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欺诈者的机会:在普通的标准化傅里叶变换红外光谱测量中,何时有利可图的牛奶掺假行为会不被察觉?

Opportunities for fraudsters: When would profitable milk adulterations go unnoticed by common, standardized FTIR measurements?

作者信息

Yang Yuzheng, Hettinga Kasper A, Erasmus Sara W, Pustjens Annemieke M, van Ruth Saskia M

机构信息

Food Quality and Design Group, Wageningen University and Research, P.O. Box 17, 6700 AA Wageningen, the Netherlands; Wageningen Food Safety Research, Part of Wageningen University and Research, P.O. Box 230, 6700 AE Wageningen, the Netherlands.

Food Quality and Design Group, Wageningen University and Research, P.O. Box 17, 6700 AA Wageningen, the Netherlands.

出版信息

Food Res Int. 2020 Oct;136:109543. doi: 10.1016/j.foodres.2020.109543. Epub 2020 Jul 14.

Abstract

Milk is regarded as one of the top food products susceptible to adulteration where its valuable components are specifically identified as high-risk indicators for milk fraud. The current study explores the impact of common milk adulterants on the apparent compositional parameters of milk from the Dutch market as measured by standardized Fourier transform infrared (FTIR) spectroscopy. More precisely, it examines the detectability of these adulterants at various concentration levels using the compositional parameters individually, in a univariate manner, and together in a multivariate approach. In this study we used measured boundaries but also more practical variance-adjusted boundaries to set thresholds for detection of adulteration. The potential economic impact of these adulterations under a milk payment scheme is also evaluated. Twenty-four substances were used to produce various categories of milk adulterations, each at four concentration levels. These substances comprised five protein-rich adulterants, five nitrogen-based adulterants, seven carbohydrate-based adulterants, six preservatives and water, resulting in a set of 360 samples to be analysed. The results showed that the addition of protein-rich adulterants, as well as dicyandiamide and melamine, increased the apparent protein content, while the addition of carbohydrate-based adulterants, whey protein isolate, and skimmed milk powder, increased the apparent lactose content. When considering the compositional parameters univariately, especially protein- and nitrogen-based adulterants did not raise a flag of unusual apparent concentrations at lower concentration levels. Addition of preservatives also went unnoticed. The multivariate approach did not improve the level of detection. Regarding the potential profit of milk adulteration, whey protein and corn starch seem particularly interesting. Combining the artificial inflation of valuable components, the resulting potential profit, and the gaps in detection, it appears that the whey protein isolates deserve particular attention when thinking like a criminal.

摘要

牛奶被视为最易掺假的食品之一,其重要成分被明确认定为牛奶欺诈的高风险指标。本研究探讨了常见牛奶掺假物对荷兰市场牛奶表观成分参数的影响,这些参数通过标准化傅里叶变换红外(FTIR)光谱法测量。更确切地说,本研究分别以单变量方式使用成分参数,并以多变量方法综合使用这些参数,考察了不同浓度水平下这些掺假物的可检测性。在本研究中,我们使用了实测界限以及更具实际意义的方差调整界限来设定掺假检测阈值。我们还评估了在牛奶支付方案下这些掺假行为可能产生的经济影响。使用24种物质制作了各类牛奶掺假样本,每种物质设置了四个浓度水平。这些物质包括五种富含蛋白质的掺假物、五种含氮掺假物、七种含碳水化合物的掺假物、六种防腐剂和水,共得到360个待分析样本。结果表明,添加富含蛋白质的掺假物以及双氰胺和三聚氰胺会使表观蛋白质含量增加,而添加含碳水化合物的掺假物、乳清蛋白分离物和脱脂奶粉会使表观乳糖含量增加。单变量考虑成分参数时,尤其是在较低浓度水平下,富含蛋白质和含氮的掺假物并未引起表观浓度异常的警示。添加防腐剂也未被察觉。多变量方法并未提高检测水平。关于牛奶掺假的潜在获利情况,乳清蛋白和玉米淀粉似乎特别值得关注。综合考虑有价值成分的人为虚增、由此产生的潜在获利以及检测漏洞,从犯罪分子的角度来看,乳清蛋白分离物似乎值得特别关注。

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