Unraveling surface-enhanced Raman spectroscopy results through chemometrics and machine learning: Principles, progress, and trends
Surface-enhanced Raman spectroscopy (SERS) has gained increasing attention because it
provides rich chemical information and high sensitivity, being applicable in many scientific …
provides rich chemical information and high sensitivity, being applicable in many scientific …
Key steps for improving bacterial SERS signals in complex samples: Separation, recognition, detection, and analysis
Rapid and reliable detection of pathogenic bacteria is absolutely essential for research in
environmental science, food quality, and medical diagnostics. Surface-enhanced Raman …
environmental science, food quality, and medical diagnostics. Surface-enhanced Raman …
Coupling annealed silver nanoparticles with a porous silicon Bragg mirror SERS substrate and machine learning for rapid non-invasive disease diagnosis
S Han, C Chen, C Chen, L Wu, X Wu, C Lu… - Analytica Chimica …, 2023 - Elsevier
Ag 2 O–Ag-porous silicon Bragg mirror (PSB) composite SERS substrates were successfully
synthesized by using a combination of electrochemical and thermochemical methods. Test …
synthesized by using a combination of electrochemical and thermochemical methods. Test …
Rapid prediction of multidrug-resistant Klebsiella pneumoniae through deep learning analysis of SERS spectra
JW Lyu, XD Zhang, JW Tang, YH Zhao… - Microbiology …, 2023 - Am Soc Microbiol
Klebsiella pneumoniae is listed by the WHO as a priority pathogen of extreme importance
that can cause serious consequences in clinical settings. Due to its increasing multidrug …
that can cause serious consequences in clinical settings. Due to its increasing multidrug …
Characterization and discrimination of spike protein in SARS‐CoV‐2 virus‐like particles via surface‐enhanced Raman spectroscopy
Non‐infectious virus‐like particles (VLPs) are excellent structures for development of many
biomedical applications such as drug delivery systems, vaccine production platforms, and …
biomedical applications such as drug delivery systems, vaccine production platforms, and …
Identification of hypermucoviscous Klebsiella pneumoniae strains via untargeted surface-enhanced Raman spectroscopy
LY Zhang, JW Tang, BS Tian, Y Huang, XY Liu… - Analytical …, 2024 - pubs.rsc.org
Klebsiella pneumoniae is one of the most common causes of hospital-acquired infections,
especially due to the emergence of the hypervirulent K. pneumoniae (hvKp) strains. Multiple …
especially due to the emergence of the hypervirulent K. pneumoniae (hvKp) strains. Multiple …
Rapid identification of pathogenic bacteria using data preprocessing and machine learning-augmented label-free surface-enhanced Raman scattering
Y Jeon, S Lee, YJ Jeon, D Kim, JH Ham… - Sensors and Actuators B …, 2025 - Elsevier
Despite the advantages of label-free surface-enhanced Raman scattering (SERS) for
bacterial detection, the effective implementation of this approach is hindered by several …
bacterial detection, the effective implementation of this approach is hindered by several …
Nano-biotechnology for bacteria identification and potent anti-bacterial properties: a review of current state of the art
Sepsis is a critical disease caused by the abrupt increase of bacteria in human blood, which
subsequently causes a cytokine storm. Early identification of bacteria is critical to treating a …
subsequently causes a cytokine storm. Early identification of bacteria is critical to treating a …
Spectral encoder to extract the features of near-infrared spectra for multivariate calibration
C Duan, X Liu, W Cai, X Shao - Journal of Chemical Information …, 2022 - ACS Publications
An autoencoder architecture was adopted for near-infrared (NIR) spectral analysis by
extracting the common features in the spectra. Three autoencoder-based networks with …
extracting the common features in the spectra. Three autoencoder-based networks with …
Classification and prediction of Klebsiella pneumoniae strains with different MLST allelic profiles via SERS spectral analysis
LY Zhang, B Tian, YH Huang, B Gu, P Ju, Y Luo… - PeerJ, 2023 - peerj.com
The Gram-negative non-motile Klebsiella pneuomoniae is currently a major cause of
hospital-acquired (HA) and community-acquired (CA) infections, leading to great public …
hospital-acquired (HA) and community-acquired (CA) infections, leading to great public …