Hyperspectral microscopic analysis of normal, benign and carcinoma microarray tissue sections

被引:9
|
作者
Maggioni, Mauro [1 ,3 ]
Davis, Gustave L. [2 ,3 ]
Warner, Frederick J. [1 ,3 ]
Geshwind, Frank B. [4 ]
Coppi, Andreas C. [4 ]
DeVerse, Richard A. [4 ]
Coifman, Ronald R. [1 ,3 ,4 ]
机构
[1] Yale Univ, Dept Math, 10 Hillhouse Ave, New Haven, CT 06520 USA
[2] Yale Univ, Dept Pathol, New Haven, CT 06520 USA
[3] Yale Univ, Program Appl Math, New Haven, CT 06520 USA
[4] Plain Sight Syst Inc, Hamden, CT 06514 USA
来源
OPTICAL BIOPSY VI | 2006年 / 6091卷
基金
美国国家科学基金会;
关键词
hyperspectral; microscopy; tissue; microarray; colon; adenoma; carcinoma;
D O I
10.1117/12.646078
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
We apply a unique micro-optoelectromechanical tuned light source & new algorithms to the hyper-spectral microscopic analysis of human colon biopsies. The tuned light prototype (Plain Sight Systems Inc.) transmits any combination of light frequencies, range 440nm 700nm, trans-illuminating H & E stained tissue sections of normal (N), benign adenoma (B) and malignant carcinoma (M) colon biopsies, through a Nikon Biophot microscope. Hyper-spectral photomicrographs, randomly collected 400X magnication, are obtained with a CCD camera (Sensovation) from 59 different patient biopsies (20 N, 19 B, 20 M) mounted as a microarray on a single glass slide. The spectra of each pixel are normalized & analyzed to discriminate among tissue features: gland nuclei, gland cytoplasm & lamina propria/lumens. Spectral features permit the automatic extraction of 3298 nuclei with classification as N, B or M. When nuclei are extracted from each of the 59 biopsies the average classification among N, B and M nuclei is 97.1%; classification of the biopsies, based on the average nuclei classification, is 100%. However, when the nuclei are extracted from a subset of biopsies, and the prediction is made on nuclei in the remaining biopsies, there is a marked decrement in performance to 60% across the 3 classes. Similarly the biopsy classification drops to 54%. In spite of these classification differences, which we believe are due to instrument & biopsy normalization issues, hyper-spectral analysis has the potential to achieve diagnostic efficiency needed for objective microscopic diagnosis.
引用
收藏
页数:9
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