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Birkinshaw A, Sutter M, Schäufele R, Kreuzer M, Reidy B. Stable isotopic profile of commercial tank milk in relation to grassland based feed proportions in dairy herd diets. Sci Rep 2025; 15:12694. [PMID: 40221488 PMCID: PMC11993563 DOI: 10.1038/s41598-025-97041-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2024] [Accepted: 04/02/2025] [Indexed: 04/14/2025] Open
Abstract
Ours is the first proof-of-concept study to attempt to define stable isotopic ratio (δ) thresholds to ascertain the dietary proportion of grassland-based feeds (GBF) in commercial tank milk. Additionally, the isotopic profile of commercial tank milk produced in Switzerland was characterized. We collected 217 tank milk samples, from 21 dairy farms, over one calendar year to reflect and incorporate seasonal variations in feeding strategies. Thus, a wide range of feeding strategies based on contrasting proportions of total GBF (28-99%) and grazed herbage (0-96%) were represented. Based on mixed-model multiple regression, there was a significant association of δ13C and δ18O values of tank milk and the dietary proportions of GBF and grazed herbage, respectively. For every 10% increase in total GBF, δ13C decreased by 0.673 (R2 = 0.57) and for every 10% increase in grazed herbage, δ18O increased by 0.125 (R2 = 0.51). With this information, δ13C and δ18O values of bulk milk may be suitable starting points for the development of reliable indicators to assess and control the proportion of total GBF and grazed herbage in dairy farm diets. Commercial tank milk produced in Switzerland has a mean value of - 26.0, 5.69, - 7.03 and - 53.4 for δ13C, δ15N, δ18O and δ2H, respectively.
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Affiliation(s)
- Amy Birkinshaw
- School for Agricultural, Forest and Food Sciences (HAFL), Bern University of Applied Sciences (BFH), Laenggasse 85, Zollikofen, 3052, Switzerland
| | - Michael Sutter
- School for Agricultural, Forest and Food Sciences (HAFL), Bern University of Applied Sciences (BFH), Laenggasse 85, Zollikofen, 3052, Switzerland
| | - Rudi Schäufele
- TUM School of Life Sciences, Crop Physiology, Alte Akademie 12, 85354, Freising, Germany
| | - Michael Kreuzer
- Institute of Agricultural Sciences, ETH Zurich, Eschikon 27, Lindau, 8315, Switzerland
| | - Beat Reidy
- School for Agricultural, Forest and Food Sciences (HAFL), Bern University of Applied Sciences (BFH), Laenggasse 85, Zollikofen, 3052, Switzerland.
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Silva M, Booth T, Moore J, Anastasiadou K, Walker D, Gilardet A, Barrington C, Kelly M, Williams M, Henderson M, Smith A, Bowsher D, Montgomery J, Skoglund P. An individual with Sarmatian-related ancestry in Roman Britain. Curr Biol 2024; 34:204-212.e6. [PMID: 38118448 DOI: 10.1016/j.cub.2023.11.049] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2023] [Revised: 10/10/2023] [Accepted: 11/21/2023] [Indexed: 12/22/2023]
Abstract
In the second century CE the Roman Empire had increasing contact with Sarmatians, nomadic Iranian speakers occupying an area stretching from the Pontic-Caspian steppe to the Carpathian mountains, both in the Caucasus and in the Danubian borders of the empire.1,2,3 In 175 CE, following their defeat in the Marcomannic Wars, emperor Marcus Aurelius drafted Sarmatian cavalry into Roman legions and deployed 5,500 Sarmatian soldiers to Britain, as recorded by contemporary historian Cassius Dio.4,5 Little is known about where the Sarmatian cavalry were stationed, and no individuals connected with this historically attested event have been identified to date, leaving its impact on Britain largely unknown. Here we document Caucasus- and Sarmatian-related ancestry in the whole genome of a Roman-period individual (126-228 calibrated [cal.] CE)-an outlier without traceable ancestry related to local populations in Britain-recovered from a farmstead site in present-day Cambridgeshire, UK. Stable isotopes support a life history of mobility during childhood. Although several scenarios are possible, the historical deployment of Sarmatians to Britain provides a parsimonious explanation for this individual's extraordinary life history. Regardless of the factors behind his migrations, these results highlight how long-range mobility facilitated by the Roman Empire impacted provincial locations outside of urban centers.
