Sydney Translational Imaging Laboratory, Heart Research Institute, Charles Perkins Centre, University of Sydney, Australia.
Sydney Translational Imaging Laboratory, Heart Research Institute, Charles Perkins Centre, University of Sydney, Australia; GE Healthcare, Richmond, Victoria, Australia.
Neuroimage Clin. 2019;24:101953. doi: 10.1016/j.nicl.2019.101953. Epub 2019 Jul 22.
To construct a clinical diagnostic biomarker using state-of-the-art microstructural MRI in the motor cortex of people with amyotrophic lateral sclerosis (ALS).
Clinical and MRI data were obtained from 21 ALS patients (aged 54 ± 14 years, 33% female) and 63 age- and gender-matched controls (aged 48 ± 18 years, 43% female). MRI was acquired at 3T and included T1-weighted scan (for volumetrics), arterial spin labelling (for cerebral blood flow), susceptibility-weighted angiography (for iron deposition) and multiband diffusion kurtosis imaging (for tissue microstructure). Group differences in imaging measures in the motor cortex were tested by general linear model and relationships to clinical variables by linear regression.
The ALS group had mild-to-moderate impairment (disease duration: 1.8 ± 0.8 years; ALS functional rating scale 40.2 ± 6.0; forced vital capacity 83% ± 22%). No age or gender differences were present between groups. We found significant group differences in diffusion kurtosis metrics (apparent, mean, radial and axial kurtosis: p < .01) and iron deposition in the motor cortex (p = .03). Within the ALS group, we found significant relationships between motor cortex volume, apparent diffusion and disease duration (adjusted R = 0.27, p = .011); and between the apparent and radial kurtosis metrics and ALS functional rating scale (adjusted R = 0.25, p = .033). A composite imaging biomarker comprising kurtosis and iron deposition measures yielded a maximal diagnostic accuracy of 83% (81% sensitivity, 85% specificity) and an area-under-the-curve of 0.86.
Diffusion kurtosis is sensitive to early changes present in the motor region in ALS. We propose a composite imaging biomarker reflecting tissue microstructural changes in early ALS that may provide clinically valuable diagnostic information.
利用最先进的磁共振微观结构成像技术,构建肌萎缩侧索硬化症(ALS)患者运动皮层的临床诊断生物标志物。
本研究纳入 21 名 ALS 患者(年龄 54±14 岁,33%为女性)和 63 名年龄和性别匹配的对照组(年龄 48±18 岁,43%为女性)。所有患者均在 3T 磁共振扫描仪上进行 T1 加权扫描(用于容积测量)、动脉自旋标记(用于脑血流测量)、磁化率加权血管造影(用于铁沉积测量)和多频带扩散峰度成像(用于组织微观结构测量)。采用一般线性模型检验运动皮层影像学指标的组间差异,并通过线性回归分析这些影像学指标与临床变量的关系。
ALS 组患者的疾病处于轻度至中度进展阶段(病程:1.8±0.8 年;肌萎缩侧索硬化功能评定量表 40.2±6.0 分;用力肺活量 83%±22%)。两组间在年龄和性别方面无差异。我们发现,运动皮层的扩散峰度指标(表观扩散系数、平均扩散系数、径向扩散系数和轴向扩散系数:p<0.01)和铁沉积存在显著的组间差异(p=0.03)。在 ALS 组中,我们发现运动皮层容积、表观扩散系数与疾病病程之间存在显著的相关性(调整后的 R2=0.27,p=0.011),以及表观扩散系数和径向扩散系数与肌萎缩侧索硬化功能评定量表之间存在显著的相关性(调整后的 R2=0.25,p=0.033)。由峰度和铁沉积指标组成的复合影像学生物标志物的诊断准确率最高可达 83%(灵敏度 81%,特异性 85%),曲线下面积为 0.86。
扩散峰度对 ALS 运动皮层的早期变化敏感。我们提出了一种反映早期 ALS 组织微观结构变化的复合影像学生物标志物,它可能为临床提供有价值的诊断信息。