Diagnosis of chagas disease from human blood serum using surface-enhanced Raman scattering (SERS) spectroscopy and chemometric methods
Surface-Enhanced Raman Scattering (SERS) spectroscopic technique and chemometric methods were combined to make a first noninvasive diagnosis of Chagas disease in human blood serum samples. We worked with 110 samples of patients; 45 of them healthy, and 65 infected which were separated into asymptoma...
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doaj-078165f3d1d44933bca1f663355c186d2020-11-24T21:46:27ZengElsevierSensing and Bio-Sensing Research2214-18042018-11-01214045Diagnosis of chagas disease from human blood serum using surface-enhanced Raman scattering (SERS) spectroscopy and chemometric methodsAngelli Pérez0Yuly A. Prada1Rafael Cabanzo2Clara I. González3Enrique Mejía-Ospino4Centros de Materiales y Nanociencia, Laboratorio de Espectroscopia Atómica y Molecular (LEAM), Universidad Industrial de Santander, Km 12 Vía Guatiguará, Piedecuesta, ColombiaCentros de Materiales y Nanociencia, Laboratorio de Espectroscopia Atómica y Molecular (LEAM), Universidad Industrial de Santander, Km 12 Vía Guatiguará, Piedecuesta, ColombiaCentros de Materiales y Nanociencia, Laboratorio de Espectroscopia Atómica y Molecular (LEAM), Universidad Industrial de Santander, Km 12 Vía Guatiguará, Piedecuesta, ColombiaGrupo de Inmunología y Epidemiología (GIEM), Facultad de Salud, Universidad Industrial de Santander, Bucaramanga, ColombiaCentros de Materiales y Nanociencia, Laboratorio de Espectroscopia Atómica y Molecular (LEAM), Universidad Industrial de Santander, Km 12 Vía Guatiguará, Piedecuesta, Colombia; Corresponding author.Surface-Enhanced Raman Scattering (SERS) spectroscopic technique and chemometric methods were combined to make a first noninvasive diagnosis of Chagas disease in human blood serum samples. We worked with 110 samples of patients; 45 of them healthy, and 65 infected which were separated into asymptomatic and symptomatic samples. Because of the biological samples exhibiting the Raman signals, the SERS effect was achieved using concentrated silver nanoparticles synthesized previously and attached prior to data collection. SERS spectra of each sample were acquired in the range from 400 to1700 cm−1 using a Raman microscope system. Both, Principal Component Analysis (PCA) and Linear Discriminant Analysis (LDA) were used for the data analysis.The results obtained had an accuracy of 96.3% for the classification of the samples into three groups (healthy, symptomatic, and asymptomatic patients). Keywords: Chagas disease, SERS, PCA, LDAhttp://www.sciencedirect.com/science/article/pii/S2214180418300667 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Angelli Pérez Yuly A. Prada Rafael Cabanzo Clara I. González Enrique Mejía-Ospino |
spellingShingle |
Angelli Pérez Yuly A. Prada Rafael Cabanzo Clara I. González Enrique Mejía-Ospino Diagnosis of chagas disease from human blood serum using surface-enhanced Raman scattering (SERS) spectroscopy and chemometric methods Sensing and Bio-Sensing Research |
author_facet |
Angelli Pérez Yuly A. Prada Rafael Cabanzo Clara I. González Enrique Mejía-Ospino |
author_sort |
Angelli Pérez |
title |
Diagnosis of chagas disease from human blood serum using surface-enhanced Raman scattering (SERS) spectroscopy and chemometric methods |
title_short |
Diagnosis of chagas disease from human blood serum using surface-enhanced Raman scattering (SERS) spectroscopy and chemometric methods |
title_full |
Diagnosis of chagas disease from human blood serum using surface-enhanced Raman scattering (SERS) spectroscopy and chemometric methods |
title_fullStr |
Diagnosis of chagas disease from human blood serum using surface-enhanced Raman scattering (SERS) spectroscopy and chemometric methods |
title_full_unstemmed |
Diagnosis of chagas disease from human blood serum using surface-enhanced Raman scattering (SERS) spectroscopy and chemometric methods |
title_sort |
diagnosis of chagas disease from human blood serum using surface-enhanced raman scattering (sers) spectroscopy and chemometric methods |
publisher |
Elsevier |
series |
Sensing and Bio-Sensing Research |
issn |
2214-1804 |
publishDate |
2018-11-01 |
description |
Surface-Enhanced Raman Scattering (SERS) spectroscopic technique and chemometric methods were combined to make a first noninvasive diagnosis of Chagas disease in human blood serum samples. We worked with 110 samples of patients; 45 of them healthy, and 65 infected which were separated into asymptomatic and symptomatic samples. Because of the biological samples exhibiting the Raman signals, the SERS effect was achieved using concentrated silver nanoparticles synthesized previously and attached prior to data collection. SERS spectra of each sample were acquired in the range from 400 to1700 cm−1 using a Raman microscope system. Both, Principal Component Analysis (PCA) and Linear Discriminant Analysis (LDA) were used for the data analysis.The results obtained had an accuracy of 96.3% for the classification of the samples into three groups (healthy, symptomatic, and asymptomatic patients). Keywords: Chagas disease, SERS, PCA, LDA |
url |
http://www.sciencedirect.com/science/article/pii/S2214180418300667 |
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