Rapid bacterial identification through volatile organic compound analysis and deep learning

Rapid bacterial identification through volatile organic compound analysis and deep learning

Abstract Background The increasing antimicrobial resistance caused by the improper use of antibiotics poses a significant challenge to humanity. Rapid and accurate identification of microbial species in clinical settings is crucial for precise medication and reducing the development of antimicrobial...

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Bibliographic Details
Main Authors: Bowen Yan, Lin Zeng, Yanyi Lu, Min Li, Weiping Lu, Bangfu Zhou, Qinghua He
Format: Article
Language:English
Published: BMC 2024-11-01
Series:BMC Bioinformatics
Subjects:
Volatile organic compounds analysis
GC-IMS
Bacteria classification
Deep learning
Alexnet
Online Access:https://doi.org/10.1186/s12859-024-05967-4
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https://doi.org/10.1186/s12859-024-05967-4

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