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Identification of methicillin-resistant Staphylococcus aureus bacteria using surface-enhanced Raman spectroscopy and machine learning techniques

https://doi.org/10.1039/d0an00476f
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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L abel‐free identification of antibiotic resistant isolates of living E scherichia coli: P ilot study
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Multiplex identification of bacteria in bacterial mixtures with surface‐enhanced Raman scattering
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Surface‐enhanced Raman spectroscopy using uncoated gold nanoparticles for bacteria discrimination
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Rapid identification of bacteria and yeast using surface‐enhanced Raman scattering
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Rapid detection of food- and waterborne bacteria using surface-enhanced Raman spectroscopy coupled with silver nanosubstrates
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A multiplex real-time PCR assay for rapid detection and differentiation of 25 bacterial and fungal pathogens from whole blood samples
inferredcites →https://doi.org/10.1007/s00604-018-3150-6openalex-snapshot
Surface-enhanced Raman scattering method for the identification of methicillin-resistant Staphylococcus aureus using positively charged silver nanoparticles
inferredcites →https://doi.org/10.1016/j.addr.2015.04.006openalex-snapshot
Isolation and identification of bacteria by means of Raman spectroscopy
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Label and label-free based surface-enhanced Raman scattering for pathogen bacteria detection: A review
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Bacterial resistance: A sensitive issueComplexity of the challenge and containment strategy in Europe
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Amplification of Raman spectra by gold nanorods combined with chemometrics for rapid classification of four Pseudomonas
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Raman spectroscopy in the analysis of food and pharmaceutical nanomaterials
inferredcites →https://doi.org/10.1016/j.saa.2017.04.044openalex-snapshot
Rapid label-free identification of Klebsiella pneumoniae antibiotic resistant strains by the drop-coating deposition surface-enhanced Raman scattering method
inferredcites →https://doi.org/10.1016/j.sbsr.2016.03.002openalex-snapshot
Surface enhanced Raman scattering spectroscopy for detection and identification of microbial pathogens isolated from human serum
inferredcites →https://doi.org/10.1016/j.snb.2016.09.183openalex-snapshot
High efficiency SERS detection of clinical microorganism by AgNPs-decorated filter membrane and pattern recognition techniques
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Identification of medically relevant microorganisms by vibrational spectroscopy
inferredcites →https://doi.org/10.1021/ac000718xopenalex-snapshot
Multidimensional Information on the Chemical Composition of Single Bacterial Cells by Confocal Raman Microspectroscopy
inferredcites →https://doi.org/10.1021/ac049663fopenalex-snapshot
Surface-Enhanced Raman Spectroscopy for Bacterial Discrimination Utilizing a Scanning Electron Microscope with a Raman Spectroscopy Interface
inferredcites →https://doi.org/10.1021/ac3021888openalex-snapshot
In Situ Strain-Level Detection and Identification of Vibrio parahaemolyticus Using Surface-Enhanced Raman Spectroscopy
inferredcites →https://doi.org/10.1021/ac303279uopenalex-snapshot
Detecting and Tracking Nosocomial Methicillin-Resistant Staphylococcus aureus Using a Microfluidic SERS Biosensor
inferredcites →https://doi.org/10.1021/ac401806fopenalex-snapshot
Culture Independent Raman Spectroscopic Identification of Urinary Tract Infection Pathogens: A Proof of Principle Study
inferredcites →https://doi.org/10.1021/ac402935popenalex-snapshot
SERS Detection of Bacteria in Water by in Situ Coating with Ag Nanoparticles
inferredcites →https://doi.org/10.1021/acs.analchem.6b01273openalex-snapshot
Rapid Detection of Bacteria from Blood with Surface-Enhanced Raman Spectroscopy
inferredcites →https://doi.org/10.1021/acs.analchem.7b02653openalex-snapshot
SERS Detection of Multiple Antimicrobial-Resistant Pathogens Using Nanosensors
inferredcites →https://doi.org/10.1021/acsinfecdis.8b00029openalex-snapshot
