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威尼托原产地保护葡萄酒的可追溯性:微量元素、同位素和化学计量分析。

Venetian Protected Designation of origin wines traceability: Multi-elemental, isotopes and chemometric analysis.

机构信息

Department of Management, Sapienza University of Rome, Rome, Italy.

Trace Technologies S.r.l., Nereto, Teramo, Italy.

出版信息

Food Chem. 2023 Mar 15;404(Pt B):134771. doi: 10.1016/j.foodchem.2022.134771. Epub 2022 Oct 28.

Abstract

The traceability and authentication of PDOs wines are important issues for safeguarding their production and distribution systems. This paper evaluated seven Venetian PDO wines, i.e., Amarone, Bardolino, Custoza, Pinot Grigio, Recioto, Soave and Valpolicella. For this purpose, 219 wine samples from the Veneto region were characterised by determining 63 elements and six isotope ratios by HR-ICP-MS and MC-ICP-MS. Chemometric tools highlighted As, Ca, Cs, δB and Sr/Sr as the most informative variables to differentiate the PDOs. Seven classification methods, such as Linear Discriminant Analysis, Quadratic Discriminant Analysis, k-Nearest Neighbours, Naïve Bayes, Random Forest, Artificial Neural Networking, and Support Vector Machine were tested and perform a correct classification for Amarone, Bardolino, Pinot Grigio and Recioto PDOs. This paper successfully proposes for the first time advanced traceability tools of seven Venetian PDO by the use of an integrated approach of multi-elemental and isotopes followed by chemometrics analysis.

摘要

PDO 葡萄酒的可追溯性和真实性是保障其生产和分销系统的重要问题。本文评估了来自威尼托地区的 7 种 PDO 葡萄酒,包括阿玛罗尼、巴多利诺、库斯托扎、灰皮诺、雷乔托、索阿韦和瓦坡里切拉。为此,通过高分辨率电感耦合等离子体质谱法(HR-ICP-MS)和多接收电感耦合等离子体质谱法(MC-ICP-MS)测定了 219 个酒样中的 63 种元素和 6 种同位素比值。化学计量学工具突出了 As、Ca、Cs、δB 和 Sr/Sr 作为区分 PDO 的最具信息量的变量。本文测试了 7 种分类方法,如线性判别分析、二次判别分析、k-最近邻、朴素贝叶斯、随机森林、人工神经网络和支持向量机,它们能够正确地对阿玛罗尼、巴多利诺、灰皮诺和雷乔托 PDO 进行分类。本文首次成功地提出了一种通过多元素和同位素的综合方法以及化学计量学分析来对 7 种威尼托 PDO 进行先进追溯的工具。

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