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联合偏最小二乘法分析蛋白质色谱图检测牛奶混合物和奶酪中的掺假。

Analysis of protein chromatographic profiles joint to partial least squares to detect adulterations in milk mixtures and cheeses.

机构信息

Department of Chemistry, Faculty of Sciences, University of Burgos, Pza. Misael Bañuelos s/n, 09001 Burgos, Spain.

出版信息

Talanta. 2010 Apr 15;81(1-2):255-64. doi: 10.1016/j.talanta.2009.11.067. Epub 2009 Dec 5.

Abstract

To prevent possible frauds and give more protection to companies and consumers it is necessary to control that the types of milk used in the elaboration of dairy products correspond to those appearing in their label. Therefore, it is greatly interesting to have efficient, quick and cheap methods of analysis to identify them. In the present work, the multivariate data are the protein chromatographic profiles of cheese and milk extracts, obtained by high-performance liquid chromatography with diode-array detection (HPLC-DAD). These data correspond to pure samples of bovine, ovine and caprine milk, and also to binary and ternary mixtures. The structure of the data is studied through principal component analysis (PCA), whereas the percentage of each kind of milk has been determined by a partial least squares (PLS) calibration model. In cheese elaborated with mixtures of milk, the procedure employed allows one to detect 3.92, 2.81 and 1.47% of ovine, caprine and bovine milk, respectively, when the probability of false non-compliance is fixed at 0.05. These percentages reach 7.72, 5.52 and 2.89%, respectively, when both the probability of false non-compliance and false compliance are fixed at 0.05.

摘要

为了防止可能出现的欺诈行为,并为公司和消费者提供更多保护,有必要控制乳制品生产中使用的牛奶类型与标签上显示的类型相符。因此,拥有高效、快速和廉价的分析方法来识别它们是非常重要的。在本工作中,多元数据是奶酪和牛奶提取物的蛋白质色谱图,通过高效液相色谱法与二极管阵列检测(HPLC-DAD)获得。这些数据对应于牛、羊和山羊奶的纯样本,以及二元和三元混合物。通过主成分分析(PCA)研究数据结构,而通过偏最小二乘(PLS)校准模型确定每种牛奶的百分比。在由牛奶混合物制成的奶酪中,当概率固定在 0.05 时,所采用的程序允许检测到分别为 3.92%、2.81%和 1.47%的绵羊、山羊和牛奶。当概率固定在 0.05 时,假不合格和假合格的概率都固定在 0.05,这三个百分比分别达到 7.72%、5.52%和 2.89%。

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