Bertalan Gergely, Hainc Nicolin, Von Dehn Fabian Dominik, Hortobágyi Tibor, Bink Andrea, Le Rhun Emilie, Weller Michael, Kulcsar Zsolt
From the Department of Neuroradiology (G.B., N.H., F.D.v.D., A.B., Z.K.), University Hospital Zürich, Zürich, Switzerland
From the Department of Neuroradiology (G.B., N.H., F.D.v.D., A.B., Z.K.), University Hospital Zürich, Zürich, Switzerland.
AJNR Am J Neuroradiol. 2025 Feb 3;46(2):302-310. doi: 10.3174/ajnr.A8493.
Whether differences in the O-methylguanine-DNA methyltransferase () promoter methylation status of glioblastoma (GBM) are reflected in MRI markers remains largely unknown. In this work, we analyze the ADC in the perienhancing infiltration zone of GBM according to the corresponding status by using a novel distance-resolved 3D evaluation.
One hundred one patients with wild-type GBM were retrospectively analyzed. GBM was segmented in 3D with deep learning. Tissue with FLAIR hyperintensity around the contrast-enhanced tumor was divided into concentric distance-resolved subvolumes. Mean ADC was calculated for the 3D tumor core and for the distance-resolved volumes around the core. Differences in group mean ADC between patients with promoter methylated (mMGMT, = 43) and promoter unmethylated (uMGMT, = 58) GBM was analyzed with Wilcoxon signed rank test.
For both mMGMT and uMGMT GBM, mean ADC values around the tumor core significantly increased as a function of distance from the core toward the periphery of the perienhancing FLAIR hyperintensity (approximately 10% increase within 5 voxels with < 001). While group mean ADC in the tumor core was not significantly different, the distance-resolved ADC profile around the core was approximately 10% higher in mMGMT than in uMGMT GBM ( < 10 at 5 voxel distance from the tumor core).
Distance-resolved volumetric ADC analysis around the tumor core reveals tissue signatures of GBM imperceptible to the human eye on conventional MRI. The different ADC profiles around the core suggest epigenetically influenced differences in perienhancing tissue characteristics between mMGMT and uMGMT GBM.
胶质母细胞瘤(GBM)中O - 甲基鸟嘌呤 - DNA甲基转移酶(MGMT)启动子甲基化状态的差异是否反映在MRI标志物上,目前仍知之甚少。在本研究中,我们通过一种新型的距离分辨三维评估方法,根据相应的MGMT状态分析GBM瘤周强化浸润区的表观扩散系数(ADC)。
对101例MGMT野生型GBM患者进行回顾性分析。采用深度学习对GBM进行三维分割。将对比增强肿瘤周围的液体衰减反转恢复序列(FLAIR)高信号组织划分为同心的距离分辨子体积。计算三维肿瘤核心区以及核心区周围距离分辨体积的平均ADC值。采用Wilcoxon符号秩检验分析MGMT启动子甲基化(mMGMT,n = 43)和未甲基化(uMGMT,n = 58)GBM患者组间平均ADC的差异。
对于mMGMT和uMGMT GBM,肿瘤核心周围的平均ADC值均随着从核心向瘤周FLAIR高信号边缘距离的增加而显著升高(在5个体素内增加约10%,P < 0.001)。虽然肿瘤核心区的组平均ADC无显著差异,但mMGMT GBM核心区周围距离分辨的ADC曲线比uMGMT GBM高约10%(在距肿瘤核心5个体素距离处P < 0.01)。
肿瘤核心周围距离分辨的体积ADC分析揭示了传统MRI上肉眼难以察觉的GBM组织特征。核心区周围不同的ADC曲线表明,mMGMT和uMGMT GBM瘤周强化组织特征受表观遗传学影响存在差异。