Literature DB >> 26763961

Rapid Detection of Vancomycin-Intermediate Staphylococcus aureus by Matrix-Assisted Laser Desorption Ionization-Time of Flight Mass Spectrometry.

Cheryl A Mather1, Brian J Werth2, Shobini Sivagnanam3, Dhruba J SenGupta4, Susan M Butler-Wu5.   

Abstract

Vancomycin is the standard of care for the treatment of invasive methicillin-resistantStaphylococcus aureus(MRSA) infections. Infections with vancomycin-nonsusceptible MRSA, including vancomycin-intermediateS. aureus(VISA) and heterogeneous VISA (hVISA), are clinically challenging and are associated with poor patient outcomes. The identification of VISA in the clinical laboratory depends on standard susceptibility testing, which takes at least 24 h to complete after isolate subculture, whereas hVISA is not routinely detected in clinical labs. We therefore sought to determine whether VISA and hVISA can be differentiated from vancomycin-susceptibleS. aureus(VSSA) using the spectra produced by matrix-assisted laser desorption ionization-time of flight mass spectrometry (MALDI-TOF MS). Strains of MRSA were characterized for vancomycin susceptibility phenotype by broth microdilution and modified population analysis. We tested 21 VISA, 21 hVISA, and 38 VSSA isolates by MALDI-TOF MS. Susceptibility phenotypes were separated by using a support vector machine (SVM) machine learning algorithm. The resulting model was validated by leave-one-out cross validation. Models were developed and validated by using spectral profiles generated under various subculture conditions, as well as with and without hVISA strains. Using SVM, we correctly identified 100% of the VISA and 97% of the VSSA isolates with an overall classification accuracy of 98%. Addition of hVISA to the model resulted in 76% hVISA identification, 100% VISA identification, and 89% VSSA identification, for an overall classification accuracy of 89%. We conclude that VISA/hVISA and VSSA isolates are separable by MALDI-TOF MS with SVM analysis.
Copyright © 2016, American Society for Microbiology. All Rights Reserved.

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Year:  2016        PMID: 26763961      PMCID: PMC4809916          DOI: 10.1128/JCM.02428-15

Source DB:  PubMed          Journal:  J Clin Microbiol        ISSN: 0095-1137            Impact factor:   5.948


  44 in total

1.  Performance of various testing methodologies for detection of heteroresistant vancomycin-intermediate Staphylococcus aureus in bloodstream isolates.

Authors:  Sebastian J van Hal; Michael C Wehrhahn; Thelma Barbagiannakos; Joanne Mercer; Dehua Chen; David L Paterson; Iain B Gosbell
Journal:  J Clin Microbiol       Date:  2011-01-26       Impact factor: 5.948

2.  Typing of methicillin-resistant Staphylococcus aureus in a university hospital setting by using novel software for spa repeat determination and database management.

Authors:  Dag Harmsen; Heike Claus; Wolfgang Witte; Jörg Rothgänger; Hermann Claus; Doris Turnwald; Ulrich Vogel
Journal:  J Clin Microbiol       Date:  2003-12       Impact factor: 5.948

3.  Comparison of the Bruker Biotyper and Vitek MS matrix-assisted laser desorption ionization-time of flight mass spectrometry systems for identification of mycobacteria using simplified protein extraction protocols.

Authors:  Cheryl A Mather; Sheila F Rivera; Susan M Butler-Wu
Journal:  J Clin Microbiol       Date:  2013-10-30       Impact factor: 5.948

4.  Development of a novel matrix-assisted laser desorption/ionization time-of-flight mass spectrum (MALDI-TOF-MS)-based typing method to identify meticillin-resistant Staphylococcus aureus clones.

Authors:  O Ueda; S Tanaka; Z Nagasawa; H Hanaki; T Shobuike; H Miyamoto
Journal:  J Hosp Infect       Date:  2015-03-17       Impact factor: 3.926

5.  Clinical practice guidelines by the infectious diseases society of america for the treatment of methicillin-resistant Staphylococcus aureus infections in adults and children: executive summary.

Authors:  Catherine Liu; Arnold Bayer; Sara E Cosgrove; Robert S Daum; Scott K Fridkin; Rachel J Gorwitz; Sheldon L Kaplan; Adolf W Karchmer; Donald P Levine; Barbara E Murray; Michael J Rybak; David A Talan; Henry F Chambers
Journal:  Clin Infect Dis       Date:  2011-02-01       Impact factor: 9.079

6.  Genotype-specific prevalence of heterogeneous vancomycin-intermediate Staphylococcus aureus in Asian countries.

Authors:  Doo Ryeon Chung; Chaeyoeng Lee; Yu Ri Kang; Jin Yang Baek; So Hyun Kim; Young Eun Ha; Cheol-In Kang; Kyong Ran Peck; Nam Yong Lee; Jae-Hoon Song
Journal:  Int J Antimicrob Agents       Date:  2015-04-30       Impact factor: 5.283

7.  The Prevalence of Vancomycin-Intermediate Staphylococcus aureus and Heterogeneous VISA Among Methicillin-Resistant Strains Isolated from Pediatric Population in a Turkish University Hospital.

Authors:  Hasan Cenk Mirza; Banu Sancak; Deniz Gür
Journal:  Microb Drug Resist       Date:  2015-04-28       Impact factor: 3.431

8.  Culture conditions and sample preparation methods affect spectrum quality and reproducibility during profiling of Staphylococcus aureus with matrix-assisted laser desorption/ionization time-of-flight mass spectrometry.

