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Surface-enhanced Raman spectroscopy introduced into the International Standard Organization (ISO) regulations as an alternative method for detection and identification of pathogens in the food industry

机译:表面增强的拉曼光谱引入国际标准组织(ISO)规则作为替代方法,用于检测和鉴定食品工业中病原体

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摘要

We show that surface-enhanced Raman spectroscopy (SERS) coupled with principal component analysis (PCA) can serve as a fast, reliable, and easy method for detection and identification of food-borne bacteria, namely Salmonella spp., Listeria monocytogenes, and Cronobacter spp., in different types of food matrices (salmon, eggs, powdered infant formula milk, mixed herbs, respectively). The main aim of this work was to introduce the SERS technique into three ISO (6579:2002; 11290-1:1996/A1:2004; 22964:2006) standard procedures required for detection of these bacteria in food. Our study demonstrates that the SERS technique is effective in distinguishing very closely related bacteria within a genus grown on solid and liquid media. The advantages of the proposed ISO-SERS method for bacteria identification include simplicity and reduced time of analysis, from almost 144 h required by standard methods to 48 h for the SERS-based approach. Additionally, PCA allows one to perform statistical classification of studied bacteria and to identify the spectrum of an unknown sample. Calculated first and second principal components (PC-1, PC-2) account for 96, 98, and 90% of total variance in the spectra and enable one to identify the Salmonella spp., L. monocytogenes, and Cronobacter spp., respectively. Moreover, the presented study demonstrates the excellent possibility for simultaneous detection of analyzed food-borne bacteria in one sample test (98% of PC-1 and PC-2) with a goal of splitting the data set into three separated clusters corresponding to the three studied bacteria species. The studies described in this paper suggest that SERS represents an alternative to standard microorganism diagnostic procedures.
机译:我们表明,表面增强的拉曼光谱(SERS)与主要成分分析(PCA)相结合,可用作快速,可靠,易于检测和鉴定食品传播细菌的方法,即沙门氏菌SPP。,histeria单核细胞增生,和克隆术SPP。,在不同类型的食物矩阵(三文鱼,鸡蛋,粉末婴儿配方牛奶,混合草药)。这项工作的主要目的是将SERS技术引入三个ISO(6579:2002; 11290-1:1996 / A1:2004; 22964:2006)检测食物中这些细菌所需的标准程序。我们的研究表明,SERS技术在在固体和液体培养基上生长的属中区分非常密切相关的细菌。所提出的ISO-SERS用于细菌鉴定的方法包括简单性和分析时间,从标准方法所需的近144小时到48小时,对于基于SERS的方法。另外,PCA允许人们对研究的细菌进行统计分类,并识别未知样品的光谱。计算的第一和第二主成分(PC-1,PC-2)占SPECTA总体差异的96,98和90%,并使一个识别沙门氏菌SPP。,L.单核细胞元和克伦易团SPP。 。此外,本研究表明,同时检测一个样品测试(98%的PC-1和PC-2)同时检测分析的食物传播细菌的优异可能性,其目的是将数据分成到与三个对应的三个分离的簇中的目标。研究了细菌种类。本文中描述的研究表明,SERS代表了标准微生物诊断程序的替代品。

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