for food/seed traceability and that elemental quantification procedure is not necessary to this aim.
引用
收藏
页数:10
相关论文
共 50 条
  • [31] A smart spectral analysis strategy-based UV and FT-IR spectroscopy fingerprint: Application to quality evaluation of compound liquorice tablets
    Gong, Dandan
    Chen, Jinyu
    Li, Xiang
    Sun, Guoxiang
    Sun, Wanyang
    JOURNAL OF PHARMACEUTICAL AND BIOMEDICAL ANALYSIS, 2021, 202
  • [32] A new hybrid strategy for constructing a robust calibration model for near-infrared spectral analysis
    Da Chen
    Bin Hu
    Xueguang Shao
    Qingde Su
    Analytical and Bioanalytical Chemistry, 2005, 381 : 795 - 805
  • [33] A new hybrid strategy for constructing a robust calibration model for near-infrared spectral analysis
    Chen, D
    Hu, B
    Shao, XG
    Su, QD
    ANALYTICAL AND BIOANALYTICAL CHEMISTRY, 2005, 381 (03) : 795 - 805
  • [34] Understanding the behavior of foodborne pathogens in the food chain: New information for risk assessment analysis
    Rantsiou, Kalliopi
    Mataragas, Marios
    Jespersen, Lene
    Cocolin, Luca
    TRENDS IN FOOD SCIENCE & TECHNOLOGY, 2011, 22 : S21 - S29
  • [35] The EEG Signal Analysis for Spatial Cognitive Ability Evaluation Based on Multivariate Permutation Conditional Mutual Information-Multi-Spectral Image
    Wen, Dong
    Yuan, Jingpeng
    Zhou, Yanhong
    Xu, Jian
    Song, Haiqing
    Liu, Yijun
    Xu, Yuchen
    Jung, Tzyy-Ping
    IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2020, 28 (10) : 2113 - 2122
  • [36] Quantum chemical computation-based strategy for alternating least squares initialization in multivariate curve resolution analysis of spectral-pH data
    Brasca, Romina
    Kelterer, Anne-Marie
    Maeder, Marcel
    Alcaraz, Mirta R.
    Culzoni, Maria J.
    MICROCHEMICAL JOURNAL, 2018, 140 : 183 - 188
  • [37] An enhanced strategy for geo-exploratory data analysis to facilitate the discovery of new mineral deposits
    Wang, Wenlei
    Liu, Zhibo
    Tang, Jie
    Yuan, Changjiang
    JOURNAL OF GEOCHEMICAL EXPLORATION, 2024, 258
  • [38] New insight into the aptamer conformation and aptamer/protein interaction by surface-enhanced Raman scattering and multivariate statistical analysis
    Safar, Wafa
    Tatar, Andra-Sorina
    Leray, Aymeric
    Potara, Monica
    Liu, Qiqian
    Edely, Mathieu
    Djaker, Nadia
    Spadavecchia, Jolanda
    Fu, Weiling
    Derouich, Sarra Gam
    Felidj, Nordin
    Astilean, Simion
    Finot, Eric
    Lamy de la Chapelle, Marc
    NANOSCALE, 2021, 13 (29) : 12443 - 12453
  • [39] Unequal-interval multivariate new-information optimization mgm (1, n) model for material property analysis
    Liu Q.
    Yu D.
    International Journal of Simulation: Systems, Science and Technology, 2016, 17 (29): : 29.1 - 29.7
  • [40] CONSUMER USE OF INFORMATION AND CONFIDENCE IN MAKING JUDGMENTS ABOUT A NEW FOOD STORE - AN ATTRIBUTION THEORY ANALYSIS
    YALCH, RF
    YOSHIDA, S
    ADVANCES IN CONSUMER RESEARCH, 1983, 10 : 40 - 44