Miniaturized spectroscopy and AI-driven probes in food industry automation DOI
Rani Puthukulangara Ramachandran,

Alain Clément,

Chyngyz Erkinbaev

et al.

Food Research International, Journal Year: 2025, Volume and Issue: unknown, P. 116646 - 116646

Published: May 1, 2025

Language: Английский

Carbon dots-based electrochemical and fluorescent biosensors for the detection of foodborne pathogens: Current advance and challenge DOI

Qiaowen Lei,

Chenghao Liu,

Xinru Nan

et al.

Coordination Chemistry Reviews, Journal Year: 2025, Volume and Issue: 529, P. 216457 - 216457

Published: Jan. 21, 2025

Language: Английский

Citations

5
Surface-enhanced Raman scattering for the detection of biomarkers of neurodegenerative diseases: A review DOI
Chentao Li,

Yinglin Wang,

Yafang Wu

et al.

TrAC Trends in Analytical Chemistry, Journal Year: 2025, Volume and Issue: 185, P. 118173 - 118173

Published: Feb. 3, 2025

Language: Английский

Citations

2
Temperature-Enhanced Purine Metabolism-Based Versatile SERS Platform for Rapid Clinical Pathogens Diagnosis and Drug-Resistant Assessment DOI
Lei Jin,

Qiaoqiao Mu,

Qing Zhang

et al.

Analytical Chemistry, Journal Year: 2025, Volume and Issue: unknown

Published: Jan. 29, 2025

Label-free surface-enhanced Raman spectroscopy (SERS) combined with machine learning (ML) techniques presents a promising approach for rapid pathogen identification. Previous studies have demonstrated that purine degradation metabolites are the primary contributors to SERS spectra; however, generating these distinguishable spectra typically requires long incubation time (>10 h) at room temperature. Moreover, lack of attention spectral variations between strains same bacterial species has limited generalizability ML models in real-world applications. To address issues, we investigated temperature-induced alterations metabolism and found robust could be obtained within just 1 h by heating samples 60 °C. Our study further revealed pathogens exhibit multiple fingerprint patterns across strains, rather than uniform signature. enhance practicality, optimized training them on data sets capturing all relevant fingerprints validated separate strains. The SoftMax classifier achieved 100% accuracy identifying both laboratory clinical specimens 17 h. Additionally, platform over 91% distinguishing drug-resistant such as methicillin-resistant Staphylococcus aureus carbapenem-resistant Klebsiella pneumoniae, 99.66% differentiating specific species, enterohemorrhagic Escherichia coli. This accelerated, metabolism-based offers highly alternative diagnosis infections.

Language: Английский

Citations

0
Efficient Conversion and Highly Sensitive Detection of PAEs in Milk Based on Hydrazinolysis Reaction and Hydrogen Bonding Using SERS Technique. DOI
Hua Li, Hongmei Li, Jingwen Zhou

et al.

Analytica Chimica Acta, Journal Year: 2025, Volume and Issue: 1345, P. 343737 - 343737

Published: Feb. 1, 2025

Language: Английский

Citations

0
Enhanced red upconversion luminescence in Fe3+-activated NaYF4: Yb, Er nanocrystals for rapid latent fingerprint recognition DOI

Guangliang Lu,

Yiping Zhang,

Jingshu Song

et al.

Journal of Luminescence, Journal Year: 2025, Volume and Issue: unknown, P. 121218 - 121218

Published: March 1, 2025

Language: Английский

Citations

0
Broad-spectrum pathogenic bacteria SERS sensing with face-centered high-index facets Au CPNCs & microarray chips: A novel platform able to achieve dual-readout detection DOI
Haoyu Zhang, Jingyuan Wang, Jian-Jun Li

et al.

Journal of Colloid and Interface Science, Journal Year: 2025, Volume and Issue: unknown, P. 137485 - 137485

Published: March 1, 2025

Language: Английский

Citations

0
Engineering CRISPR/Cas12-based biosensors: Recent advances and future perspectives DOI
Lijuan Yin,

Caihong Zhou,

Bu‐Lang Gao

et al.

TrAC Trends in Analytical Chemistry, Journal Year: 2025, Volume and Issue: unknown, P. 118296 - 118296

Published: May 1, 2025

Language: Английский

Citations

0
Miniaturized spectroscopy and AI-driven probes in food industry automation DOI
Rani Puthukulangara Ramachandran,

Alain Clément,

Chyngyz Erkinbaev

et al.

Food Research International, Journal Year: 2025, Volume and Issue: unknown, P. 116646 - 116646

Published: May 1, 2025

Language: Английский

Citations

0