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基于 H 和 2D NMR 的代谢组学和化学计量学的联合使用进行非靶向生物标志物筛选和复原乳鉴定。

The combined use of H and 2D NMR-based metabolomics and chemometrics for non-targeted screening of biomarkers and identification of reconstituted milk.

机构信息

Key Laboratory of Agro-Product Quality and Safety, Institute of Quality Standards and Testing Technology for Agro-Products, Chinese Academy of Agricultural Sciences (CAAS), Beijing, China.

Chemistry Department, University of Otago, Dunedin, New Zealand.

出版信息

J Sci Food Agric. 2019 Nov;99(14):6455-6461. doi: 10.1002/jsfa.9924. Epub 2019 Aug 12.

Abstract

BACKGROUND

The illegal undeclared addition of reconstituted milk powder to ultra-heat treated (UHT) milk to lower production costs is an example of economically motivated adulteration. This activity not only defrauds consumers but also places honest traders at a disadvantage, which could damage the reputation of milk producers and reduce the integrity of the markets. In this research, a non-targeted analytical strategy that combines proton ( H) nuclear magnetic resonance (NMR) spectroscopy with a chemometrics data mining tool was developed for the authentication of bovine UHT milk.

RESULTS

Unsupervised principal component analysis was used to distinguish UHT and tap-water-reconstituted powdered milk. Partial least squares-discriminant analysis (PLS-DA) with R (Y) and Q equal to 0.859 and 0.748, respectively, was used to differentiate UHT and reconstituted milk samples. Three compounds were selected as biomarkers to distinguish UHT and reconstituted milk and identified according to the standard NMR-spectra database. Finally, a PLS-DA model was established, according to the characteristic spectral bands, to identify UHT milk and reconstituted milk.

CONCLUSION

This procedure demonstrated the feasibility of using non-targeted NMR profiling combined with chemometric analysis to combat mislabeling and fraudulent practices in milk production. © 2019 Society of Chemical Industry.

摘要

背景

为降低生产成本,非法将复原乳添加到超高温处理(UHT)牛奶中,属于经济利益驱动型掺假。这种行为不仅欺骗了消费者,还使诚实的商人处于劣势,这可能会损害牛奶生产者的声誉,降低市场的完整性。在这项研究中,开发了一种结合质子(H)核磁共振(NMR)光谱和化学计量学数据挖掘工具的非靶向分析策略,用于鉴定巴氏杀菌 UHT 牛奶。

结果

无监督主成分分析用于区分 UHT 和自来水再制奶粉。偏最小二乘判别分析(PLS-DA)的 R(Y)和 Q 值分别为 0.859 和 0.748,用于区分 UHT 和再制奶样品。选择了三个化合物作为区分 UHT 和再制奶的生物标志物,并根据标准 NMR 谱数据库进行了鉴定。最后,根据特征光谱带建立了 PLS-DA 模型,以识别 UHT 牛奶和再制牛奶。

结论

该程序证明了使用非靶向 NMR 剖析结合化学计量学分析来打击牛奶生产中标签错误和欺诈行为的可行性。© 2019 化学工业协会。

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