Rapid Identification of Methicillin-Resistant Staphylococcus aureus Using MALDI-TOF MS and Machine Learning from over 20,000 Clinical Isolates

Rapid Identification of Methicillin-Resistant Staphylococcus aureus Using MALDI-TOF MS and Machine Learning from over 20,000 Clinical Isolates

ABSTRACT Rapidly identifying methicillin-resistant Staphylococcus aureus (MRSA) with high integration in the current workflow is critical in clinical practices. We proposed a matrix-assisted laser desorption/ionization-time-of-flight mass spectrometry (MALDI–TOF MS)-based machine learning model for...

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Bibliographic Details
Main Authors: Jiaxin Yu, Ni Tien, Yu-Ching Liu, Der-Yang Cho, Jia-Wen Chen, Yin-Tai Tsai, Yu-Chen Huang, Huei-Jen Chao, Chao-Jung Chen
Format: Article
Language:English
Published: American Society for Microbiology 2022-04-01
Series:Microbiology Spectrum
Subjects:
methicillin-resistant Staphylococcus aureus
drug resistance
MALDI–TOF MS
LC–MS
machine learning
Online Access:https://journals.asm.org/doi/10.1128/spectrum.00483-22

Internet

https://journals.asm.org/doi/10.1128/spectrum.00483-22

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