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Ag NP-filter paper based SERS sensor coupled with multivariate analysis for rapid identification of bacteria

Rapid and accurate identification of bacteria is essential to ensure food safety and prevent pathogenic bacterial infection. In this study, a highly efficient method was established for accurately identifying bacterial species by applying Ag NP-filter paper based Surface enhanced Raman spectroscopy...

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Detalles Bibliográficos
Autores principales: Wang, Rong, Luo, Jiamin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society of Chemistry 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9769535/
https://www.ncbi.nlm.nih.gov/pubmed/36605639
http://dx.doi.org/10.1039/d2ra05715h
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author Wang, Rong
Luo, Jiamin
author_facet Wang, Rong
Luo, Jiamin
author_sort Wang, Rong
collection PubMed
description Rapid and accurate identification of bacteria is essential to ensure food safety and prevent pathogenic bacterial infection. In this study, a highly efficient method was established for accurately identifying bacterial species by applying Ag NP-filter paper based Surface enhanced Raman spectroscopy (SERS) analysis and Partial Least Squares-Discriminant Analysis (PLS-DA) statistical methods. The flexible Ag NP filter paper substrate with high sensitivity and uniformity was prepared by a facile and low-cost silver mirror reaction at room temperature, which exhibited desirable SERS activity in bacteria detection. Furthermore, PLS-DA was successfully employed to distinguish SERS spectra from S. aureus CMCC 26003, E. faecalis ATCC29212 and L. monocytogenes ATCC 19115 with a sensitivity of 93.3–100%, specificity of 96.7–97%, and overall predicting accuracy of 95.8%. This exploratory study demonstrates that a Ag NP-filter paper based SERS sensor coupled with PLS-DA has great potential for rapid and effective detection and identification of bacteria.
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spelling pubmed-97695352023-01-04 Ag NP-filter paper based SERS sensor coupled with multivariate analysis for rapid identification of bacteria Wang, Rong Luo, Jiamin RSC Adv Chemistry Rapid and accurate identification of bacteria is essential to ensure food safety and prevent pathogenic bacterial infection. In this study, a highly efficient method was established for accurately identifying bacterial species by applying Ag NP-filter paper based Surface enhanced Raman spectroscopy (SERS) analysis and Partial Least Squares-Discriminant Analysis (PLS-DA) statistical methods. The flexible Ag NP filter paper substrate with high sensitivity and uniformity was prepared by a facile and low-cost silver mirror reaction at room temperature, which exhibited desirable SERS activity in bacteria detection. Furthermore, PLS-DA was successfully employed to distinguish SERS spectra from S. aureus CMCC 26003, E. faecalis ATCC29212 and L. monocytogenes ATCC 19115 with a sensitivity of 93.3–100%, specificity of 96.7–97%, and overall predicting accuracy of 95.8%. This exploratory study demonstrates that a Ag NP-filter paper based SERS sensor coupled with PLS-DA has great potential for rapid and effective detection and identification of bacteria. The Royal Society of Chemistry 2022-12-21 /pmc/articles/PMC9769535/ /pubmed/36605639 http://dx.doi.org/10.1039/d2ra05715h Text en This journal is © The Royal Society of Chemistry https://creativecommons.org/licenses/by-nc/3.0/
spellingShingle Chemistry
Wang, Rong
Luo, Jiamin
Ag NP-filter paper based SERS sensor coupled with multivariate analysis for rapid identification of bacteria
title Ag NP-filter paper based SERS sensor coupled with multivariate analysis for rapid identification of bacteria
title_full Ag NP-filter paper based SERS sensor coupled with multivariate analysis for rapid identification of bacteria
title_fullStr Ag NP-filter paper based SERS sensor coupled with multivariate analysis for rapid identification of bacteria
title_full_unstemmed Ag NP-filter paper based SERS sensor coupled with multivariate analysis for rapid identification of bacteria
title_short Ag NP-filter paper based SERS sensor coupled with multivariate analysis for rapid identification of bacteria
title_sort ag np-filter paper based sers sensor coupled with multivariate analysis for rapid identification of bacteria
topic Chemistry
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9769535/
https://www.ncbi.nlm.nih.gov/pubmed/36605639
http://dx.doi.org/10.1039/d2ra05715h
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