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Affiliation(s)
- Marina Silva
- Ancient Genomics Laboratory, The Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK.
| | - Thomas Booth
- Ancient Genomics Laboratory, The Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK
| | - Joanna Moore
- Department of Archaeology, Durham University, Lower Mountjoy, South Rd, DH1 3LE, Durham, United Kingdom
| | - Kyriaki Anastasiadou
- Ancient Genomics Laboratory, The Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK
| | - Don Walker
- Museum of London Archaeology (MOLA), Mortimer Wheeler House, 46 Eagle Wharf Road, London N1 7ED, UK
| | - Alexandre Gilardet
- Ancient Genomics Laboratory, The Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK
| | - Christopher Barrington
- Bioinformatics and Biostatistics, The Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK
| | - Monica Kelly
- Ancient Genomics Laboratory, The Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK
| | - Mia Williams
- Ancient Genomics Laboratory, The Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK
| | - Michael Henderson
- Museum of London Archaeology (MOLA), Mortimer Wheeler House, 46 Eagle Wharf Road, London N1 7ED, UK
| | - Alex Smith
- Headland Archaeology, 13 Jane Street, Edinburgh EH6 5HE, UK
| | - David Bowsher
- Museum of London Archaeology (MOLA), Mortimer Wheeler House, 46 Eagle Wharf Road, London N1 7ED, UK
| | - Janet Montgomery
- Department of Archaeology, Durham University, Lower Mountjoy, South Rd, DH1 3LE, Durham, United Kingdom.
| | - Pontus Skoglund
- Ancient Genomics Laboratory, The Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK.
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Varrà MO, Zanardi E, Serra M, Conter M, Ianieri A, Ghidini S. Isotope Fingerprinting as a Backup for Modern Safety and Traceability Systems in the Animal-Derived Food Chain. Molecules 2023; 28:4300. [PMID: 37298773 PMCID: PMC10254398 DOI: 10.3390/molecules28114300] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2023] [Revised: 05/19/2023] [Accepted: 05/22/2023] [Indexed: 06/12/2023] Open
Abstract
In recent years, due to the globalization of food trade and certified agro-food products, the authenticity and traceability of food have received increasing attention. As a result, opportunities for fraudulent practices arise, highlighting the need to protect consumers from economic and health damages. In this regard, specific analytical techniques have been optimized and implemented to support the integrity of the food chain, such as those targeting different isotopes and their ratios. This review article explores the scientific progress of the last decade in the study of the isotopic identity card of food of animal origin, provides the reader with an overview of its application, and focuses on whether the combination of isotopes with other markers increases confidence and robustness in food authenticity testing. To this purpose, a total of 135 studies analyzing fish and seafood, meat, eggs, milk, and dairy products, and aiming to examine the relation between isotopic ratios and the geographical provenance, feeding regime, production method, and seasonality were reviewed. Current trends and major research achievements in the field were discussed and commented on in detail, pointing out advantages and drawbacks typically associated with this analytical approach and arguing future improvements and changes that need to be made to recognize it as a standard and validated method for fraud mitigation and safety control in the sector of food of animal origin.
