Title of article :
Differentiation of Pituitary Adenoma from Rathke Cleft Cyst: Combining MR Image Features with Texture Features
Author/Authors :
Zhang, Yang Department of Neurosurgery - West China Hospital - Sichuan University - Chengdu, China , Chen, Chaoyue Department of Neurosurgery - West China Hospital - Sichuan University - Chengdu, China , Tian, Zerong Department of Neurosurgery - West China Hospital - Sichuan University - Chengdu, China , Cheng, Yangfan West China School of Medicine - West China Hospital - Sichuan University - Chengdu, China , Xu, Jianguo Department of Neurosurgery - West China Hospital - Sichuan University - Chengdu, China
Pages :
9
From page :
1
To page :
9
Abstract :
To differentiate pituitary adenoma from Rathke cleft cyst in magnetic resonance (MR) scan by combing MR image features with texture features. Methods. A total number of 133 patients were included in this study, 83 with pituitary adenoma and 50 with Rathke cleft cyst. Qualitative MR image features and quantitative texture features were evaluated by using the chi-square tests or Mann–Whitney U test. Binary logistic regression analysis was conducted to investigate their ability as independent predictors. ROC analysis was conducted subsequently on the independent predictors to assess their practical value in discrimination and was used to investigate the association between two types of features. Results. Signal intensity on the contrastenhanced image was found to be the only significantly different MR image feature between the two lesions. Two texture features from the contrast-enhanced images (Histo-Skewness and GLCM-Correlation) were found to be the independent predictors in discrimination, of which AUC values were 0.80 and 0.75, respectively. Besides, the above two texture features (Histo-Skewness and GLCM-Contrast) were suggested to be associated with signal intensity on the contrast-enhanced image. Conclusion. Signal intensity on the contrast-enhanced image was the most significant MR image feature in differentiation between pituitary adenoma and Rathke cleft cyst, and texture features also showed promising and practical ability in discrimination. Moreover, two types of features could be coordinated with each other.
Keywords :
MR , MRI , GLRLM , ROC
Journal title :
Contrast Media and Molecular Imaging
Serial Year :
2019
Full Text URL :
Record number :
2618514
Link To Document :
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