The Provenance of Slovenian Milk Using <sup>87</sup>Sr/<sup>86</sup>Sr Isotope Ratios

This work presents the first use of Sr isotope ratios for determining the provenance of bovine milk from different regions of Slovenia. The analytical protocol for the determination of <sup>87</sup>Sr/<sup>86</sup>Sr isotope ratio was optimised and applied to authentic milk s...

Full description

Bibliographic Details
Main Authors: Staša Hamzić Gregorčič, Nives Ogrinc, Russell Frew, Marijan Nečemer, Lidija Strojnik, Tea Zuliani
Format: Article
Language:English
Published: MDPI AG 2021-07-01
Series:Foods
Subjects:
Online Access:https://www.mdpi.com/2304-8158/10/8/1729
_version_ 1797523884009848832
author Staša Hamzić Gregorčič
Nives Ogrinc
Russell Frew
Marijan Nečemer
Lidija Strojnik
Tea Zuliani
author_facet Staša Hamzić Gregorčič
Nives Ogrinc
Russell Frew
Marijan Nečemer
Lidija Strojnik
Tea Zuliani
author_sort Staša Hamzić Gregorčič
collection DOAJ
description This work presents the first use of Sr isotope ratios for determining the provenance of bovine milk from different regions of Slovenia. The analytical protocol for the determination of <sup>87</sup>Sr/<sup>86</sup>Sr isotope ratio was optimised and applied to authentic milk samples. Considerable variability of <sup>87</sup>Sr/<sup>86</sup>Sr ratios found in Slovenian milk reflects the substantial heterogeneity of the geological background of its origin. The results, although promising, cannot discount possible inter-annual or annual variation of the Sr isotopic composition of milk. The <sup>87</sup>Sr/<sup>86</sup>Sr ratios of groundwater and surface waters are in good correlation with milk, indicating that the Sr isotopic fingerprint in milk is reflective of cow drinking water. The <sup>87</sup>Sr/<sup>86</sup>Sr ratio has the potential to distinguish between different milk production areas as long as these areas are characterised by geo-lithology. Discriminant analysis (DA) incorporating the elemental composition and stable isotopes of light elements showed that <sup>87</sup>Sr/<sup>86</sup>Sr ratio together with <i>δ</i><sup>13</sup>C<sub>cas</sub> and <i>δ</i><sup>15</sup>N<sub>cas</sub> values have the main discrimination power to distinguish the Quaternary group (group 6) from the others. Group 1 (Cretaceous: Carbonate Rocks and Flysch) is associated with Br content, 1/Sr and <i>δ</i><sup>18</sup>O<sub>w</sub> values. The overall prediction ability was found to be 63.5%. Pairwise comparisons using OPLS-DA confirmed that diet and geologic parameters are important for the separation.
first_indexed 2024-03-10T08:49:27Z
format Article
id doaj.art-21e4c3edcf7e42129d6113b9b3257c8d
institution Directory Open Access Journal
issn 2304-8158
language English
last_indexed 2024-03-10T08:49:27Z
publishDate 2021-07-01
publisher MDPI AG
record_format Article
series Foods
spelling doaj.art-21e4c3edcf7e42129d6113b9b3257c8d2023-11-22T07:37:56ZengMDPI AGFoods2304-81582021-07-01108172910.3390/foods10081729The Provenance of Slovenian Milk Using <sup>87</sup>Sr/<sup>86</sup>Sr Isotope RatiosStaša Hamzić Gregorčič0Nives Ogrinc1Russell Frew2Marijan Nečemer3Lidija Strojnik4Tea Zuliani5Department of Environmental Sciences, Jožef Stefan Institute, Jamova 39, 1000 Ljubljana, SloveniaDepartment of Environmental Sciences, Jožef Stefan Institute, Jamova 39, 1000 Ljubljana, SloveniaDepartment of Chemistry, University of Otago, P.O. Box 56, Dunedin 9016, New ZealandJožef Stefan International Postgraduate School, Jamova 39, 1000 Ljubljana, SloveniaDepartment of Environmental Sciences, Jožef Stefan Institute, Jamova 39, 1000 Ljubljana, SloveniaDepartment of Environmental Sciences, Jožef Stefan Institute, Jamova 39, 1000 Ljubljana, SloveniaThis work presents