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Affiliation(s)
- Maria Olga Varrà
- Department of Food and Drug, University of Parma, 43126 Parma, Italy
| | - Emanuela Zanardi
- Department of Food and Drug, University of Parma, 43126 Parma, Italy
| | - Matteo Serra
- Department of Food and Drug, University of Parma, 43126 Parma, Italy
| | - Mauro Conter
- Department of Veterinary Science, University of Parma, 43126 Parma, Italy
| | - Adriana Ianieri
- Department of Food and Drug, University of Parma, 43126 Parma, Italy
| | - Sergio Ghidini
- Department of Food and Drug, University of Parma, 43126 Parma, Italy
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Rogers KM, Phillips A, Fitzgerald J, Rogers P, Cooper J, Pearson AJ, Nie J, Liu Z, Zhang Y, Shao S, Yuan Y. Use of stable isotopes to characterise New Zealand butter in a global market. Int Dairy J 2023. [DOI: 10.1016/j.idairyj.2023.105615] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/11/2023]
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Stable isotope ratio analysis of lactose as a possible potential geographical tracer of milk. Food Control 2022. [DOI: 10.1016/j.foodcont.2022.109051] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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O'Sullivan R, Schmidt O, Monahan FJ. Stable isotope ratio analysis for the authentication of milk and dairy ingredients: A review. Int Dairy J 2022. [DOI: 10.1016/j.idairyj.2021.105268] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
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Kalpage M, Dissanayake C, Diyabalanage S, Chandrajith R, Frew R, Fernando R. Stable Isotope and Element Profiling for Determining the Agroclimatic Origin of Cow Milk within a Tropical Country. Foods 2022; 11:foods11030275. [PMID: 35159427 PMCID: PMC8834379 DOI: 10.3390/foods11030275] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2021] [Revised: 12/16/2021] [Accepted: 12/17/2021] [Indexed: 01/06/2023] Open
Abstract
Information on the geographic origin of milk is important in determining quality attributes and for economic gain through building brand value associated with origin. Stable isotope signatures and trace element concentrations have been increasingly used in authentication of milk, though information on the power of such technology in verifying agroclimatic origin in small continents with diverse climatic, environmental conditions, and animal management practice is scarce. Therefore, the main objective of this study was to investigate the possibility of using a stable isotope composition of C, N, O, and H and element fingerprints to determine the agroclimatic origin of milk produced in different agroclimatic zones of Sri Lanka. Stable isotopes ratios of C, N, H, and O, and elemental fingerprints of milk samples were determined by IRMS and ICP-MS, respectively. Significant variations were observed in stable isotope ratios, especially δ18O and the mean content of Li, Al, Cr, Mn, and Sr in the bulk milk samples obtained from different agroclimatic zones. A linear discriminant analysis differentiated cow milk produced from four agroclimatic zones based on stable isotope ratios, and the inclusion of elemental ratios enhanced the discriminating ability.
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Affiliation(s)
- Maheshika Kalpage
- Sri Lanka Atomic Energy Board, Orugodawatta, Wellampitiya 00900, Sri Lanka; (M.K.); (C.D.)
| | - Champa Dissanayake
- Sri Lanka Atomic Energy Board, Orugodawatta, Wellampitiya 00900, Sri Lanka; (M.K.); (C.D.)
| | - Saranga Diyabalanage
- Instrument Center, Faculty of Applied Sciences, University of Sri Jayewardenepura, Nugegoda 10250, Sri Lanka;
- Ecosphere Resilience Research Center, Faculty of Applied Sciences, University of Sri Jayewardenepura, Nugegoda 10250, Sri Lanka
| | - Rohana Chandrajith
- Department of Geology, Faculty of Science, University of Peradeniya, Peradeniya 20400, Sri Lanka;
| | - Russell Frew
- Department of Chemistry, University of Otago, Dunedin 9016, New Zealand;
| | - Ruchika Fernando
- Department of Veterinary Public Health and Pharmacology, Faculty of Veterinary Medicine and Animal Science, University of Peradeniya, Peradeniya 20400, Sri Lanka
- Correspondence: ; Tel.: +94-71137-3743
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Boito M, Iacumin P, Rossi M, Ogrinc N, Venturelli G. Isotope partitioning between cow milk and farm water: A tool for verification of milk provenance. RAPID COMMUNICATIONS IN MASS SPECTROMETRY : RCM 2021; 35:e9160. [PMID: 34233377 PMCID: PMC8519040 DOI: 10.1002/rcm.9160] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/27/2021] [Revised: 06/28/2021] [Accepted: 07/03/2021] [Indexed: 06/12/2023]
Abstract
RATIONALE The oxygen and hydrogen isotope compositions of the water component of the milk from nine Italian dairy farms were studied together with the farm water for one year. The aim was to verify the importance of farm water and seasonal temperature variation on milk isotope values and propose mathematical relations as new tools to identify the milk origin. METHODS Milk was centrifuged to separate the solids and then distilled under vacuum to separate water. δ(18 O/16 O) and δ(2 H/1 H) analyses of the water molecules were carried out using a water equilibrator online with a mass spectrometer. For oxygen and hydrogen isotope determination, water was equilibrated with pure CO2 for 7.5 h and with pure H2 for 5 h, respectively. The isotope ratio value is indicated with δ (expressed on the VSMOW/SLAP scale) as defined by IUPAC. RESULTS The average annual isotope value of milk at the different cattle sheds is mostly related to the farm water suggesting that the drinking water is the most important factor influencing the isotopic values of the milk water. The milk/water fractionation factor correlates with the milking time and, thus, the seasonal temperature is best described by a 4th order polynomial regression line. A two-level check model was used to verify the milking provenance. CONCLUSIONS This study shows that it is essential to analyze both milk and farm water to indicate provenance. A two-step verification tool, based on the difference between the measured and calculated δ(18 O/16 O)M values, and the difference between the calculated and estimated milk-water fractionation factors, allowed the source determination of milk. Both conditions must be met if the milk is considered to be from the Parmigiano-Reggiano production region. Although this approach was developed for this region, it can easily be tested and adapted to other dairy production areas.
