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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Main Authors: Angelli Pérez, Yuly A. Prada, Rafael Cabanzo, Clara I. González, Enrique Mejía-Ospino
Format: Article
Language:English
Published: Elsevier 2018-11-01
Series:Sensing and Bio-Sensing Research
Online Access:http://www.sciencedirect.com/science/article/pii/S2214180418300667
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spelling 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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