Drug-Resistant Staphylococcus aureus Strains Reveal Distinct Biochemical Features with Raman Microspectroscopy
inferredcites →https://doi.org/10.1021/j100214a025openalex-snapshot
Adsorption and surface-enhanced Raman of dyes on silver and gold sols
inferredcites →https://doi.org/10.1021/la702240qopenalex-snapshot
Convective Assembly of Bacteria for Surface-Enhanced Raman Scattering
inferredcites →https://doi.org/10.1038/nrmicro2243openalex-snapshot
Mass spectrometry tools for the classification and identification of bacteria
inferredcites →https://doi.org/10.1038/s41467-019-12898-9openalex-snapshot
Rapid identification of pathogenic bacteria using Raman spectroscopy and deep learning
inferredcites →https://doi.org/10.1038/s41598-017-13940-wopenalex-snapshot
Rapid identification of staphylococci by Raman spectroscopy
inferredcites →https://doi.org/10.1038/srep16092openalex-snapshot
Development of a double-antibody sandwich ELISA for rapid detection of Bacillus Cereus in food
inferredcites →https://doi.org/10.1038/srep23375openalex-snapshot
Rapid bacterial antibiotic susceptibility test based on simple surface-enhanced Raman spectroscopic biomarkers
inferredcites →https://doi.org/10.1039/c0lc00536copenalex-snapshot
Towards a fast, high specific and reliable discrimination of bacteria on strain level by means of SERS in a microfluidic device
inferredcites →https://doi.org/10.1039/c2ay26107copenalex-snapshot
Label-free detection of the foodborne pathogens of Enterobacteriaceae by surface-enhanced Raman spectroscopy
inferredcites →https://doi.org/10.1039/c7an00192dopenalex-snapshot
Detection of antibiotic resistant Escherichia Coli bacteria using infrared microscopy and advanced multivariate analysis
inferredcites →https://doi.org/10.1039/c8an02220hopenalex-snapshot
Rapid screening of colistin-resistant Escherichia coli , Acinetobacter baumannii and Pseudomonas aeruginosa by the use of Raman spectroscopy and hierarchical cluster analysis
inferredcites →https://doi.org/10.1039/c9tb00666dopenalex-snapshot
Nanomaterial-based SERS sensing technology for biomedical application
inferredcites →https://doi.org/10.1080/05704928.2013.798801openalex-snapshot
Technical Development of Raman Spectroscopy: From Instrumental to Advanced Combined Technologies
inferredcites →https://doi.org/10.1093/emph/eou024openalex-snapshot
Antibiotic resistance management
inferredcites →https://doi.org/10.1103/physreve.57.r6281openalex-snapshot
Detection and identification of a single DNA base molecule using surface-enhanced Raman scattering (SERS)
inferredcites →https://doi.org/10.1103/physrevlett.78.1667openalex-snapshot
Single Molecule Detection Using Surface-Enhanced Raman Scattering (SERS)
inferredcites →https://doi.org/10.1117/1.2798640openalex-snapshot
Experimental parameters influencing surface-enhanced Raman scattering of bacteria
inferredcites →https://doi.org/10.1126/science.257.5073.1064openalex-snapshot
The Crisis in Antibiotic Resistance
inferredcites →https://doi.org/10.1128/cmr.00052-09openalex-snapshot
Molecular Pathogenesis of Infections Caused by Legionella pneumophila
inferredcites →https://doi.org/10.1128/jcm.01744-16openalex-snapshot
Accurate and Rapid Differentiation of Acinetobacter baumannii Strains by Raman Spectroscopy: a Comparative Study
inferredcites →https://doi.org/10.1145/2133360.2133363openalex-snapshot
Isolation-Based Anomaly Detection
inferredcites →https://doi.org/10.1366/000370207780807731openalex-snapshot
Reproducible Surface-Enhanced Raman Scattering Spectra of Bacteria on Aggregated Silver Nanoparticles
inferredcites →https://doi.org/10.1366/000370209788559647openalex-snapshot
Surface-Enhanced Raman Scattering of Rat Tissues
inferredcites →https://doi.org/10.1366/000370209789553219openalex-snapshot
Differentiation of Healthy Brain Tissue and Tumors Using Surface-Enhanced Raman Scattering
inferredcites →https://doi.org/10.1366/10-06184openalex-snapshot
On Sample Preparation for Surface-Enhanced Raman Scattering (SERS) of Bacteria and the Source of Spectral Features of the Spectra
inferredcites →https://doi.org/10.2217/fmb-2016-0224openalex-snapshot
Differentiation Between Staphylococcus Aureus and Staphylococcus Epidermidis Strains Using Raman Spectroscopy
inferredcites →https://doi.org/10.3389/fmicb.2011.00074openalex-snapshot
Virulence Properties of the Legionella Pneumophila Cell Envelope
inferredcites →https://doi.org/10.3389/fmicb.2013.00047openalex-snapshot
The multifaceted roles of antibiotics and antibiotic resistance in nature
inferredcites →https://doi.org/10.3390/nano7090248openalex-snapshot
