Computer aided endoscopic ultrasonography in diagnosis of pancreatic cancer
10.3760/cma.j.issn.1007-5232.2009.04.004
- VernacularTitle:计算机辅助判别超声内镜图像诊断胰腺癌的实验研究
- Author:
Minmin ZHANG
;
Zhendong JIN
;
Zheyuan CAI
;
Jianguo YU
;
Zhaoshen LI
- Publication Type:Journal Article
- Keywords:
Pancreatic neoplasms;
Endoscopic ultrasonography;
Digital imaging processing,Support vector machine
- From:
Chinese Journal of Digestive Endoscopy
2009;26(4):180-183
- CountryChina
- Language:Chinese
-
Abstract:
Objective To process the image of endoscopic uhrasonography(EUS)by digital imaging processing(DIP)and pattem recognition,and to evaluate its efficacy in diagnosis of pancreatic adenocarcinoma.Methods Two hundreds and sixteen patients,who underwent EUS between Feb 2005 and Feb 2007,were randomly recruited to the study.The cohort jncluded 153 cases of pancreatic cancer,which were confirmed by cytological findings after fine-needle aspiration,and 63 cases of non-pancreatic cancer(normal pancreas and chronic panereatitis).The texture features of the EUS image were selected and extracted,and cases were automatically divided into cancer and non-cancer based on findings of support vector machine (SVM).Sensitivity,specificity and accuracy of the technique were calculated.Results From each region of interest(ROI),a total of69 texture features vest in 9 sets were extracted,and 25 features with most set interval were taken as initial.The images of 216 cases were divided randomly into training set(108 eases,76 cancer and 32 non cancer)and testing set(108 cases,77 cancer and 31 non cancer).After 50 times of random tests,the average accuracy,sensitivity and specificity of the diagnosis of pancreatic cancer were (97.98±1.237)%,(94.32±0.0354)%,and(99.45±0.0102)%respectively.Conclusion DIP,combined with computer aided EUS imaging,is an accurate and noninvasive technique in diagnosis of pancreatic cancer.which warrants novel and further researches.
