5-aminolevulinic acid induced protoporphyrin IX as a fluorescence marker for quantitative image analysis of high-grade dysplasia in Barrett's esophagus cellular models

被引:4
作者
Yeh, Shu-Chi Allison [1 ]
Sahli, Samir [2 ]
Andrews, David W. [3 ]
Patterson, Michael S. [4 ]
Armstrong, David [5 ]
Provias, John [6 ]
Fang, Qiyin [1 ,2 ]
机构
[1] McMaster Univ, Sch Biomed Engn, Hamilton, ON L8S 4K1, Canada
[2] McMaster Univ, Dept Engn Phys, Hamilton, ON L8S 4K1, Canada
[3] Sunnybrook Res Inst, Toronto, ON M4N 3M5, Canada
[4] McMaster Univ, Dept Med Phys & Appl Radiat Sci, Hamilton, ON L8S 4K1, Canada
[5] McMaster Univ, Dept Med, Div Gastroenterol, Hamilton, ON L8S 4K1, Canada
[6] McMaster Univ, Dept Pathol & Mol Med, Div Neuropathol, Hamilton, ON L8S 4K1, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Barrett's esophagus; feature extraction; support vector machines; 5-aminolevulinic acid; endomicroscopy; PHOTODYNAMIC THERAPY; PHOTOSENSITIZER; HISTOLOGY; NEOPLASIA;
D O I
10.1117/1.JBO.20.3.036010
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Early detection and treatment of high-grade dysplasia (HGD) in Barrett's esophagus may reduce the risk of developing esophageal adenocarcinoma. Confocal endomicroscopy (CLE) has shown advantages over routine white-light endoscopic surveillance with biopsy for histological examination; however, CLE is compromised by insufficient contrast and by intra- and interobserver variation. An FDA-approved PDT photosensitizer was used here to reveal morphological and textural features similar to those found in histological analysis. Support vector machines were trained using the aforementioned features to obtain an automatic and robust detection of HGD. Our results showed 95% sensitivity and 87% specificity using the optimal feature combination and demonstrated the potential for extension to a three-dimensional cell model. (C) 2015 Society of Photo-Optical Instrumentation Engineers (SPIE)
引用
收藏
页数:10
相关论文
共 37 条
[1]  
Ackroyd R, 1999, PHOTOCHEM PHOTOBIOL, V70, P656, DOI 10.1111/j.1751-1097.1999.tb08266.x
[2]   Crystal violet chromoendoscopy with mucosal pit pattern diagnosis is useful for surveillance of short-segment Barrett's esophagus [J].
Amano, Y ;
Kushiyama, Y ;
Ishihara, S ;
Yuki, T ;
Miyaoka, Y ;
Yoshino, N ;
Ishimura, N ;
Fujishiro, H ;
Adachi, K ;
Maruyama, R ;
Rumi, MAK ;
Kinoshita, Y .
AMERICAN JOURNAL OF GASTROENTEROLOGY, 2005, 100 (01) :21-26
[3]  
[Anonymous], 2008, A Practical Guide to Support Vector Classification
[4]  
Argenti G. B. F., 1990, IEEE P RADAR SIGNAL, V137, P443
[6]   Endomicroscopy of Barrett's Esophagus [J].
Canto, Marcia Irene .
GASTROENTEROLOGY CLINICS OF NORTH AMERICA, 2010, 39 (04) :759-+
[7]  
Canto MI, 1999, ENDOSCOPY, V31, P479
[8]   Endoscopic fluorescence detection of low and high grade dysplasia in Barrett's oesophagus using systemic or local 5-aminolaevulinic acid sensitisation [J].
Endlicher, E ;
Knuechel, R ;
Hauser, T ;
Szeimies, RM ;
Schölmerich, J ;
Messmann, H .
GUT, 2001, 48 (03) :314-319
[9]   Microscopic esophagitis and Barrett's esophagus: The histology report [J].
Fiocca, Roberto ;
Mastracci, Luca ;
Milione, Massimo ;
Parente, Paola ;
Savarino, Vincenzo .
DIGESTIVE AND LIVER DISEASE, 2011, 43 :S319-S330
[10]   Barrett's esophagus and Barrett's-related dysplasia [J].
Goldblum, JR .
MODERN PATHOLOGY, 2003, 16 (04) :316-324