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

Direct antimicrobial resistance prediction from clinical MALDI-TOF mass spectra using machine learning

(2022) Caroline Weis et al.   NATURE MEDICINE

Rapid Antibiotic Resistance Serial Prediction in Staphylococcus aureus Based on Large-Scale MALDI-TOF Data by Applying XGBoost in Multi-Label Learning

(2022) Jiahong Zhang et al.   Frontiers in Microbiology

Efficiently Predicting Vancomycin Resistance of Enterococcus Faecium From MALDI-TOF MS Spectra Using a Deep Learning-Based Approach

(2022) Hsin-Yao Wang et al.   Frontiers in Microbiology

Clinically Applicable System for Rapidly Predicting Enterococcus faecium Susceptibility to Vancomycin

(2021) Hsin-Yao Wang et al.   Microbiology Spectrum

A large-scale investigation and identification of methicillin-resistant Staphylococcus aureus based on peaks binning of matrix-assisted laser desorption ionization-time of flight MS spectra

(2020) Hsin-Yao Wang et al.   BRIEFINGS IN BIOINFORMATICS

Large-scale mass spectrometry data combined with demographics analysis rapidly predicts methicillin resistance in Staphylococcus aureus

(2020) Zhuo Wang et al.   BRIEFINGS IN BIOINFORMATICS

Semi-supervised machine learning for automated species identification by collagen peptide mass fingerprinting

(2018) Muxin Gu et al.   BMC BIOINFORMATICS

A new scheme for strain typing of methicillin-resistant Staphylococcus aureus on the basis of matrix-assisted laser desorption ionization time-of-flight mass spectrometry by using machine learning approach

(2018) Hsin-Yao Wang et al.   PLoS One

Rapid antibiotic susceptibility testing on blood cultures using MALDI-TOF MS

(2018) Marlène Sauget et al.   PLoS One

Predictive compound accumulation rules yield a broad-spectrum antibiotic

(2017) Michelle F. Richter et al.   NATURE

A rapid diagnostic workflow for cefotaxime-resistant Escherichia coli and Klebsiella pneumoniae detection from blood cultures by MALDI-TOF mass spectrometry

(2017) Elena De Carolis et al.   PLoS One

Evaluation of a Semiquantitative Matrix-Assisted Laser Desorption Ionization–Time of Flight Mass Spectrometry Method for Rapid Antimicrobial Susceptibility Testing of Positive Blood Cultures

(2016) Jette S. Jung et al.   JOURNAL OF CLINICAL MICROBIOLOGY

MALDI-TOF MS: an upcoming tool for rapid detection of antibiotic resistance in microorganisms

(2013) Markus Kostrzewa et al.   Proteomics Clinical Applications

MALDI-TOF MS in microbiological diagnostics—identification of microorganisms and beyond (mini review)

(2011) Andreas Wieser et al.   APPLIED MICROBIOLOGY AND BIOTECHNOLOGY

Bacterial species identification from MALDI-TOF mass spectra through data analysis and machine learning

(2011) Katrien De Bruyne et al.   SYSTEMATIC AND APPLIED MICROBIOLOGY

MALDI-TOF mass spectrometry tools for bacterial identification in clinical microbiology laboratory

(2010) Etienne Carbonnelle et al.   CLINICAL BIOCHEMISTRY

Performance of Matrix-Assisted Laser Desorption Ionization-Time of Flight Mass Spectrometry for Identification of Bacterial Strains Routinely Isolated in a Clinical Microbiology Laboratory

(2010) A. Bizzini et al.   JOURNAL OF CLINICAL MICROBIOLOGY