Machine Learning Prediction of Resistance to Subinhibitory Antimicrobial Concentrations from <named-content content-type="genus-species">Escherichia coli</named-content> Genomes

Machine Learning Prediction of Resistance to Subinhibitory Antimicrobial Concentrations from <named-content content-type="genus-species">Escherichia coli</named-content> Genomes

ABSTRACT Escherichia coli is an important cause of bacterial infections worldwide, with multidrug-resistant strains incurring substantial costs on human lives. Besides therapeutic concentrations of antimicrobials in health care settings, the presence of subinhibitory antimicrobial residues in the en...

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Bibliographic Details
Main Authors: Sam Benkwitz-Bedford, Martin Palm, Talip Yasir Demirtas, Ville Mustonen, Anne Farewell, Jonas Warringer, Leopold Parts, Danesh Moradigaravand
Format: Article
Language:English
Published: American Society for Microbiology 2021-08-01
Series:mSystems
Subjects:
antimicrobial resistance
deep learning
high-throughput assay
machine learning
whole-genome sequencing
Online Access:https://journals.asm.org/doi/10.1128/mSystems.00346-21

Internet

https://journals.asm.org/doi/10.1128/mSystems.00346-21

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