Drug-resistant Staphylococcus aureus bacteria detection by combining surface-enhanced Raman spectroscopy (SERS) and deep learning techniques

Convolutional Neural Networks for Medical Image Analysis: State-of-the-art, Comparisons, Improvement and Perspectives

(2021) Hang Yu et al.   NEUROCOMPUTING

Early-Stage Lung Cancer Diagnosis by Deep Learning-Based Spectroscopic Analysis of Circulating Exosomes

(2020) Hyunku Shin et al.   ACS Nano

Deep Learning Analysis of Vibrational Spectra of Bacterial Lysate for Rapid Antimicrobial Susceptibility Testing

(2020) William John Thrift et al.   ACS Nano

Surface-enhanced Raman scattering method for the identification of methicillin-resistant Staphylococcus aureus using positively charged silver nanoparticles

(2019) Xueping Chen et al.   MICROCHIMICA ACTA

Deep learning for vibrational spectral analysis: Recent progress and a practical guide

(2019) Jie Yang et al.   ANALYTICA CHIMICA ACTA

Rapid identification and antibiotic susceptibility test of pathogens in blood based on magnetic separation and surface-enhanced Raman scattering

(2019) Jia Li et al.   MICROCHIMICA ACTA

Rapid identification of pathogenic bacteria using Raman spectroscopy and deep learning

(2019) Chi-Sing Ho et al.   Nature Communications

Detection of Foodborne Pathogens by Surface Enhanced Raman Spectroscopy

(2018) Xihong Zhao et al.   Frontiers in Microbiology

A Stacked Autoencoder-Based Deep Neural Network for Achieving Gearbox Fault Diagnosis

(2018) Guifang Liu et al.   MATHEMATICAL PROBLEMS IN ENGINEERING

Portable bacteria-capturing chip for direct surface-enhanced Raman scattering identification of urinary tract infection pathogens

(2018) Danting Yang et al.   Royal Society Open Science

Antibiotic susceptibility testing in less than 30 min using direct single-cell imaging

(2017) Özden Baltekin et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Rapid label-free identification of Klebsiella pneumoniae antibiotic resistant strains by the drop-coating deposition surface-enhanced Raman scattering method

(2017) Youjin Cheong et al.   SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY

Correlation between resistance mechanisms in Staphylococcus aureus and cell wall and septum thickening

(2017) Ana Belén García et al.   Infection and Drug Resistance

The biochemical origins of the surface-enhanced Raman spectra of bacteria: a metabolomics profiling by SERS

(2016) W. Ranjith Premasiri et al.   ANALYTICAL AND BIOANALYTICAL CHEMISTRY

Deep neural network for halftone image classification based on sparse auto-encoder

(2016) Yan Zhang et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Prevalence of Inappropriate Antibiotic Prescriptions Among US Ambulatory Care Visits, 2010-2011

(2016) Katherine E. Fleming-Dutra et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Rapid bacterial antibiotic susceptibility test based on simple surface-enhanced Raman spectroscopic biomarkers

(2016) Chia-Ying Liu et al.   Scientific Reports

Label-free and direct protein detection on 3D plasmonic nanovoid structures using surface-enhanced Raman scattering

(2015) Mehmet Kahraman et al.   ANALYTICA CHIMICA ACTA

Deep learning

(2015) Yann LeCun et al.   NATURE

Characterization and noninvasive diagnosis of bladder cancer with serum surface enhanced Raman spectroscopy and genetic algorithms

(2015) Shaoxin Li et al.   Scientific Reports

SERS Detection of Bacteria in Water by in Situ Coating with Ag Nanoparticles

(2014) Haibo Zhou et al.   ANALYTICAL CHEMISTRY

Penicillin-binding protein 2a of methicillin-resistantStaphylococcus aureus

(2014) Jennifer Fishovitz et al.   IUBMB LIFE

Isolation-Based Anomaly Detection

(2012) Fei Tony Liu et al.   ACM Transactions on Knowledge Discovery from Data

On Sample Preparation for Surface-Enhanced Raman Scattering (SERS) of Bacteria and the Source of Spectral Features of the Spectra

(2011) Mehmet Kahraman et al.   APPLIED SPECTROSCOPY

Towards a fast, high specific and reliable discrimination of bacteria on strain level by means of SERS in a microfluidic device

(2011) Angela Walter et al.   LAB ON A CHIP

Layer-by-layer coating of bacteria with noble metal nanoparticles for surface-enhanced Raman scattering

(2009) Mehmet Kahraman et al.   ANALYTICAL AND BIOANALYTICAL CHEMISTRY

Surface-Enhanced Raman Scattering of Rat Tissues

(2009) Ömer Aydin et al.   APPLIED SPECTROSCOPY

Differentiation of Healthy Brain Tissue and Tumors Using Surface-Enhanced Raman Scattering

(2009) Ömer Aydin et al.   APPLIED SPECTROSCOPY

Ensemble preprocessing of near-infrared (NIR) spectra for multivariate calibration

(2008) Lu Xu et al.   ANALYTICA CHIMICA ACTA

Understanding SERS of bacteria

(2008) S. Efrima et al.   JOURNAL OF RAMAN SPECTROSCOPY

Convective Assembly of Bacteria for Surface-Enhanced Raman Scattering

(2008) Mehmet Kahraman et al.   LANGMUIR