Chemometric authentication of the organic status of milk on the basis of trace element content

被引:46
|
作者
Rodriguez-Bermudez, R. [1 ]
Lopez-Alonso, M. [1 ]
Miranda, M. [2 ]
Fouz, R. [3 ]
Orjales, I. [2 ]
Herrero-Latorre, C. [4 ]
机构
[1] Univ Santiago de Compostela, Fac Vet, Dept Patol Anim, Lugo 27002, Spain
[2] Univ Santiago de Compostela, Fac Vet, Dept Anat Prod Anim & Ciencias Clin Vet, Lugo 27002, Spain
[3] Africor Lugo, Ronda de Fingoi 117, Lugo 27002, Spain
[4] Univ Santiago de Compostela, Fac Ciencias, Dept Quim Analit Nutr & Bromatol, Campus Lugo, Lugo 27002, Spain
关键词
Milk; Essential trace and toxic elements; Chemometric analysis; Organic and conventional farming; ICP-MS; GEOGRAPHICAL ORIGIN; CONVENTIONAL MILK; PATTERN-RECOGNITION; SELENIUM CONTENT; NW SPAIN; SUPPLEMENTATION; PRODUCTS; IODINE; ACID; IRON;
D O I
10.1016/j.foodchem.2017.08.011
中图分类号
O69 [应用化学];
学科分类号
081704 ;
摘要
The objective of this study was to develop a method for authenticating organic milk samples in North Spain on the basis of its trace mineral composition. Fourteen elements in 98 samples were determined by inductively coupled plasma mass spectrometry. Although concentrations of Co, Cr, Cu, I, Se and Zn where statistically higher in conventional milk and As in organic, none of these elements by itself was able to discriminate between organic and conventional milk. The chemical data was examined by principal component analysis and cluster analysis, revealing a natural separation between organic and conventional milk. In a second step, several supervised pattern recognition techniques were used to construct mathematical models for predicting the type of milk ( organic or conventional) based on the metal content. The results proved that the model constructed using the artificial neural network is capable of correctly identifying the type of milk in almost 95% of cases.
引用
收藏
页码:686 / 693
页数:8
相关论文
共 50 条
  • [21] Trace element status of hemodialyzed patients
    Michael Krachler
    Gerhard Wirnsberger
    Kurt J. Irgolic
    Biological Trace Element Research, 1997, 58 : 209 - 221
  • [22] Trace elements content of colostrum milk in Brazil
    da Costa, RSS
    do Carmo, MDT
    Saunders, C
    Lopes, RT
    de Jesus, EFO
    Simabuco, SM
    JOURNAL OF FOOD COMPOSITION AND ANALYSIS, 2002, 15 (01) : 27 - 33
  • [23] Measuring trace element fingerprinting for cereal bar authentication based on type and principal ingredient
    Perez-Rodriguez, Michael
    Hidalgo, Melisa Jazmin
    Mendoza, Alberto
    Gonzalez, Lucy T.
    Rodriguez, Francisco Longoria
    Goicoechea, Hector Casimiro
    Pellerano, Roberto Gerardo
    FOOD CHEMISTRY-X, 2023, 18
  • [24] Evaluation of the mineral content in milk and yogurt types using chemometric tools
    Souza, Sidnei O.
    Santos, Vinicius S.
    Santos, Eliane S.
    Avila, Dayara Virginia L.
    Nascimento, Cristiane C.
    Costa, Silvanio Silverio L.
    Garcia, Carlos Alexandre B.
    Araujo, Rennan Geovanny O.
    MICROCHEMICAL JOURNAL, 2018, 143 : 1 - 8
  • [25] Changes of trace element status during aging: results of the EPIC-Potsdam cohort study
    Baudry, Julia
    Kopp, Johannes F.
    Boeing, Heiner
    Kipp, Anna P.
    Schwerdtle, Tanja
    Schulze, Matthias B.
    EUROPEAN JOURNAL OF NUTRITION, 2020, 59 (07) : 3045 - 3058
  • [26] Trace elements status in human breast milk of mothers from Ile-de-France region
    Nouzha, Djebrani-Oussedik
    Louise, Gutter
    Claudia, Soares Barbosa
    Heloise, Foucambert-Millerioux
    Laurence, Labat
    Joel, Poupon
    Virginie, Rigourd
    JOURNAL OF TRACE ELEMENTS IN MEDICINE AND BIOLOGY, 2023, 80
  • [27] Applicability of organic milk indicators to the authentication of processed products
    Molkentin, Joachim
    FOOD CHEMISTRY, 2013, 137 (1-4) : 25 - 30
  • [28] Trace element levels in raw milk from northern and southern regions of Croatia
    Bilandzic, Nina
    Dokic, Maja
    Sedak, Marija
    Solomun, Bozica
    Varenina, Ivana
    Knezevic, Zorka
    Benic, Miroslav
    FOOD CHEMISTRY, 2011, 127 (01) : 63 - 66
  • [29] Identification and Authentication of Milk Using Digital Colormetry of Indicator Test Systems, Smartphone, and Chemometric Analysis
    V. G. Amelin
    Z. A. Ch. Shogah
    D. S. Bol’shakov
    A. V. Tret’yakov
    Journal of Analytical Chemistry, 2023, 78 : 35 - 42
  • [30] Milk authentication and discrimination via metal content clustering - A case of comparing milk from Malaysia and selected countries of the world
    Zain, Sharifuddin M.
    Behkami, Shima
    Bakirdere, Sezgin
    Koki, Isa B.
    FOOD CONTROL, 2016, 66 : 306 - 314