Yu Peng, Ning Jing, Xu Baixuan, Liu Jiajin, Dang Haodan, Lin Mu, Feng Xiang, Grimm Robert, Tian Jiahe
Department of Nuclear Medicine, Chinese PLA General Hospital.
Department of Radiology, Affiliated Hospital of Logistic University of PAP, Tianjin.
Nucl Med Commun. 2019 Aug;40(8):850-856. doi: 10.1097/MNM.0000000000001039.
We evaluate the O6-methylguanylmethyltransferase (MGMT) methylation status noninvasively by analyzing radiomics features of C-methionine (MET) PET images, which may reflect the detailed biological properties of gliomas.
Fifty-seven patients with histopathologically confirmed gliomas, who were initially examined with C-MET PET/MR were retrospectively enrolled. Quantitative uptake of MET was assessed using conventional, histogram and texture features. These features were compared between the two groups classified by MGMT promoter methylation status.
The histogram features (Skewness and Kurtosis) of the MGMT methylated group were significantly higher than those of the MGMT unmethylated group (Skewness: 0.90 ± 0.71 vs. 0.49 ± 0.45; P = 0.01) (Kurtosis: 1.36 ± 2.30 vs. 0.08 ± 0.65; P = 0.003), but there were no significant differences in Skewness or Kurtosis between the groups in glioma-grade-matched subgroup analysis. Moreover, there was no significant difference in other features between the methylated group and unmethylated group.
The histogram features (Skewness and Kurtosis) of MET PET/MRI may be two key indicators to detect MGMT methylation status in gliomas and valuable predictors for the clinical responses of patients scheduled to receive temozolomide chemotherapeutics.
我们通过分析¹¹C-蛋氨酸(MET)PET图像的影像组学特征来无创评估O6-甲基鸟嘌呤甲基转移酶(MGMT)的甲基化状态,该特征可能反映胶质瘤的详细生物学特性。
回顾性纳入57例经组织病理学确诊的胶质瘤患者,这些患者最初接受了¹¹C-MET PET/MR检查。使用传统、直方图和纹理特征评估MET的定量摄取。比较按MGMT启动子甲基化状态分类的两组之间的这些特征。
MGMT甲基化组的直方图特征(偏度和峰度)显著高于MGMT未甲基化组(偏度:0.90±0.71对0.49±0.45;P=0.01)(峰度:1.36±2.30对0.08±0.65;P=0.003),但在胶质瘤分级匹配的亚组分析中,两组之间的偏度或峰度无显著差异。此外,甲基化组和未甲基化组之间的其他特征无显著差异。
¹¹C-MET PET/MRI的直方图特征(偏度和峰度)可能是检测胶质瘤中MGMT甲基化状态的两个关键指标,也是计划接受替莫唑胺化疗患者临床反应的有价值预测指标。