Correlation between near-infrared Raman spectroscopy and the histopathological analysis of atherosclerosis in human coronary arteries

被引:127
作者
Silveira, L
Sathaiah, S
Zângaro, RA
Pacheco, MTT
Chavantes, MC
Pasqualucci, CAG
机构
[1] UNIVAP, Inst Res & Dev, BR-12244000 Sao Jose Dos Campos, SP, Brazil
[2] Univ Sao Paulo, Ctr Laser, Inst Heart, BR-05403000 Sao Paulo, Brazil
[3] Univ Sao Paulo, Dept Cardiovasc Pathol, Fac Med, BR-01246903 Sao Paulo, Brazil
关键词
atheromatous plaque; diagnosis; Mahalanobis distance; principal components analysis (PCA);
D O I
10.1002/lsm.10053
中图分类号
R75 [皮肤病学与性病学];
学科分类号
100206 ;
摘要
Background and Objectives: Modern diagnostic methods such as near-infrared Raman spectroscopy (NIRS) allow quantification and evaluation of human atherosclerotic lesions, which can be useful in diagnosing coronary artery disease. The objective of the present study is to obtain feasible diagnostic information to detect atheromatous plaque using NIRS combined with discriminant analysis. Study Design/Material and Methods: An 830 nm Ti:sapphire laser pumped by an argon laser provides near-infrared excitation. A spectrograph disperses light scattered from arterial tissue and a liquid-nitrogen cooled CCD detects the Raman spectra. A total of 111 arterial fragments were scanned and Raman results were compared with histopathology. Principal components analysis (PCA) and Mahalanobis distance (m-distance) were used to model an algorithm for tissue classification into three categories: non-atherosclerotic (NA), non-calcified (NC), and calcified (C) using Raman spectra. Spectra were randomly separated into training and prospective groups. Results: It has been found that, for the NA tissue, the algorithm has sensitivity of 84 and 78% and specificity of 91 and 93% for training and prospective groups, respectively. For the NC tissue the algorithm has sensitivity of 88 and 90% and specificity of 88 and 83%. For the C tissue both sensitivity and specificity were maximum, 100%. Conclusions: An algorithm using PCA and discriminant analysis based on m-distance has been developed and successfully applied to diagnose coronary artery disease by NIRS obtaining good sensitivity and specificity for each tissue category. (C) 2002 Wiley-Liss, Inc.
引用
收藏
页码:290 / 297
页数:8
相关论文
共 33 条
[1]   FLUORESCENCE SPECTROSCOPY FOR IDENTIFICATION OF ATHEROSCLEROTIC TISSUE [J].
BOSSHART, F ;
UTZINGER, U ;
HESS, OM ;
WYSER, J ;
MUELLER, A ;
SCHNEIDER, J ;
NIEDERER, P ;
ANLIKER, M ;
KRAYENBUEHL, HP .
CARDIOVASCULAR RESEARCH, 1992, 26 (06) :620-625
[2]   Near-infrared Raman spectrometer systems for human tissue studies [J].
Brennan, JF ;
Wang, Y ;
Dasari, RR ;
Feld, MS .
APPLIED SPECTROSCOPY, 1997, 51 (02) :201-208
[3]  
BRENNAN JF, 1995, THESIS MIT CAMBRIDGE
[4]  
Chatfield C, 1980, INTRO MULTIVARIATE S
[5]   A REVIEW OF THE OPTICAL-PROPERTIES OF BIOLOGICAL TISSUES [J].
CHEONG, WF ;
PRAHL, SA ;
WELCH, AJ .
IEEE JOURNAL OF QUANTUM ELECTRONICS, 1990, 26 (12) :2166-2185
[6]   BIOSIGNAL PATTERN-RECOGNITION AND INTERPRETATION SYSTEMS [J].
CIACCIO, EJ ;
DUNN, SM ;
AKAY, M .
IEEE ENGINEERING IN MEDICINE AND BIOLOGY MAGAZINE, 1994, 13 (01) :129-135
[7]   The Mahalanobis distance [J].
De Maesschalck, R ;
Jouan-Rimbaud, D ;
Massart, DL .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2000, 50 (01) :1-18
[8]   EVALUATION OF A FLUORESCENCE FEEDBACK-SYSTEM FOR GUIDANCE OF LASER ANGIOPLASTY [J].
DECKELBAUM, LI ;
DESAI, SP ;
KIM, C ;
SCOTT, JJ .
LASERS IN SURGERY AND MEDICINE, 1995, 16 (03) :226-234
[9]   Histological classification of Raman spectra of human coronary artery atherosclerosis using principal component analysis [J].
Deinum, G ;
Rodriguez, D ;
Römer, TJ ;
Fitzmaurice, M ;
Kramer, JR ;
Feld, MS .
APPLIED SPECTROSCOPY, 1999, 53 (08) :938-942
[10]   PARTIAL LEAST-SQUARES REGRESSION - A TUTORIAL [J].
GELADI, P ;
KOWALSKI, BR .
ANALYTICA CHIMICA ACTA, 1986, 185 :1-17