Heterogeneity of metastatic gastrointestinal stromal tumor on texture analysis: DWI texture as potential biomarker of overall survival

Eur J Radiol. 2020 Apr:125:108825. doi: 10.1016/j.ejrad.2020.108825. Epub 2020 Jan 30.

Abstract

Purpose: To determine if texture features of diffusion weighted imaging (DWI) on MRI of metastatic gastrointestinal stromal tumor (mGIST) have correlation with overall survival (OS).

Method: Fifty-one GIST patients with metastatic lesions who received imatinib targeted therapy were included. Texture features of the largest metastatic lesion were analyzed using inhouse software. Three types of texture features were assessed: fractal features, gray-level co-occurrence matrix (GLCM) features, and gray-level run-length matrix (GLRLM) features. The features were extracted from the regions of interest (ROIs) on T2-weighted imaging (T2WI), DWI and apparent diffusion coefficient (ADC) maps. Histogram analysis was performed on ADC maps. Patients were followed up until death. Kaplan-Meier analysis was performed to determine the correlation of texture features with OS. The curves of the high- and low-risk groups were compared using log-rank test. The prognostic efficacy of the predictors was assessed by calculating the concordance probability.

Results: The median survival time was 43.5 months (range, 3.97-120.90 m). Four DWI and three ADC texture features showed significant correlation with OS on univariate analysis (p < 0.05). DWI_L_GLCM_maximum_probability [hazard ratio (HR): 2.062 (1.357-3.131)], ADC_H_GLRLM_mean [HR: 2.174 (1.457-3.244)], and ADC_O_GLCM_cluster_shade [HR: 1.882 (1.324-2.674)] were identified as representative prognostic indicators. The optimum threshold levels for these three features were 1.19×100, 1.71×10 and 2.19×0.1, respectively. Neither histogram analysis values nor fractal features revealed significant correlation with survival status (p > 0.05).

Conclusions: Texture features of the mGIST on DWI exhibited correlation with overall survival. High-grade heterogeneity was associated with poor prognosis.

Keywords: Gastrointestinal stromal tumor; Magnetic resonance imaging; Prognosis; Texture analysis.

MeSH terms

  • Adult
  • Aged
  • Biomarkers
  • Bone Neoplasms / diagnostic imaging*
  • Bone Neoplasms / secondary
  • Bone and Bones / diagnostic imaging
  • Diffusion Magnetic Resonance Imaging / methods*
  • Female
  • Gastrointestinal Stromal Tumors / pathology*
  • Humans
  • Kaplan-Meier Estimate
  • Liver / diagnostic imaging
  • Liver Neoplasms / diagnostic imaging*
  • Liver Neoplasms / secondary
  • Male
  • Middle Aged
  • Neoplasms, Second Primary / diagnostic imaging*
  • Peritoneal Neoplasms / diagnostic imaging*
  • Peritoneal Neoplasms / secondary
  • Peritoneum / diagnostic imaging
  • Prognosis
  • Proportional Hazards Models
  • Retrospective Studies

Substances

  • Biomarkers