Principal component analysis of MALDI-TOF MS of whole-cell foodborne pathogenic bacteria

被引:15
|
作者
Yan, Wenjing [1 ]
Qian, Jing [1 ]
Ge, Yongjie [1 ]
Ye, Keping [1 ]
Zhou, Cunshan [2 ]
Zhang, Houseng [3 ]
机构
[1] Nanjing Agr Univ, Coll Food Sci & Technol, Natl Ctr Meat Qual & Safety Control, Nanjing 210095, Peoples R China
[2] Jiangsu Univ, Sch Food & Biol Engn, 301 Xuefu Rd, Zhenjiang 212013, Jiangsu, Peoples R China
[3] Nutrients & Tox Testing Ctr Jiangsu Prov, Phys & Chem Testing Ctr Jiangsu Prov, Nanjing 210042, Peoples R China
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
MALDI-TOF MS; PCA; Whole-cell identification; Pathogenic bacteria; ASSISTED-LASER-DESORPTION/IONIZATION; FOOD-BORNE PATHOGENS; LISTERIA-MONOCYTOGENES; RAPID IDENTIFICATION; SALMONELLA; PCR;
D O I
10.1016/j.ab.2020.113582
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
The rapid and accurate identification of foodborne pathogenic bacteria is of great importance for human health. Matrix-assisted laser desorption/ionization-time of flight mass spectrometry (MALDI-TOF MS) can be used to rapidly and sensitively identify microorganisms but is limited by the expensive protein databases available. In this study, we established a whole-cell method for the identification of foodborne pathogenic bacteria, using MALDI-TOF MS and principal component analysis (PCA), which did not use protein extractions or expensive protein databases. Thirty strains comprising six common foodborne pathogenic bacteria, namely, Shigella flexneri, Escherichia coll., Staphylococcus aureus, Salmonella enteritidis, Pseudomonas aeruginosa, and Listeria monocytogenes were analyzed using MALDI-TOF MS. The culture time, matrix, and spotting method were optimized based on peak intensity and deviation. A PCA was performed to analyze the mass spectrometry results of six samples and proved capable of identifying significant changes in those samples. It was found that directly applying MALDI-TOF MS analysis to whole-cell bacteria, without protein extraction, exhibited rich peak contents and a high level of reproducibility. MALDI-TOF MS combined with PCA is a promising method of rapidly identifying pathogens in food products.
引用
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页数:7
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