Cargando…
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...
Autores principales: | , |
---|---|
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 |
_version_ | 1784854391873863680 |
---|---|
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. |
format | Online Article Text |
id | pubmed-9769535 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | The Royal Society of Chemistry |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT wangrong agnpfilterpaperbasedserssensorcoupledwithmultivariateanalysisforrapididentificationofbacteria AT luojiamin agnpfilterpaperbasedserssensorcoupledwithmultivariateanalysisforrapididentificationofbacteria |