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High-Precision Detection of Cellular Drug Response Based on SERS Spectrum and Multivariate Statistical Analysis
The rapid development of personalized medicine places high demands on the control of drug dose and cellular drug response to provide patients with better curative effects and low side effects. To solve the problem of low detection accuracies of the cell-counting kit-8 (CCK8) method, a detection meth...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9954555/ https://www.ncbi.nlm.nih.gov/pubmed/36832007 http://dx.doi.org/10.3390/bios13020241 |
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author | Wu, Fengfang Wu, Zhiwei Wang, Xiaoyan Liu, Yunliang Ye, Qing |
author_facet | Wu, Fengfang Wu, Zhiwei Wang, Xiaoyan Liu, Yunliang Ye, Qing |
author_sort | Wu, Fengfang |
collection | PubMed |
description | The rapid development of personalized medicine places high demands on the control of drug dose and cellular drug response to provide patients with better curative effects and low side effects. To solve the problem of low detection accuracies of the cell-counting kit-8 (CCK8) method, a detection method based on surface-enhanced Raman spectroscopy (SERS) of cell-secreted proteins was adopted to evaluate the concentration of the anticancer drug cisplatin and the cellular drug response of nasopharyngeal carcinoma. CNE1 and NP69 cell lines were used to evaluate cisplatin response. The results showed that the combination of the SERS spectrum with principal component analysis–linear discriminant analysis could detect the difference in the response of cisplatin with a concentration difference of 1 μg/mL, which considerably exceeded that of CCK8. In addition, the SERS spectral peak intensity of the cell-secreted proteins strongly correlated with the cisplatin concentration. Furthermore, the mass spectrum of the secreted proteins of the nasopharyngeal carcinoma cells was analyzed to verify the results obtained using the SERS spectrum. The results demonstrated that SERS of secreted proteins has great potential for high-precision detection of chemotherapeutic drug response. |
format | Online Article Text |
id | pubmed-9954555 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-99545552023-02-25 High-Precision Detection of Cellular Drug Response Based on SERS Spectrum and Multivariate Statistical Analysis Wu, Fengfang Wu, Zhiwei Wang, Xiaoyan Liu, Yunliang Ye, Qing Biosensors (Basel) Article The rapid development of personalized medicine places high demands on the control of drug dose and cellular drug response to provide patients with better curative effects and low side effects. To solve the problem of low detection accuracies of the cell-counting kit-8 (CCK8) method, a detection method based on surface-enhanced Raman spectroscopy (SERS) of cell-secreted proteins was adopted to evaluate the concentration of the anticancer drug cisplatin and the cellular drug response of nasopharyngeal carcinoma. CNE1 and NP69 cell lines were used to evaluate cisplatin response. The results showed that the combination of the SERS spectrum with principal component analysis–linear discriminant analysis could detect the difference in the response of cisplatin with a concentration difference of 1 μg/mL, which considerably exceeded that of CCK8. In addition, the SERS spectral peak intensity of the cell-secreted proteins strongly correlated with the cisplatin concentration. Furthermore, the mass spectrum of the secreted proteins of the nasopharyngeal carcinoma cells was analyzed to verify the results obtained using the SERS spectrum. The results demonstrated that SERS of secreted proteins has great potential for high-precision detection of chemotherapeutic drug response. MDPI 2023-02-08 /pmc/articles/PMC9954555/ /pubmed/36832007 http://dx.doi.org/10.3390/bios13020241 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Wu, Fengfang Wu, Zhiwei Wang, Xiaoyan Liu, Yunliang Ye, Qing High-Precision Detection of Cellular Drug Response Based on SERS Spectrum and Multivariate Statistical Analysis |
title | High-Precision Detection of Cellular Drug Response Based on SERS Spectrum and Multivariate Statistical Analysis |
title_full | High-Precision Detection of Cellular Drug Response Based on SERS Spectrum and Multivariate Statistical Analysis |
title_fullStr | High-Precision Detection of Cellular Drug Response Based on SERS Spectrum and Multivariate Statistical Analysis |
title_full_unstemmed | High-Precision Detection of Cellular Drug Response Based on SERS Spectrum and Multivariate Statistical Analysis |
title_short | High-Precision Detection of Cellular Drug Response Based on SERS Spectrum and Multivariate Statistical Analysis |
title_sort | high-precision detection of cellular drug response based on sers spectrum and multivariate statistical analysis |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9954555/ https://www.ncbi.nlm.nih.gov/pubmed/36832007 http://dx.doi.org/10.3390/bios13020241 |
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