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
[21]   LIMPIC: a computational method for the separation of protein MALDI-TOF-MS signals from noise [J].
Mantini, Dante ;
Petrucci, Francesca ;
Pieragostino, Damiana ;
Del Boccio, Piero ;
Di Nicola, Marta ;
Di Ilio, Carmine ;
Federici, Giorgio ;
Sacchetta, Paolo ;
Comani, Silvia ;
Urbani, Andrea .
BMC BIOINFORMATICS, 2007, 8 (1)
[22]   Comparison of the Microflex LT and Vitek MS Systems for Routine Identification of Bacteria by Matrix-Assisted Laser Desorption Ionization-Time of Flight Mass Spectrometry [J].
Martiny, Delphine ;
Busson, Laurent ;
Wybo, Ingrid ;
El Haj, Rachid Ait ;
Dediste, Anne ;
Vandenberg, Olivier .
JOURNAL OF CLINICAL MICROBIOLOGY, 2012, 50 (04) :1313-1325
[23]  
Naumann D., 2000, Encyclopedia of analytical chemistry, P102, DOI [DOI 10.1002/9780470027318.A0117.PUB2, 10.1002/9780470027318.a0117]
[24]   Rapid and reliable discrimination between Shigella species and Escherichia coli using MALDI-TOF mass spectrometry [J].
Paauw, Armand ;
Jonker, Debby ;
Roeselers, Guus ;
Heng, Jonathan M. E. ;
Mars-Groenendijk, Roos H. ;
Trip, Hein ;
Molhoek, E. Margo ;
Jansen, Hugo-Jan ;
van der Plas, Jan ;
de Jong, Ad L. ;
Majchrzykiewicz-Koehorsta, Joanna A. ;
Speksnijder, Arjen G. C. L. .
INTERNATIONAL JOURNAL OF MEDICAL MICROBIOLOGY, 2015, 305 (4-5) :446-452
[25]   Discrimination of Salmonella enterica serotypes by Fourier transform infrared spectroscopy [J].
Preisner, Ornella Ewa ;
Menezes, Jose Cardoso ;
Guiomar, Raquel ;
Machado, Jorge ;
Lopes, Joao Almeida .
FOOD RESEARCH INTERNATIONAL, 2012, 45 (02) :1058-1064
[26]   Multiple independent origins of Shigella clones of Escherichia coli and convergent evolution of many of their characteristics [J].
Pupo, GM ;
Lan, RT ;
Reeves, PR .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2000, 97 (19) :10567-10572
[27]   Evaluation of matrix-assisted laser desorption/ionisation time-of-flight (MALDI-TOF) mass spectrometry for identification of Candida parapsilosis, C. orthopsilosis and C. metapsilosis [J].
Quiles-Melero, I. ;
Garcia-Rodriguez, J. ;
Gomez-Lopez, A. ;
Mingorance, J. .
EUROPEAN JOURNAL OF CLINICAL MICROBIOLOGY & INFECTIOUS DISEASES, 2012, 31 (01) :67-71
[28]   An Overview of the Evolution of Infrared Spectroscopy Applied to Bacterial Typing [J].
Quintelas, Cristina ;
Ferreira, Eugenio C. ;
Lopes, Joao A. ;
Sousa, Clara .
BIOTECHNOLOGY JOURNAL, 2018, 13 (01)
[29]   Rapid species and strain differentiation of non-tubercoulous mycobacteria by Fourier-Transform Infrared micro spectroscopy [J].
Rebuffo-Scheer, Cecilia A. ;
Kirschner, Carolin ;
Staemmler, Maren ;
Naumann, Dieter .
JOURNAL OF MICROBIOLOGICAL METHODS, 2007, 68 (02) :282-290
[30]   Bacterial polysaccharide synthesis and gene nomenclature [J].
Reeves, PR ;
Hobbs, M ;
Valvano, MA ;
Skurnik, M ;
Whitfield, C ;
Coplin, D ;
Kido, N ;
Klena, J ;
Maskell, D ;
Raetz, CRH ;
Rick, PD .
TRENDS IN MICROBIOLOGY, 1996, 4 (12) :495-503