Discrimination between pituitary adenoma and craniopharyngioma using MRI-based image features and texture features

Jpn J Radiol. 2020 Dec;38(12):1125-1134. doi: 10.1007/s11604-020-01021-4. Epub 2020 Jul 25.

Abstract

Purpose: To investigate differences between pituitary adenoma and craniopharyngioma on magnetic resonance imaging (MRI) with image features and three-dimensional texture features.

Materials and methods: A total of 126 patients diagnosed with pituitary adenoma (N = 63) or craniopharyngioma (N = 63) were enrolled. Qualitative magnetic resonance (MR) image features and texture features of tumors were extracted from preoperative MRI and evaluated using chi-square test or Mann-Whitney U test. Binary logistic regression analyses were performed to assess their abilities as independent diagnostic predictors, and ROC analyses were conducted to evaluate the diagnostic value of significant features. Mann-Whitney U test and ROC analyses were performed to explore the relationship between MR image features and texture features.

Results: Five MR image features were suggested to be significantly different between pituitary adenoma and craniopharyngioma. Three texture features from contrast-enhanced T1WI (HISTO-Skewness, GLCM-Contrast and GLCM-Energy), two texture features from T2WI (HISTO-Skewness and GLCM-Contrast) showed significant differences between two types of tumors. Logistic regression analyses suggested GLCM-Energy from contrast-enhanced T1WI, HISTO-Skewness and GLCM-Contrast from T2WI could be taken as independent predictors. Moreover, HISTO-Skewness and GLCM-Contrast from T2WI were found to be significantly related to cystic change.

Conclusion: MR image features and texture features were associated with each other, and both types of features represented feasible diagnostic value in discrimination between pituitary adenoma and craniopharyngioma.

Keywords: Craniopharyngioma; Magnetic resonance imaging; Pituitary adenoma; Texture analysis.

MeSH terms

  • Adenoma / diagnostic imaging*
  • Adenoma / pathology
  • Adolescent
  • Adult
  • Craniopharyngioma / diagnostic imaging*
  • Craniopharyngioma / pathology
  • Diagnosis, Differential
  • Female
  • Humans
  • Logistic Models
  • Magnetic Resonance Imaging* / methods
  • Male
  • Middle Aged
  • Pituitary Neoplasms / diagnostic imaging*
  • Pituitary Neoplasms / pathology
  • ROC Curve
  • Retrospective Studies