MALDI-TOF MS Is an Effective Technique To Classify Specific Microbiota

被引:9
作者
Chen, Liangqiang [1 ]
Gao, Wenjing [2 ]
Tan, Xue [1 ]
Han, Ying [1 ]
Jiao, Fu [1 ]
Feng, Bin [2 ]
Xie, Jinghang [2 ]
Li, Bin [2 ]
Zhao, Huilin [2 ]
Tu, Huabin [1 ]
Yu, Shaoning [2 ]
Wang, Li [1 ]
机构
[1] Kweichow Moutai Grp, Renhuai, Guizhou, Peoples R China
[2] Ningbo Univ, Inst Mass Spectrometry, Sch Mat Sci & Chem Engn, Ningbo, Zhejiang, Peoples R China
来源
MICROBIOLOGY SPECTRUM | 2023年 / 11卷 / 03期
基金
中国国家自然科学基金;
关键词
MALDI-TOF MS; microbiota classification; HCA; ASSISTED-LASER-DESORPTION/IONIZATION; DESORPTION IONIZATION-TIME; MASS-SPECTROMETRY; RAPID IDENTIFICATION; BACTERIA; COMMUNITY; FERMENTATION; CULTUROMICS; FLAVOR; SHIFT;
D O I
10.1128/spectrum.00307-23
中图分类号
Q93 [微生物学];
学科分类号
071005 ; 100705 ;
摘要
MALDI-TOF MS is well-recognized for single microbial identification and widely used in research and clinical fields due to its specificity, speed of analysis, and low cost of consumables. Multiple commercial platforms have been developed and approved by the U.S. Food and Drug Administration. Matrix-assisted laser desorption ionization-time-of-flight mass spectrometry (MALDI-TOF MS) has been used for microbial identification. However, microbes can present as a specific microbiota, and detection and classification remain a challenge. Here, we constructed several specific microbiotas and tried to classify them using MALDI-TOF MS. Different concentrations of nine bacterial strains (belonging to eight genera) constituted 20 specific microbiotas. Using MALDI-TOF MS, the overlap spectrum of each microbiota (MS spectra of nine bacterial strains with component percentages) could be classified by hierarchical clustering analysis (HCA). However, the real MS spectrum of a specific microbiota was different than that of the overlap spectrum of component bacteria. The MS spectra of specific microbiota showed excellent repeatability and were easier to classify by HCA, with an accuracy close to 90%. These results indicate that the widely used MALDI-TOF MS identification method for individual bacteria can be expanded to classification of microbiota.IMPORTANCE MALDI-TOF MS can be used to classify specific model microbiota. The actual MS spectrum of the model microbiota was not a simple superposition of every single bacterium in a certain proportion but had a specific spectral fingerprint. The specificity of this fingerprint can enhance the accuracy of microbiota classification. MALDI-TOF MS can be used to classify specific model microbiota. The actual MS spectrum of the model microbiota was not a simple superposition of every single bacterium in a certain proportion but had a specific spectral fingerprint. The specificity of this fingerprint can enhance the accuracy of microbiota classification.
引用
收藏
页数:10
相关论文
共 43 条
[21]   Disruption of Firmicutes and Actinobacteria abundance in tomato rhizosphere causes the incidence of bacterial wilt disease [J].
Lee, Sang-Moo ;
Kong, Hyun Gi ;
Song, Geun Cheol ;
Ryu, Choong-Min .
ISME JOURNAL, 2021, 15 (01) :330-347
[22]   A Side by Side Comparison of Bruker Biotyper and VITEK MS: Utility of MALDI-TOF MS Technology for Microorganism Identification in a Public Health Reference Laboratory [J].
Levesque, Simon ;
Dufresne, Philippe J. ;
Soualhine, Hafid ;
Domingo, Marc-Christian ;
Bekal, Sadjia ;
Lefebvre, Brigitte ;
Tremblay, Cecile .
PLOS ONE, 2015, 10 (12)
[23]  
Maier T., 2006, Nature Methods, V3, pi, DOI DOI 10.1038/NMETH870
[24]   Evaluation of a Simple Protein Extraction Method for Species Identification of Clinically Relevant Staphylococci by Matrix-Assisted Laser Desorption Ionization-Time of Flight Mass Spectrometry [J].
Matsuda, Naoto ;
Matsuda, Mari ;
Notake, Shigeyuki ;
Yokokawa, Hirohide ;
Kawamura, Yoshiaki ;
Hiramatsu, Keiichi ;
Kikuchi, Ken .
JOURNAL OF CLINICAL MICROBIOLOGY, 2012, 50 (12) :3862-3866
[25]   What Is New in Clinical Microbiology Microbial Identification by MALDI-TOF Mass Spectrometry A Paper from the 2011 William Beaumont Hospital Symposium on Molecular Pathology [J].
Murray, Patrick R. .
JOURNAL OF MOLECULAR DIAGNOSTICS, 2012, 14 (05) :419-423
[26]   Mass spectrometry-based microbiological testing for blood stream infection [J].
Nomura, Fumio ;
Tsuchida, Sachio ;
Murata, Syota ;
Satoh, Mamoru ;
Matsushita, Kazuyuki .
CLINICAL PROTEOMICS, 2020, 17 (01)
[27]   Harnessing the landscape of microbial culture media to predict new organism-media pairings [J].
Oberhardt, Matthew A. ;
Zarecki, Raphy ;
Gronow, Sabine ;
Lang, Elke ;
Klenk, Hans-Peter ;
Gophna, Uri ;
Ruppin, Eytan .
NATURE COMMUNICATIONS, 2015, 6
[28]   Expansion and improvement of MALDI-TOF MS databases for accurate identification of Achromobacter species [J].
Papalia, Mariana ;
Figueroa-Espinosa, Roque ;
Steffanowski, Carla ;
Barberis, Claudia ;
Almuzara, Marisa ;
Barrios, Ruben ;
Vay, Carlos ;
Gutkind, Gabriel ;
Di Conza, Jose ;
Radice, Marcela .
JOURNAL OF MICROBIOLOGICAL METHODS, 2020, 172
[29]   Differentiation of environmental aquatic bacterial isolates by MALDI-TOF MS [J].
Popovic, Natalija Topic ;
Kazazic, Snjezana P. ;
Strunjak-Perovic, Ivancica ;
Coz-Rakovac, Rozelindra .
ENVIRONMENTAL RESEARCH, 2017, 152 :7-16
[30]   Omics in traditional vegetable fermented foods and beverages [J].
Rizo, Jocelin ;
Guillen, Daniel ;
Farres, Amelia ;
Diaz-Ruiz, Gloria ;
Sanchez, Sergio ;
Wacher, Carmen ;
Rodriguez-Sanoja, Romina .
CRITICAL REVIEWS IN FOOD SCIENCE AND NUTRITION, 2020, 60 (05) :791-809