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Affiliation(s)
- Marta Boito
- Department of Chemistry, Life Sciences, and Environmental Sustainability, Parco area delle Scienze 157/AUniversity of ParmaParmaItaly
| | - Paola Iacumin
- Department of Chemistry, Life Sciences, and Environmental Sustainability, Parco area delle Scienze 157/AUniversity of ParmaParmaItaly
| | - Mattia Rossi
- Department of Chemistry, Life Sciences, and Environmental Sustainability, Parco area delle Scienze 157/AUniversity of ParmaParmaItaly
| | - Nives Ogrinc
- Department of Environmental SciencesJožef Stefan InstituteLjubljanaSlovenia
| | - Giampiero Venturelli
- Department of Chemistry, Life Sciences, and Environmental Sustainability, Parco area delle Scienze 157/AUniversity of ParmaParmaItaly
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9
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Origin verification of imported infant formula and fresh milk into China using stable isotope and elemental chemometrics. Food Control 2021. [DOI: 10.1016/j.foodcont.2021.108165] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
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10
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O'Sullivan R, Monahan FJ, Bahar B, Kirwan L, Pierce K, O'Shea A, McElroy S, Malone F, Hanafin B, Molloy S, Evans AC, Schmidt O. Stable isotope profile (C, N, O, S) of Irish raw milk: Baseline data for authentication. Food Control 2021. [DOI: 10.1016/j.foodcont.2020.107643] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
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Geographical verification of Slovenian milk using stable isotope ratio, multi-element and multivariate modelling approaches. Food Chem 2020; 326:126958. [PMID: 32416418 DOI: 10.1016/j.foodchem.2020.126958] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2019] [Revised: 04/05/2020] [Accepted: 04/29/2020] [Indexed: 12/13/2022]
Abstract
This work examines the use of stable isotopes and elemental composition for determining geographical origin and authenticity of cow milk from four geographical regions of Slovenian. Samples (277) were collected during summer and winter (2012-2014). It was possible to discriminate milk samples according to the year, season and production region using discriminant analysis (DA). The overall temporal prediction variability was 84.6% and 56.4% for regional differences. It was also possible to discriminate milk from three geographic regions, although Alpine samples overlap with Dinaric and Pannonian ones. Prediction ability was the highest for the Pannonian (82.1%) and lowest (26.9%) for the Alpine region. Pairwise comparison using OPLS-DA also displaying good regional predictability (≥0.77) with δ13Ccas values and Br content carrying the most variance. A model based on DD-SIMCA was also developed and applied to the control of Slovenian milk. The results revealed the mislabeling of three Slovenian milk products.
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12
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Hamzić Gregorčič S, Potočnik D, Camin F, Ogrinc N. Milk Authentication: Stable Isotope Composition of Hydrogen and Oxygen in Milks and Their Constituents. Molecules 2020; 25:E4000. [PMID: 32887306 PMCID: PMC7504733 DOI: 10.3390/molecules25174000] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2020] [Revised: 08/17/2020] [Accepted: 09/01/2020] [Indexed: 11/16/2022] Open
Abstract
This paper summarises the isotopic characteristics, i.e., oxygen and hydrogen isotopes, of Slovenian milk and its major constituents: water, casein, and lactose. In parallel, the stable oxygen isotope ratios of cow, sheep, and goat's milk were compared. Oxygen stable isotope ratios in milk water show seasonal variability and are also 18O enriched in relation to animal drinking water. The δ18Owater values were higher in sheep and goat's milk when compared to cow milk, reflecting the isotopic composition of drinking water source and the effect of differences in the animal's thermoregulatory physiologies. The relationship between δ18Omilk and δ18Olactose is an indication that even at lower amounts (>7%) of added water to milk can be determined. This procedure once validated on an international scale could become a reference method for the determination of milk adulteration with water.
