Data-Driven Two-Stage Framework for Identification and Characterization of Different Antibiotic-Resistant Escherichia coli Isolates Based on Mass Spectrometry Data

Data-Driven Two-Stage Framework for Identification and Characterization of Different Antibiotic-Resistant Escherichia coli Isolates Based on Mass Spectrometry Data

ABSTRACT In clinical microbiology, matrix-assisted laser desorption ionization–time-of-flight mass spectrometry (MALDI-TOF MS) is frequently employed for rapid microbial identification. However, rapid identification of antimicrobial resistance (AMR) in Escherichia coli based on a large amount of MAL...

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Bibliographic Details
Main Authors: Chia-Ru Chung, Hsin-Yao Wang, Chun-Han Yao, Li-Ching Wu, Jang-Jih Lu, Jorng-Tzong Horng, Tzong-Yi Lee
Format: Article
Language:English
Published: American Society for Microbiology 2023-06-01
Series:Microbiology Spectrum
Subjects:
fluoroquinolones
cephalosporins
penicillins
matrix-assisted laser desorption ionization–time of flight mass spectrometry
MALDI-TOF MS
machine learning
Online Access:https://journals.asm.org/doi/10.1128/spectrum.03479-22

Internet

https://journals.asm.org/doi/10.1128/spectrum.03479-22

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