the first use of Sr isotope ratios for determining the provenance of bovine milk from different regions of Slovenia. The analytical protocol for the determination of <sup>87</sup>Sr/<sup>86</sup>Sr isotope ratio was optimised and applied to authentic milk samples. Considerable variability of <sup>87</sup>Sr/<sup>86</sup>Sr ratios found in Slovenian milk reflects the substantial heterogeneity of the geological background of its origin. The results, although promising, cannot discount possible inter-annual or annual variation of the Sr isotopic composition of milk. The <sup>87</sup>Sr/<sup>86</sup>Sr ratios of groundwater and surface waters are in good correlation with milk, indicating that the Sr isotopic fingerprint in milk is reflective of cow drinking water. The <sup>87</sup>Sr/<sup>86</sup>Sr ratio has the potential to distinguish between different milk production areas as long as these areas are characterised by geo-lithology. Discriminant analysis (DA) incorporating the elemental composition and stable isotopes of light elements showed that <sup>87</sup>Sr/<sup>86</sup>Sr ratio together with <i>δ</i><sup>13</sup>C<sub>cas</sub> and <i>δ</i><sup>15</sup>N<sub>cas</sub> values have the main discrimination power to distinguish the Quaternary group (group 6) from the others. Group 1 (Cretaceous: Carbonate Rocks and Flysch) is associated with Br content, 1/Sr and <i>δ</i><sup>18</sup>O<sub>w</sub> values. The overall prediction ability was found to be 63.5%. Pairwise comparisons using OPLS-DA confirmed that diet and geologic parameters are important for the separation.https://www.mdpi.com/2304-8158/10/8/1729geographical originmilkcow diet<sup>87</sup>Sr/<sup>86</sup>Srdiscriminant analysis
spellingShingle Staša Hamzić Gregorčič
Nives Ogrinc
Russell Frew
Marijan Nečemer
Lidija Strojnik
Tea Zuliani
The Provenance of Slovenian Milk Using <sup>87</sup>Sr/<sup>86</sup>Sr Isotope Ratios
Foods
geographical origin
milk
cow diet
<sup>87</sup>Sr/<sup>86</sup>Sr
discriminant analysis
title The Provenance of Slovenian Milk Using <sup>87</sup>Sr/<sup>86</sup>Sr Isotope Ratios
title_full The Provenance of Slovenian Milk Using <sup>87</sup>Sr/<sup>86</sup>Sr Isotope Ratios
title_fullStr The Provenance of Slovenian Milk Using <sup>87</sup>Sr/<sup>86</sup>Sr Isotope Ratios
title_full_unstemmed The Provenance of Slovenian Milk Using <sup>87</sup>Sr/<sup>86</sup>Sr Isotope Ratios
title_short The Provenance of Slovenian Milk Using <sup>87</sup>Sr/<sup>86</sup>Sr Isotope Ratios
title_sort provenance of slovenian milk using sup 87 sup sr sup 86 sup sr isotope ratios
topic geographical origin
milk
cow diet
<sup>87</sup>Sr/<sup>86</sup>Sr
discriminant analysis
url https://www.mdpi.com/2304-8158/10/8/1729
work_keys_str_mv AT stasahamzicgregorcic theprovenanceofslovenianmilkusingsup87supsrsup86supsrisotoperatios
AT nivesogrinc theprovenanceofslovenianmilkusingsup87supsrsup86supsrisotoperatios
AT russellfrew theprovenanceofslovenianmilkusingsup87supsrsup86supsrisotoperatios
AT marijannecemer theprovenanceofslovenianmilkusingsup87supsrsup86supsrisotoperatios
AT lidijastrojnik theprovenanceofslovenianmilkusingsup87supsrsup86supsrisotoperatios
AT teazuliani theprovenanceofslovenianmilkusingsup87supsrsup86supsrisotoperatios
AT stasahamzicgregorcic provenanceofslovenianmilkusingsup87supsrsup86supsrisotoperatios
AT nivesogrinc provenanceofslovenianmilkusingsup87supsrsup86supsrisotoperatios
AT russellfrew provenanceofslovenianmilkusingsup87supsrsup86supsrisotoperatios
AT marijannecemer provenanceofslovenianmilkusingsup87supsrsup86supsrisotoperatios
AT lidijastrojnik provenanceofslovenianmilkusingsup87supsrsup86supsrisotoperatios
AT teazuliani provenanceofslovenianmilkusingsup87supsrsup86supsrisotoperatios