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Affiliation(s)
- Staša Hamzić Gregorčič
- Department of Environmental Sciences, Jožef Stefan Institute, Jamova 39, 1000 Ljubljana, Slovenia; (S.H.G.); (D.P.)
- Jožef Stefan International Postgraduate School, Jamova 39, 1000 Ljubljana, Slovenia
| | - Doris Potočnik
- Department of Environmental Sciences, Jožef Stefan Institute, Jamova 39, 1000 Ljubljana, Slovenia; (S.H.G.); (D.P.)
- Jožef Stefan International Postgraduate School, Jamova 39, 1000 Ljubljana, Slovenia
| | - Federica Camin
- Department of Food Quality and Nutrition, Research and Innovation Centre, Fondazione Edmund Mach, via Mach 1, 38010 San Michele all’Adige, Italy;
- Center Agriculture Food Environment (C3A), University of Trento, via Mach 1, 38010 San Michele all’Adige (TN), Italy
| | - Nives Ogrinc
- Department of Environmental Sciences, Jožef Stefan Institute, Jamova 39, 1000 Ljubljana, Slovenia; (S.H.G.); (D.P.)
- Jožef Stefan International Postgraduate School, Jamova 39, 1000 Ljubljana, Slovenia
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Wijenayake K, Frew R, McComb K, Van Hale R, Clarke D. Feasibility of Casein to Record Stable Isotopic Variation of Cow Milk in New Zealand. Molecules 2020; 25:E3658. [PMID: 32796646 PMCID: PMC7464366 DOI: 10.3390/molecules25163658] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2020] [Revised: 08/05/2020] [Accepted: 08/07/2020] [Indexed: 11/17/2022] Open
Abstract
Dairy products occupy a special place among foods in contributing to a major part of our nutritional requirements, while also being prone to fraud. Hence, the verification of the authenticity of dairy products is of prime importance. Multiple stable isotopic studies have been undertaken that demonstrate the efficacy of this approach for the authentication of foodstuffs. However, the authentication of dairy products for geographic origin has been a challenge due to the complex interactions of geological and climatic drivers. This study applies stable isotope measurements of d2H, d18O, d13C and d15N values from casein to investigate the inherent geo-climatic variation across dairy farms from the South and North Islands of New Zealand. The stable isotopic ratios were measured for casein samples which had been separated from freeze-dried whole milk samples. As uniform feeding and fertilizer practices were applied throughout the sampling period, the subtropical (North Island) and temperate (South Island) climates were reflected in the variation of d13C and d15N. However, highly correlated d2H and d18O (r = 0.62, p = 6.64 × 10-10, a = 0.05) values did not differentiate climatic variation between Islands, but rather topographical locations. The highlight was the strong influence of d15N towards explaining climatic variability, which could be important for further discussion.
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Affiliation(s)
- Kavindra Wijenayake
- Department of Chemistry, University of Otago, P. O. Box 56, Dunedin 9054, New Zealand; (K.W.); (K.M.)
| | - Russell Frew
- Department of Chemistry, University of Otago, P. O. Box 56, Dunedin 9054, New Zealand; (K.W.); (K.M.)
- Isotrace NZ LTD, 167 High St, Dunedin 9016, New Zealand; (R.V.H.); (D.C.)
| | - Kiri McComb
- Department of Chemistry, University of Otago, P. O. Box 56, Dunedin 9054, New Zealand; (K.W.); (K.M.)
| | - Robert Van Hale
- Isotrace NZ LTD, 167 High St, Dunedin 9016, New Zealand; (R.V.H.); (D.C.)
| | - Dianne Clarke
- Isotrace NZ LTD, 167 High St, Dunedin 9016, New Zealand; (R.V.H.); (D.C.)
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