Diagnostic model based on Raman spectra of normal, hyperplasia and prostate adenocarcinoma tissues in vitro


Autoria(s): LOPES, Ricardo Matias; SILVEIRA JR., Landulfo; SILVA, Marcos Augusto R. S.; LEITE, Katia Ramos M.; PASQUALUCCI, Carlos Augusto G.; PACHECO, Marcos Tadeu T.
Contribuinte(s)

UNIVERSIDADE DE SÃO PAULO

Data(s)

19/10/2012

19/10/2012

2011

Resumo

This study evaluated the use of Raman spectroscopy to identify the spectral differences between normal (N), benign hyperplasia (BPH) and adenocarcinoma (CaP) in fragments of prostate biopsies in vitro with the aim of developing a spectral diagnostic model for tissue classification. A dispersive Raman spectrometer was used with 830 nm wavelength and 80 mW excitation. Following Raman data collection and tissue histopathology (48 fragments diagnosed as N, 43 as BPH and 14 as CaP), two diagnostic models were developed in order to extract diagnostic information: the first using PCA and Mahalanobis analysis techniques and the second one a simplified biochemical model based on spectral features of cholesterol, collagen, smooth muscle cell and adipocyte. Spectral differences between N, BPH and CaP tissues, were observed mainly in the Raman bands associated with proteins, lipids, nucleic and amino acids. The PCA diagnostic model showed a sensitivity and specificity of 100%, which indicates the ability of PCA and Mahalanobis distance techniques to classify tissue changes in vitro. Also, it was found that the relative amount of collagen decreased while the amount of cholesterol and adipocyte increased with severity of the disease. Smooth muscle cell increased in BPH tissue. These characteristics were used for diagnostic purposes.

CNPq (Conselho Nacional de Desenvolvimento Cientifico e Tecnologico)[305610/2008-2]

FAPESP (Fundacao de Amparo a Pesquisa do Estado de Sao Paulo)[2009/01788-5]

Identificador

SPECTROSCOPY-BIOMEDICAL APPLICATIONS, v.25, n.2, p.89-102, 2011

0712-4813

http://producao.usp.br/handle/BDPI/22744

10.3233/SPE-2011-0494

http://dx.doi.org/10.3233/SPE-2011-0494

Idioma(s)

eng

Publicador

IOS PRESS

Relação

Spectroscopy-biomedical Applications

Direitos

restrictedAccess

Copyright IOS PRESS

Palavras-Chave #Raman spectroscopy #prostate cancer #benign prostatic hyperplasia #Principal Components Analysis (PCA) #Mahalanobis distance #biochemical model #SPECTROSCOPY #CANCER #VIVO #IDENTIFICATION #ATHEROSCLEROSIS #CARCINOMA #BLADDER
Tipo

article

original article

publishedVersion