H, C, N and S stable isotopes and mineral profiles to objectively guarantee the authenticity of grated hard cheeses

被引:69
作者
Camin, Federica [1 ]
Wehrens, Ron [1 ]
Bertoldi, Daniela [1 ]
Bontempo, Luana [1 ]
Ziller, Luca [1 ]
Perini, Matteo [1 ]
Nicolini, Giorgio [1 ]
Nocetti, Marco [2 ]
Larcher, Roberto [1 ]
机构
[1] IASMA Fdn Edmund Mach, I-38010 San Michele All Adige, TN, Italy
[2] Consorzio Formaggio Parmigiano Reggiano, I-42100 Reggio Emilia, Italy
关键词
IRMS; ICPMS; Traceability model; Parmigiano Reggiano; Mislabelling; GEOGRAPHICAL ORIGIN; COWS MILK; RATIOS; HYDROGEN; CARBON; OXYGEN; PRECIPITATION; NITROGEN; TRACE; HAIR;
D O I
10.1016/j.aca.2011.10.047
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
In compliance with the European law (EC No. 510/2006), geographical indications and designations of origin for agricultural products and foodstuffs must be protected against mislabelling. This is particularly important for PDO hard cheeses, as Parmigiano Reggiano, that can cost up to the double of the no-PDO competitors. This paper presents two statistical models, based on isotopic and elemental composition, able to trace the origin of cheese also in grated and shredded forms, for which it is not possible to check the logo fire-marked on the rind. One model is able to predict the origin of seven types of European hard cheeses (in a validation step, 236 samples out of 240 are correctly recognised) and the other specifically to discriminate the PDO Parmigiano Reggiano cheese from 9 European and 2 extra-European imitators (260 out of 264 correct classifications). Both models are based on Random Forests. The most significant variables for cheese traceability common in both models are delta C-13, delta 8(2)H, delta N-15, xi S-34 and Sr, Cu, Mo, Re, Na, U, Bi, Ni, Fe, Mn, Ga, Se. and Li. These variables are linked not only to geography, but also to cow diet and cheese making processes. (C) 2011 Elsevier B.V. All rights reserved.
引用
收藏
页码:54 / 59
页数:6
相关论文
共 36 条
[1]  
[Anonymous], 2001, The elements of statistical learning: data mining, inference and prediction
[2]   Combining isotopic signatures of n(87Sr)/n(86Sr) and light stable elements (C, N, O, S) with multi-elemental profiling for the authentication of provenance of European cereal samples [J].
Asfaha, Daniel Goitom ;
Quetel, Christophe R. ;
Thomas, Freddy ;
Horacek, Micha ;
Wimmer, Bernhard ;
Heiss, Gerhard ;
Dekant, Christian ;
Deters-Itzelsberger, Peter ;
Hoelzl, Stefan ;
Rummel, Susanne ;
Brach-Papa, Christophe ;
Van Bocxstaele, Marleen ;
Jamin, Eric ;
Baxter, Malcolm ;
Heinrich, Katharina ;
Kelly, Simon ;
Bertoldi, Daniela ;
Bontempo, Luana ;
Camin, Federica ;
Larcher, Roberto ;
Perini, Matteo ;
Rossmann, Andreas ;
Schellenberg, Antje ;
Schlicht, Claus ;
Froeschl, Heinz ;
Hoogewerff, Jurian ;
Ueckermann, Henriette .
JOURNAL OF CEREAL SCIENCE, 2011, 53 (02) :170-177
[3]   Elemental and isotopic characterisation of typical Italian alpine cheeses [J].
Bontempo, L. ;
Larcher, R. ;
Camin, F. ;
Hoelzl, S. ;
Rossmann, A. ;
Horn, P. ;
Nicolini, G. .
INTERNATIONAL DAIRY JOURNAL, 2011, 21 (06) :441-446
[4]   Interpolating the isotopic composition of modern meteoric precipitation [J].
Bowen, GJ ;
Revenaugh, J .
WATER RESOURCES RESEARCH, 2003, 39 (10) :SWC91-SWC913
[5]   Random forests [J].
Breiman, L .
MACHINE LEARNING, 2001, 45 (01) :5-32
[6]   Characterisation of the geographical origin of buffalo milk and mozzarella cheese by means of analytical and spectroscopic determinations [J].
Brescia, MA ;
Monfreda, M ;
Buccolieri, A ;
Carrino, C .
FOOD CHEMISTRY, 2005, 89 (01) :139-147
[7]   Application of multielement stable isotope ratio analysis to the characterization of French, Italian, and Spanish cheeses [J].
Camin, F ;
Wietzerbin, K ;
Cortes, AB ;
Haberhauer, G ;
Lees, M ;
Versini, G .
JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2004, 52 (21) :6592-6601
[8]   Influence of dietary composition on the carbon, nitrogen, oxygen and hydrogen stable isotope ratios of milk [J].
Camin, Federica ;
Perini, Matteo ;
Colombari, Gianni ;
Bontempo, Luana ;
Versini, Giuseppe .
RAPID COMMUNICATIONS IN MASS SPECTROMETRY, 2008, 22 (11) :1690-1696
[9]  
Clark I.D., 1997, Environmental Isotopes in Hydrogeology, P35
[10]   Hydrogen and oxygen isotope ratios in human hair are related to geography [J].
Ehleringer, James R. ;
Bowen, Gabriel J. ;
Chesson, Lesley A. ;
West, Adam G. ;
Podlesak, David W. ;
Cerling, Thure E. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2008, 105 (08) :2788-2793