Department of Radiology, 12235University of Miami, Miami, FL, USA.
Department of Radiation Oncology, 12235University of Miami, Miami, FL, USA.
Neuroradiol J. 2023 Apr;36(2):198-205. doi: 10.1177/19714009221122204. Epub 2022 Aug 24.
In this pilot study, DKI measures of diffusivity and kurtosis were compared in active tumor regions and correlated to radiologic response to radiotherapy after completion of 2 weeks of treatment to derive potential early measures of tumor response.
MRI and Magnetic Resonance Spectroscopic Imaging (MRSI) data were acquired before the beginning of RT (pre-RT) and 2 weeks after the initiation of treatment (during-RT) in 14 glioblastoma patients. The active tumor region was outlined as the union of the residual contrast-enhancing region and metabolically active tumor region. Average and standard deviation of mean, axial, and radial diffusivity (MD, AD, RD) and mean, axial, and radial kurtosis (MK, AK, RK) values were calculated for the active tumor VOI from images acquired pre-RT and during-RT and paired t-tests were executed to estimate pairwise differences. Receiver operating characteristic (ROC) curve analysis was conducted to evaluate the predictive capabilities of changes in diffusion metrics for progression-free survival (PFS).
Analysis showed significant pairwise differences for AD ( = 0.035; Cohen's d of 0.659) and AK ( = 0.019; Cohen's d of 0.753) in diffusion measures after 2 weeks of RT. ROC curve analysis showed that percentage change differences in AD and AK between pre-RT and during-RT scans provided an Area Under the Curve (AUC) of 0.524 and 0.762, respectively, in discriminating responders (PFS>180 days) and non-responders (PFS<180 days).
This pilot study, although preliminary in nature, showed significant changes in AD and AK maps, with kurtosis derived AK maps showing an increased sensitivity in mapping early changes in the active tumor regions.
在这项初步研究中,对比了扩散峰度成像(DKI)测量的各向异性扩散系数和峰度值在活跃肿瘤区域中的差异,并与放疗结束后 2 周的放射学反应相关联,以得出潜在的肿瘤反应早期测量指标。
14 名胶质母细胞瘤患者在开始放疗前(放疗前)和治疗开始后 2 周(放疗中)采集 MRI 和磁共振波谱成像(MRSI)数据。将活性肿瘤区域定义为残留对比增强区域和代谢活跃肿瘤区域的并集。从放疗前和放疗中采集的图像中计算出活跃肿瘤 VOI 的平均扩散系数(MD)、轴向扩散系数(AD)、径向扩散系数(RD)和平均峰度值(MK)、轴向峰度值(AK)、径向峰度值(RK)的平均值和标准差,并进行配对 t 检验以估计成对差异。进行受试者工作特征(ROC)曲线分析以评估扩散指标变化对无进展生存期(PFS)的预测能力。
分析显示,在放疗后 2 周,AD( = 0.035;Cohen's d 为 0.659)和 AK( = 0.019;Cohen's d 为 0.753)的扩散测量值存在显著的成对差异。ROC 曲线分析显示,在放疗前和放疗中扫描之间,AD 和 AK 的百分比变化差异在区分反应者(PFS>180 天)和非反应者(PFS<180 天)方面提供了 0.524 和 0.762 的曲线下面积(AUC)。
尽管这项初步研究尚处于起步阶段,但结果显示 AD 和 AK 图存在显著变化,其中基于峰度的 AK 图在映射活跃肿瘤区域的早期变化方面显示出更高的灵敏度。