Authors:  J E Goldstein; L Zhang; C M Borror; J V Rago; T R Sandrin
Journal:  Lett Appl Microbiol       Date:  2013-05-20       Impact factor: 2.858

9.  Clinical features and treatment outcomes of vancomycin-intermediate Staphylococcus aureus (VISA) and heteroresistant vancomycin-intermediate Staphylococcus aureus (hVISA) in a tertiary care institution in Singapore.

Authors:  R K C Fong; J Low; T H Koh; A Kurup
Journal:  Eur J Clin Microbiol Infect Dis       Date:  2009-04-22       Impact factor: 3.267

10.  Matrix-assisted laser desorption/ionization time-of-flight mass spectrometry identification of mycobacteria in routine clinical practice.

Authors:  Amel El Khéchine; Carine Couderc; Christophe Flaudrops; Didier Raoult; Michel Drancourt
Journal:  PLoS One       Date:  2011-09-13       Impact factor: 3.240

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  21 in total

1.  Matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF-MS) proteomic profiling of cerebrospinal fluid in the diagnosis of enteroviral meningitis: a proof-of-principle study.

Authors:  Ignacio Torres; Estela Giménez; Víctor Vinuesa; Tania Pascual; Juan Miguel Moya; Juan Alberola; Ana Martínez-Sapiña; David Navarro
Journal:  Eur J Clin Microbiol Infect Dis       Date:  2018-09-27       Impact factor: 3.267

2.  Identification and Characterization of Clostridium difficile Sequence Type 37 Genotype by Matrix-Assisted Laser Desorption Ionization-Time of Flight Mass Spectrometry.

Authors:  Ruxin Li; Di Xiao; Jing Yang; Suju Sun; Samuel Kaplan; Zhirong Li; Yanan Niu; Cuixin Qiang; Yu Zhai; Xiaoming Wang; Xingzhen Zhao; Baoxin Zhao; Martin Welker; David H Pincus; Dazhi Jin; Mini Kamboj; Guanghui Zheng; Guojun Zhang; Jianzhong Zhang; Yi-Wei Tang; Jianhong Zhao
Journal:  J Clin Microbiol       Date:  2018-04-25       Impact factor: 5.948

3.  Identification of Low-Level Vancomycin Resistance in Staphylococcus aureus in the Era of Informatics.

Authors:  Bradley A Ford
Journal:  J Clin Microbiol       Date:  2016-02-10       Impact factor: 5.948

4.  Rapid and easy detection of low-level resistance to vancomycin in methicillin-resistant Staphylococcus aureus by matrix-assisted laser desorption ionization time-of-flight mass spectrometry.

Authors:  Kota Asakura; Takuya Azechi; Hiroshi Sasano; Hidehito Matsui; Hideaki Hanaki; Motoyasu Miyazaki; Tohru Takata; Miwa Sekine; Tomoiku Takaku; Tomonori Ochiai; Norio Komatsu; Keigo Shibayama; Yuki Katayama; Koji Yahara
Journal:  PLoS One       Date:  2018-03-09       Impact factor: 3.240

5.  A new scheme for strain typing of methicillin-resistant Staphylococcus aureus on the basis of matrix-assisted laser desorption ionization time-of-flight mass spectrometry by using machine learning approach.

Authors:  Hsin-Yao Wang; Tzong-Yi Lee; Yi-Ju Tseng; Tsui-Ping Liu; Kai-Yao Huang; Yung-Ta Chang; Chun-Hsien Chen; Jang-Jih Lu
Journal:  PLoS One       Date:  2018-03-13       Impact factor: 3.240

Review 6.  Intelligence Algorithms for Protein Classification by Mass Spectrometry.

Authors:  Zichuan Fan; Fanchen Kong; Yang Zhou; Yiqing Chen; Yalan Dai
Journal:  Biomed Res Int       Date:  2018-11-11       Impact factor: 3.411

7.  Review of the impact of MALDI-TOF MS in public health and hospital hygiene, 2018.

Authors:  Belén Rodríguez-Sánchez; Emilia Cercenado; Alix T Coste; Gilbert Greub
Journal:  Euro Surveill       Date:  2019-01

8.  Mass spectrometry and machine learning for the accurate diagnosis of benzylpenicillin and multidrug resistance of Staphylococcus aureus in bovine mastitis.

Authors:  Necati Esener; Alexandre Maciel-Guerra; Katharina Giebel; Daniel Lea; Martin J Green; Andrew J Bradley; Tania Dottorini
Journal:  PLoS Comput Biol       Date:  2021-06-11       Impact factor: 4.475

9.  Topological and kernel-based microbial phenotype prediction from MALDI-TOF mass spectra.

Authors:  Caroline Weis; Max Horn; Bastian Rieck; Aline Cuénod; Adrian Egli; Karsten Borgwardt
Journal:  Bioinformatics       Date:  2020-07-01       Impact factor: 6.937

10.  Rapid Detection of Heterogeneous Vancomycin-Intermediate Staphylococcus aureus Based on Matrix-Assisted Laser Desorption Ionization Time-of-Flight: Using a Machine Learning Approach and Unbiased Validation.

Authors:  Hsin-Yao Wang; Chun-Hsien Chen; Tzong-Yi Lee; Jorng-Tzong Horng; Tsui-Ping Liu; Yi-Ju Tseng; Jang-Jih Lu
Journal:  Front Microbiol       Date:  2018-10-11       Impact factor: 5.640

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