Model-based recovery of histological parameters from multi-spectral images of the colon

被引:0
作者
Hidovic-Rowe, D [1 ]
Claridge, E [1 ]
机构
[1] Univ Birmingham, Sch Comp Sci, Birmingham B15 2TT, W Midlands, England
来源
Medical Imaging 2005: Physics of Medical Imaging, Pts 1 and 2 | 2005年 / 5745卷
关键词
reflectance spectra; colon tissue; physics-based model; Monte Carlo; multispectral imaging; MICROVASCULAR STRUCTURE; ADENOCARCINOMA; HUMANS; TUMORS;
D O I
10.1117/12.595629
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Colon cancer alters the macroarchitecture of the colon tissue. Common changes include angiogenesis and the distortion of the tissue collagen matrix. Such changes affect the colon colouration. This paper presents the principles of a novel optical imaging method capable of extracting parameters depicting histological quantities of the colon. The method is based on a computational, physics-based model of light interaction with tissue. The colon structure is represented by three layers: mucosa, submucosa and muscle layer. Optical properties of the layers are defined by molar concentration and absorption coefficients of haemoglobins; the size and density of collagen fibres; the thickness of the layer and the refractive indexes of collagen and the medium. Using the entire histologically plausible ranges for these parameters, a cross-reference is created computationally between the histological quantities and the associated spectra. The output of the model was compared to experimental data acquired in vivo from 57 histologically confirmed normal and abnormal tissue samples and histological parameters were extracted. The model produced spectra which match well the measured data, with the corresponding spectral parameters being well within histologically plausible ranges. Parameters extracted for the abnormal spectra showed the increase in blood volume fraction and changes in collagen pattern characteristic of the colon cancer., The spectra extracted from multi-spectral images of ex-vivo colon including adenocarcinoma show the characteristic features associated with normal and abnormal colon tissue. These findings suggest that it should be possible to compute histological quantities for the colon from the multi-spectral images.
引用
收藏
页码:127 / 137
页数:11
相关论文
共 11 条
[1]  
Claridge E, 2003, LECT NOTES COMPUT SC, V2732, P306
[2]   SCANNING ELECTRON-MICROSCOPIC STUDY OF THE COLLAGEN NETWORKS OF THE NORMAL MUCOSA, HYPERPLASTIC POLYPS, TUBULAR ADENOMA, AND ADENOCARCINOMA OF THE HUMAN LARGE-INTESTINE [J].
FURUYA, Y ;
OGATA, T .
TOHOKU JOURNAL OF EXPERIMENTAL MEDICINE, 1993, 169 (01) :1-19
[3]   Identification of colonic dysplasia and neoplasia by diffuse reflectance spectroscopy and pattern recognition techniques [J].
Ge, ZF ;
Schomacker, KT ;
Nishioka, NS .
APPLIED SPECTROSCOPY, 1998, 52 (06) :833-839
[4]  
HIDOVICROWE D, IN PRESS PHYS MED BI
[5]  
HIDOVICROWE D, 2004, IN PRESS SPIE P SAR
[6]  
Rowe JE, 2004, LECT NOTES COMPUT SC, V3102, P725
[7]   MICROVASCULAR STRUCTURE OF BENIGN AND MALIGNANT-TUMORS OF THE COLON IN HUMANS [J].
SKINNER, SA ;
FRYDMAN, GM ;
OBRIEN, PE .
DIGESTIVE DISEASES AND SCIENCES, 1995, 40 (02) :373-384
[8]   The microvascular structure of the normal colon in rats and humans [J].
Skinner, SA ;
OBrien, PE .
JOURNAL OF SURGICAL RESEARCH, 1996, 61 (02) :482-490
[9]   COLLAGEN-METABOLISM IN HUMAN-COLON ADENOCARCINOMA [J].
TURNAY, J ;
OLMO, N ;
GAVILANES, JG ;
LIZARBE, MA .
CONNECTIVE TISSUE RESEARCH, 1989, 23 (04) :251-260
[10]  
WANG L, 1998, MONTE CARLO MODELLIN