Characterization and Discrimination of Gram-Positive Bacteria Using Raman Spectroscopy with the Aid of Principal Component Analysis

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Species-level identification of Nocardia spp. from clinical samples via intelligent analysis of Raman spectroscopic fingerprints
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SERS-based antibiotic susceptibility testing: Towards point-of-care clinical diagnosis
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Artificial intelligence in bacterial diagnostics and antimicrobial susceptibility testing: Current advances and future prospects
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Staphylococcus Aureus-Related antibiotic resistance detection using synergy of Surface-Enhanced Raman spectroscopy and deep learning
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SERS detection and antibacterial treatment of bacterial infections
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Polyethylene glycol modified graphene oxide-silver nanoparticles nanocomposite as a novel antibacterial material with high stability and activity
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Surface-enhanced Raman spectroscopy for the identification of tigecycline-resistant E. coli strains
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Laser tweezers Raman spectroscopy combined with machine learning for diagnosis of Alzheimer’s disease
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Spectral separation degree method for Vis-NIR spectroscopic discriminant analysis of milk powder adulteration
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Advances in Biomedical Applications of Raman Microscopy and Data Processing: A Mini Review
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Antibiotic resistance mechanism and diagnosis of common foodborne pathogens based on genotypic and phenotypic biomarkers
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Rapid identification of bacterial pathogens by Raman spectroscopy and transformer
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Implementation of machine learning study in Staphylococcus aureus’s FTIR spectra to antibiotic resistance identification
inferred← citeshttps://doi.org/10.1128/msystems.00734-22openalex-snapshot
Identification of a Specific Biomarker of Acinetobacter baumannii Global Clone 1 by Machine Learning and PCR Related to Metabolic Fitness of ESKAPE Pathogens
inferred← citeshttps://doi.org/10.1128/spectrum.02580-22openalex-snapshot
Identification of Bacterial Pathogens at Genus and Species Levels through Combination of Raman Spectrometry and Deep-Learning Algorithms
inferred← citeshttps://doi.org/10.1134/s0021364024601805openalex-snapshot
Photoelectric Nature of Nanocomposite ZnO/CuO Antibacterial Activity
inferred← citeshttps://doi.org/10.1177/10766294261467803openalex-snapshot
Artificial Intelligence Applications in Antimicrobial Resistance: Comprehensive Review of Predictive Models, Diagnostic Innovations, and Clinical Integration
inferred← citeshttps://doi.org/10.2147/ijn.s471392openalex-snapshot
A Machine Learning-Driven Surface-Enhanced Raman Scattering Analysis Platform for the Label-Free Detection and Identification of Gastric Lesions
inferred← citeshttps://doi.org/10.2174/0123520965335236250731205128openalex-snapshot
Enhancing Visible Spectrum Iris Recognition Using Hybrid Capsule Network-Attention Mechanisms
inferred← citeshttps://doi.org/10.26493/978-961-293-153-7openalex-snapshot
1st sensorFINT International Conference
inferred← citeshttps://doi.org/10.26599/nr.2025.94907834openalex-snapshot
Recent research progress in the integration of Raman spectroscopy with machine learning algorithms for disease diagnosis
inferred← citeshttps://doi.org/10.28948/ngumuh.1493656openalex-snapshot
Melanomanın yüzeyde zenginleştirilmiş Raman spektroskopisi ile tespitinde ortama eklenen serum miktarının sınıflandırma başarısı üzerine etkisinin incelenmesi
inferred← citeshttps://doi.org/10.3168/jds.2025-27493openalex-snapshot
Portable visual platform integrates polymerase spiral amplification and CRISPR/Cas12a for foodborne bacteria point-of-care testing
inferred← citeshttps://doi.org/10.31857/s1234567824130123openalex-snapshot
Fotoelektricheskaya priroda antibakterial'noy aktivnosti nanokompozita ZnO/CuO
inferred← citeshttps://doi.org/10.3389/fbioe.2026.1774782openalex-snapshot
Rapid and reagent-free screening of occult hepatitis B virus infection based on plasma Vis-NIR spectral pattern recognition
