Rapid detection of carbapenem-resistant Escherichia coli and carbapenem-resistant Klebsiella pneumoniae in positive blood cultures via MALDI-TOF MS and tree-based machine learning models

Rapid detection of carbapenem-resistant Escherichia coli and carbapenem-resistant Klebsiella pneumoniae in positive blood cultures via MALDI-TOF MS and tree-based machine learning models

Abstract Background Bloodstream infection (BSI) is a systemic infection that predisposes individuals to sepsis and multiple organ dysfunction syndrome. Early identification of infectious agents and determination of drug-resistant phenotypes can help patients with BSI receive timely, effective, and t...

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Main Authors: Xiaobo Xu, Zhaofeng Wang, Erjie Lu, Tao Lin, Hengchao Du, Zhongfei Li, Jiahong Ma
Format: Article
Language:English
Published: BMC 2025-01-01
Series:BMC Microbiology
Subjects:
Blood cultures
MALDI-TOF MS
Machine learning
Escherichia coli
Klebsiella pneumoniae
Online Access:https://doi.org/10.1186/s12866-025-03755-5
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https://doi.org/10.1186/s12866-025-03755-5

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