FTIR-assisted MALDI-TOF MS for the identification and typing of bacteria

被引:53
作者
Feng, Bin [1 ]
Shi, Haimei [2 ,3 ]
Xu, Fuxing [2 ]
Hu, Fupin [4 ]
He, Jian [1 ]
Yang, Huayan [2 ]
Ding, Chuanfan [2 ]
Chen, Wenxiang [1 ]
Yu, Shaoning [2 ,3 ]
机构
[1] Xiamen Univ, Sch Aerosp Engn, Xiamen 361005, Fujian, Peoples R China
[2] Ningbo Univ, Sch Mat Sci & Chem Engn, Inst Mass Spectrometry, Zhejiang Prov Key Lab Adv Mass Spectrometry & Mol, Ningbo 315211, Zhejiang, Peoples R China
[3] Fudan Univ, Dept Chem, Shanghai 200433, Peoples R China
[4] Fudan Univ, Huashan Hosp, Inst Antibiot, Shanghai 200433, Peoples R China
基金
中国国家自然科学基金;
关键词
Bacterial identification; Bacterial typing; FTIR; MALDI-TOF MS; Data fusion; DESORPTION IONIZATION-TIME; MASS-SPECTROMETRY; ESCHERICHIA-COLI; PHYLOGENETIC CLASSIFICATION; ROUTINE IDENTIFICATION; INFRARED-SPECTROSCOPY; RIBOSOMAL-PROTEINS; MICROFLEX LT; VITEK MS; DIFFERENTIATION;
D O I
10.1016/j.aca.2020.03.037
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
MALDI-TOF MS is well-recognized for microbial identification and widely used in research and clinical fields due to its specificity, speed of analysis, and low cost of consumables. However, the classification or identification accuracy is poor for E. coli and Shigella. In addition, FTIR is a promising tool for bacterial typing. In this study, 14 strains of E. coli and 9 strains of Shigella were typed by both MALDI-TOF MS and FTIR techniques. Alternatively, a data fusion strategy using these two approaches was attempted to achieve better typing accuracy. Hierarchical clustering analysis (HCA) revealed that the typing accuracies for selected E. coli and Shigella from blood agar were 65.2%, 78.3%, and 100% for MALDI-TOF MS, FTIR, and FTIR combined with MALDI-TOF MS, respectively. Based on these results, a library constructed of the MS-IR fusion data was employed to identify individual bacteria at the strain level, and the library-based typing accuracies for 207 test spectra of sample strains from three different culture media yielded 97.6% accuracy for distinguishing between E. coli and Shigella at genus level. For species level and strain level, it yielded 95.2% and 92.3% typing accuracy, respectively. These results indicate that FTIR is a better technique for typing selected E. coli and Shigella than MALDI-TOF MS, and the accuracy is increased by combining the data from MALDI-TOF MS and FTIR spectroscopy. FTIR could be used to supplement MALDI-TOF MS for the identification and typing of taxonomic microorganisms. (C) 2020 Elsevier B.V. All rights reserved.
引用
收藏
页码:75 / 82
页数:8
相关论文
共 47 条
[1]   Use of MALDI-TOF mass spectrometry for identification of bacteria that are difficult to culture [J].
Biswas, Silpak ;
Rolain, Jean-Marc .
JOURNAL OF MICROBIOLOGICAL METHODS, 2013, 92 (01) :14-24
[2]   A Review of Data Fusion Techniques [J].
Castanedo, Federico .
SCIENTIFIC WORLD JOURNAL, 2013,
[3]   MetaboAnalyst 4.0: towards more transparent and integrative metabolomics analysis [J].
Chong, Jasmine ;
Soufan, Othman ;
Li, Carin ;
Caraus, Iurie ;
Li, Shuzhao ;
Bourque, Guillaume ;
Wishart, David S. ;
Xia, Jianguo .
NUCLEIC ACIDS RESEARCH, 2018, 46 (W1) :W486-W494
[4]   Applications of MALDI-TOF mass spectrometry in clinical diagnostic microbiology [J].
Croxatto, Antony ;
Prod'hom, Guy ;
Greub, Gilbert .
FEMS MICROBIOLOGY REVIEWS, 2012, 36 (02) :380-407
[5]   Implementation of Fourier transform infrared spectroscopy for the rapid typing of uropathogenic Escherichia coli [J].
Dawson, S. E. ;
Gibreel, T. ;
Nicolaou, N. ;
AlRabiah, H. ;
Xu, Y. ;
Goodacre, R. ;
Upton, M. .
EUROPEAN JOURNAL OF CLINICAL MICROBIOLOGY & INFECTIOUS DISEASES, 2014, 33 (06) :983-988
[6]   Comparison of the Vitek MS and Bruker Microflex LT MALDI-TOF MS platforms for routine identification of commonly isolated bacteria and yeast in the clinical microbiology laboratory [J].
Deak, Eszter ;
Charlton, Carmen L. ;
Bobenchik, April M. ;
Miller, Shelley A. ;
Pollett, Simon ;
McHardy, Ian H. ;
Wu, Max T. ;
Garner, Omai B. .
DIAGNOSTIC MICROBIOLOGY AND INFECTIOUS DISEASE, 2015, 81 (01) :27-33
[7]  
Dinkelacker AG, 2018, J CLIN MICROBIOL, V56, DOI [10.1128/jcm.00843-18, 10.1128/JCM.00843-18]
[8]   A systematic review of matrix-assisted laser desorption/ionisation time-of-flight mass spectrometry compared to routine microbiological methods for the time taken to identify microbial organisms from positive blood cultures [J].
Dixon, P. ;
Davies, P. ;
Hollingworth, W. ;
Stoddart, M. ;
MacGowan, A. .
EUROPEAN JOURNAL OF CLINICAL MICROBIOLOGY & INFECTIOUS DISEASES, 2015, 34 (05) :863-876
[9]   Identification of lactic acid bacteria using FTIR spectroscopy and cluster analysis [J].
Dziuba, Bartlomiej ;
Babuchowski, Andrzej ;
Nalecz, Dorota ;
Niklewicz, Marta .
INTERNATIONAL DAIRY JOURNAL, 2007, 17 (03) :183-189
[10]   Use of ribosomal proteins as biomarkers for identification of Flavobacterium psychrophilum by MALDI-TOF mass spectrometry [J].
Fernandez-Alvarez, Clara ;
Tones-Corral, Yolanda ;
Santos, Ysabel .
JOURNAL OF PROTEOMICS, 2018, 170 :59-69