inferred← citeshttps://doi.org/10.3389/fcimb.2025.1556536openalex-snapshot
In situ identification of toxin-producing Clostridioides difficile in stool samples based on single-cell Raman spectroscopy
inferred← citeshttps://doi.org/10.3389/fmicb.2021.683580openalex-snapshot
Applications of Raman Spectroscopy in Bacterial Infections: Principles, Advantages, and Shortcomings
inferred← citeshttps://doi.org/10.3389/fmicb.2021.696921openalex-snapshot
Comparative Analysis of Machine Learning Algorithms on Surface Enhanced Raman Spectra of Clinical Staphylococcus Species
inferred← citeshttps://doi.org/10.3389/fmicb.2022.874658openalex-snapshot
Identification of foodborne pathogenic bacteria using confocal Raman microspectroscopy and chemometrics
inferred← citeshttps://doi.org/10.3389/fmicb.2023.1125676openalex-snapshot
Artificial intelligence-aided rapid and accurate identification of clinical fungal infections by single-cell Raman spectroscopy
inferred← citeshttps://doi.org/10.3390/antibiotics12101502openalex-snapshot
Spectroscopic Identification of Bacteria Resistance to Antibiotics by Means of Absorption of Specific Biochemical Groups and Special Machine Learning Algorithm
inferred← citeshttps://doi.org/10.3390/antibiotics13090821openalex-snapshot
Machine Learning in FTIR Spectrum for the Identification of Antibiotic Resistance: A Demonstration with Different Species of Microorganisms
inferred← citeshttps://doi.org/10.3390/antibiotics14070729openalex-snapshot
Time Evolution of Bacterial Resistance Observed with Principal Component Analysis
inferred← citeshttps://doi.org/10.3390/app14062361openalex-snapshot
A Distributed Deep Learning Network Based on Data Enhancement for Few-Shot Raman Spectral Classification of Litopenaeus vannamei Pathogens
inferred← citeshttps://doi.org/10.3390/bios12100869openalex-snapshot
Recent Progress in Spectroscopic Methods for the Detection of Foodborne Pathogenic Bacteria
inferred← citeshttps://doi.org/10.3390/bios15100690openalex-snapshot
Integration of Artificial Intelligence in Biosensors for Enhanced Detection of Foodborne Pathogens
inferred← citeshttps://doi.org/10.3390/chemosensors12070140openalex-snapshot
Machine Learning-Assisted Raman Spectroscopy and SERS for Bacterial Pathogen Detection: Clinical, Food Safety, and Environmental Applications
inferred← citeshttps://doi.org/10.3390/diagnostics12010208openalex-snapshot
Recent Developments in Phenotypic and Molecular Diagnostic Methods for Antimicrobial Resistance Detection in Staphylococcus aureus: A Narrative Review
inferred← citeshttps://doi.org/10.3390/diagnostics16091360openalex-snapshot
Meat-Borne Bacterial Pathogen Detection: Conventional, Molecular and Emerging AI-Based Strategies
inferred← citeshttps://doi.org/10.3390/ijms241311009openalex-snapshot
Differentiation between Weissella cibaria and Weissella confusa Using Machine-Learning-Combined MALDI-TOF MS
inferred← citeshttps://doi.org/10.3390/molecules27144485openalex-snapshot
Performance Improvement of NIR Spectral Pattern Recognition from Three Compensation Models’ Voting and Multi-Modal Fusion
inferred← citeshttps://doi.org/10.3390/nano13182529openalex-snapshot
Nano-Biotechnology for Bacteria Identification and Potent Anti-bacterial Properties: A Review of Current State of the Art
inferred← citeshttps://doi.org/10.3390/nano14080717openalex-snapshot
Detection and Identification of Pesticides in Fruits Coupling to an Au–Au Nanorod Array SERS Substrate and RF-1D-CNN Model Analysis
inferred← citeshttps://doi.org/10.3390/ph15121531openalex-snapshot
Application of Microfluidics for Bacterial Identification
inferred← citeshttps://doi.org/10.3390/photonics12070672openalex-snapshot
Combating Antimicrobial Resistance: Spectroscopy Meets Machine Learning
inferred← citeshttps://doi.org/10.3390/s25051370openalex-snapshot
Recent Advances in Surface-Enhanced Raman Scattering for Pathogenic Bacteria Detection: A Review
inferred← citeshttps://doi.org/10.3390/vaccines10122100openalex-snapshot
The Development of Technology to Prevent, Diagnose, and Manage Antimicrobial Resistance in Healthcare-Associated Infections
inferred← citeshttps://doi.org/10.38212/2224-6614.3433openalex-snapshot
Recent developments in detection and therapeutic approaches for antibiotic-resistant bacterial infections
inferred← citeshttps://doi.org/10.5772/intechopen.108524openalex-snapshot
Recent Progress in the Diagnosis of Staphylococcus in Clinical Settings
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