Classification of breast tumors by grade and steroid receptor status using pattern recognition analysis of infrared spectra

被引:53
作者
Jackson, M [1 ]
Mansfield, JR [1 ]
Dolenko, B [1 ]
Somorjai, RL [1 ]
Mantsch, HH [1 ]
Watson, PH [1 ]
机构
[1] Natl Res Council Canada, Inst Biodiagnost, Winnipeg, MB R3B 1Y6, Canada
来源
CANCER DETECTION AND PREVENTION | 1999年 / 23卷 / 03期
关键词
breast cancer grade; classification strategy; diagnosis; estrogen receptors; Fourier transform infrared spectroscopy; multivariate analysis; progesterone receptors;
D O I
10.1046/j.1525-1500.1999.99025.x
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Infrared (IR) spectroscopy applied to tissue sections yields complex spectra that provide a molecular fingerprint of the tissue. We have studied a cohort of 77 breast tumors by IR spectroscopy to develop an objective method for the assignment of grade of breast tumors. Although the major variations between spectra from different tumors were in absorptions arising from triglycerides (adipose tissue) and collagen, subtle changes in spectra could be detected that were independent of cellularity and tissue composition. Using a specific multivariate pattern recognition strategy to associate these changes in spectra with different tumor grades, we then were able to accurately reclassify tumors by grade (87% accuracy; K = 0.835). A similar approach allowed classification of steroid receptor status (93% accuracy; K = 0.852). We conclude that IR spectroscopy may have clinical utility in the objective assignment of breast tumor grade.
引用
收藏
页码:245 / 253
页数:9
相关论文
共 32 条
[1]   INFRARED SPECTROSCOPIC CHARACTERIZATION OF MULTIPLE-SCLEROSIS PLAQUES IN THE HUMAN CENTRAL-NERVOUS-SYSTEM [J].
CHOO, LP ;
JACKSON, M ;
HALLIDAY, WC ;
MANTSCH, HH .
BIOCHIMICA ET BIOPHYSICA ACTA, 1993, 1182 (03) :333-337
[2]   In situ characterization of beta-amyloid in Alzheimer's diseased tissue by synchrotron Fourier transform infrared Microspectroscopy [J].
Choo, LP ;
Wetzel, DL ;
Halliday, WC ;
Jackson, M ;
LeVine, SM ;
Mantsch, HH .
BIOPHYSICAL JOURNAL, 1996, 71 (04) :1672-1679
[3]   INFRARED-SPECTRA OF HUMAN CENTRAL-NERVOUS-SYSTEM TISSUE - DIAGNOSIS OF ALZHEIMERS-DISEASE BY MULTIVARIATE ANALYSES [J].
CHOO, LP ;
MANSFIELD, JR ;
PIZZI, N ;
SOMORJAI, RI ;
JACKSON, M ;
HALLIDAY, WC ;
MANTSCH, HH .
BIOSPECTROSCOPY, 1995, 1 (02) :141-148
[4]  
Efron B., 1993, MONOGR STAT APPL PRO, V57
[5]   PATHOLOGICAL PROGNOSTIC FACTORS IN BREAST-CANCER .1. THE VALUE OF HISTOLOGICAL GRADE IN BREAST-CANCER - EXPERIENCE FROM A LARGE STUDY WITH LONG-TERM FOLLOW-UP [J].
ELSTON, CW ;
ELLIS, IO .
HISTOPATHOLOGY, 1991, 19 (05) :403-410
[6]  
Eysel HH, 1997, BIOSPECTROSCOPY, V3, P161, DOI 10.1002/(SICI)1520-6343(1997)3:2<161::AID-BSPY9>3.0.CO
[7]  
2-A
[8]  
JACKSON M, 1993, SPECTROCHIM ACTA REV, V15, P53
[9]   THE USE AND MISUSE OF FTIR SPECTROSCOPY IN THE DETERMINATION OF PROTEIN-STRUCTURE [J].
JACKSON, M ;
MANTSCH, HH .
CRITICAL REVIEWS IN BIOCHEMISTRY AND MOLECULAR BIOLOGY, 1995, 30 (02) :95-120
[10]  
JACKSON M, 1996, BIOMEDICAL APPL SPEC, P185