Gergely Bertalan, Nicolin Hainc, Fabian Dominik Von Dehn, Tibor Hortobágyi, Andrea Bink, Emilie Le Rhun, Michael Weller, Zsolt Kulcsar
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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 <i>MGMT</i> promoter methylated (mMGMT, <i>n</i> = 43) and <i>MGMT</i> promoter unmethylated (uMGMT, <i>n</i> = 58) GBM was analyzed with Wilcoxon signed rank test.</p><p><strong>Results: </strong>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 <i>P</i> < 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 (<i>P</i> < 10<sup>-8</sup> at 5 voxel distance from the tumor core).</p><p><strong>Conclusions: </strong>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.</p>","PeriodicalId":93863,"journal":{"name":"AJNR. 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In this work, we analyze the ADC in the perienhancing infiltration zone of GBM according to the corresponding <i>MGMT</i> status by using a novel distance-resolved 3D evaluation.</p><p><strong>Materials and methods: </strong>One hundred one patients with <i>IDH</i> 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. 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引用次数: 0
摘要
背景与目的:胶质母细胞瘤(GBM)的o6 -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标记物上仍是未知的。在这项工作中,我们使用一种新颖的距离分辨3D评估方法,根据相应的MGMT状态分析了GBM周围增强浸润区的ADC。材料与方法:对101例IDH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。对比增强肿瘤周围有FLAIR高强度的组织被分成同心距离分辨亚体积。计算三维肿瘤核心和核心周围距离分辨体积的平均ADC。采用Wilcoxon符号秩检验分析MGMT启动子甲基化(mMGMT, n = 43)和MGMT启动子未甲基化(uMGMT, n = 58) GBM患者组平均ADC的差异。结果:对于mMGMT和uMGMT GBM,肿瘤核心周围的平均ADC值作为从核心到周围增强FLAIR高强度周围的距离的函数显著增加(在5个体素内约增加10%,P < 001)。虽然肿瘤核心的组平均ADC没有显著差异,但mMGMT组的距离分辨ADC轮廓比uMGMT组高约10%(距肿瘤核心5体素时P < 10-8)。结论:肿瘤核心周围的距离分辨体积ADC分析揭示了常规MRI人眼难以察觉的GBM组织特征。核心周围不同的ADC谱表明mMGMT和uMGMT GBM在周围增强组织特征上的表观遗传影响差异。
Advanced Distance-Resolved Evaluation of the Perienhancing Tumor Areas with FLAIR Hyperintensity Indicates Different ADC Profiles by MGMT Promoter Methylation Status in Glioblastoma.
Background and purpose: Whether differences in the O6-methylguanine-DNA methyltransferase (MGMT) 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 MGMT status by using a novel distance-resolved 3D evaluation.
Materials and methods: One hundred one patients with IDH 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 MGMT promoter methylated (mMGMT, n = 43) and MGMT promoter unmethylated (uMGMT, n = 58) GBM was analyzed with Wilcoxon signed rank test.
Results: 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 P < 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 (P < 10-8 at 5 voxel distance from the tumor core).
Conclusions: 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.