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基于弥散加权成像纹理分析的转移性胃肠间质瘤异质性:DWI 纹理作为总生存的潜在生物标志物。

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

机构信息

Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing), Radiology Department, Peking University Cancer Hospital & Institute, Beijing, 100142, China; Department of Radiology, Civil Aviation General Hospital, No. 1 Chaoyang Road, Chaoyang District, Beijing, 100123, China.

CAS Key Laboratory of Molecular Imaging, Institute of Automation, Chinese Academy of Sciences, No.95 East Zhongguancun Road, Beijing, 100190, China; University of Chinese Academy of Sciences, Beijing, 100049, China.

出版信息

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.

摘要

目的

探讨磁共振扩散加权成像(DWI)纹理特征与转移性胃肠间质瘤(mGIST)患者总生存(OS)的相关性。

方法

回顾性分析 51 例接受伊马替尼靶向治疗的 mGIST 转移患者的资料。使用自行开发的软件分析最大转移病灶的纹理特征。评估三种纹理特征:分形特征、灰度共生矩阵(GLCM)特征和灰度游程长度矩阵(GLRLM)特征。在 T2 加权成像(T2WI)、DWI 和表观扩散系数(ADC)图的感兴趣区(ROI)上提取特征。对 ADC 图进行直方图分析。患者接受随访,直至死亡。采用 Kaplan-Meier 分析评估纹理特征与 OS 的相关性。采用对数秩检验比较高低危组的曲线,计算一致性概率评估预测因子的预后效能。

结果

中位生存时间为 43.5 个月(范围 3.97-120.90 个月)。单因素分析显示,4 个 DWI 纹理特征和 3 个 ADC 纹理特征与 OS 显著相关(p<0.05)。DWI_L_GLCM_maximum_probability[风险比(HR):2.062(1.357-3.131)]、ADC_H_GLRLM_mean[HR:2.174(1.457-3.244)]和 ADC_O_GLCM_cluster_shade[HR:1.882(1.324-2.674)]被确定为代表性的预后指标。这 3 个特征的最佳阈值水平分别为 1.19×100、1.71×10 和 2.19×0.1。直方图分析值和分形特征均与生存状态无显著相关性(p>0.05)。

结论

mGIST 的 DWI 纹理特征与总生存相关,高级别异质性与预后不良相关。

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