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通过常规MRI的灰度共生矩阵纹理分析鉴别接受放射治疗及同步替莫唑胺治疗的胶质母细胞瘤中真性进展与假性进展

Differentiation of true-progression from pseudoprogression in glioblastoma treated with radiation therapy and concomitant temozolomide by GLCM texture analysis of conventional MRI.

作者信息

Chen Xin, Wei Xinhua, Zhang Zhongping, Yang Ruimeng, Zhu Yanjie, Jiang Xinqing

机构信息

Department of Radiology, the Affiliated Guangzhou First Hospital, Guangzhou Medical University, 602 Ren Min Bei Road, Guangzhou 510180, China.

GE Healthcare China, Guangzhou, 510080, China.

出版信息

Clin Imaging. 2015 Sep-Oct;39(5):775-80. doi: 10.1016/j.clinimag.2015.04.003. Epub 2015 Apr 16.

Abstract

Twenty-two patients with pathologically confirmed glioblastoma who had received concurrent CCRT with TMZ underwent conventional MRI including T1-weighted imaging(T1WI), T2-weighted imaging(T2WI), fluid attenuated inversion recovery(FLAIR)and contrast-enhanced T1WI(T1Ce). Five GLCM texture maps of contrast, energy, entropy, correlation and homogeneity were generated for each MRI series. Of the aforementioned 5 texture features, the most significant features were contrast and correlation on T2WI with areas under ROC curve of 0.883 and 0.892, respectively, and they had the same sensitivity of 75%, specificity of 100%, accuracy of 86.4%, PPV of 100% and NPV of 76.9% in differentiation true progression from pseudoprogression.

摘要

22例经病理证实为胶质母细胞瘤且接受了替莫唑胺同步放化疗的患者接受了常规MRI检查,包括T1加权成像(T1WI)、T2加权成像(T2WI)、液体衰减反转恢复序列(FLAIR)和增强T1WI(T1Ce)。针对每个MRI序列生成了对比度、能量、熵、相关性和均匀性这5个灰度共生矩阵纹理图。在上述5种纹理特征中,最显著的特征是T2WI上的对比度和相关性,其ROC曲线下面积分别为0.883和0.892,在区分真性进展与假性进展方面,它们具有相同的75%的灵敏度、100%的特异性、86.4%的准确性、100%的阳性预测值和76.9%的阴性预测值。

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