Differentiation of Pituitary Adenoma from Rathke Cleft Cyst: Combining MR Image Features with Texture Features

Objectives. 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...

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Main Authors: Yang Zhang, Chaoyue Chen, Zerong Tian, Yangfan Cheng, Jianguo Xu
Format: Article
Language:English
Published: Hindawi-Wiley 2019-01-01
Series:Contrast Media & Molecular Imaging
Online Access:http://dx.doi.org/10.1155/2019/6584636
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spelling doaj-485635864e88429e900b4f576be0b8512020-11-25T01:45:19ZengHindawi-WileyContrast Media & Molecular Imaging1555-43091555-43172019-01-01201910.1155/2019/65846366584636Differentiation of Pituitary Adenoma from Rathke Cleft Cyst: Combining MR Image Features with Texture FeaturesYang Zhang0Chaoyue Chen1Zerong Tian2Yangfan Cheng3Jianguo Xu4Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, ChinaDepartment of Neurosurgery, West China Hospital, Sichuan University, Chengdu, ChinaDepartment of Neurosurgery, West China Hospital, Sichuan University, Chengdu, ChinaWest China School of Medicine, West China Hospital, Sichuan University, Chengdu, ChinaDepartment of Neurosurgery, West China Hospital, Sichuan University, Chengdu, ChinaObjectives. 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 contrast-enhanced 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.http://dx.doi.org/10.1155/2019/6584636
collection DOAJ
language English
format Article
sources DOAJ
author Yang Zhang
Chaoyue Chen
Zerong Tian
Yangfan Cheng
Jianguo Xu
spellingShingle Yang Zhang
Chaoyue Chen
Zerong Tian
Yangfan Cheng
Jianguo Xu
Differentiation of Pituitary Adenoma from Rathke Cleft Cyst: Combining MR Image Features with Texture Features
Contrast Media & Molecular Imaging
author_facet Yang Zhang
Chaoyue Chen
Zerong Tian
Yangfan Cheng
Jianguo Xu
author_sort Yang Zhang
title Differentiation of Pituitary Adenoma from Rathke Cleft Cyst: Combining MR Image Features with Texture Features
title_short Differentiation of Pituitary Adenoma from Rathke Cleft Cyst: Combining MR Image Features with Texture Features
title_full Differentiation of Pituitary Adenoma from Rathke Cleft Cyst: Combining MR Image Features with Texture Features
title_fullStr Differentiation of Pituitary Adenoma from Rathke Cleft Cyst: Combining MR Image Features with Texture Features
title_full_unstemmed Differentiation of Pituitary Adenoma from Rathke Cleft Cyst: Combining MR Image Features with Texture Features
title_sort differentiation of pituitary adenoma from rathke cleft cyst: combining mr image features with texture features
publisher Hindawi-Wiley
series Contrast Media & Molecular Imaging
issn 1555-4309
1555-4317
publishDate 2019-01-01
description Objectives. 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 contrast-enhanced 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.
url http://dx.doi.org/10.1155/2019/6584636
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AT zerongtian differentiationofpituitaryadenomafromrathkecleftcystcombiningmrimagefeatureswithtexturefeatures
AT yangfancheng differentiationofpituitaryadenomafromrathkecleftcystcombiningmrimagefeatureswithtexturefeatures
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