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Comparison of Diffusion MRI Acquisition Protocols for the In Vivo Characterization of the Mouse Spinal Cord: Variability Analysis and Application to an Amyotrophic Lateral Sclerosis Model

机译:小鼠脊髓体内表征的扩散MRI采集协议的比较:变异性分析和在肌萎缩性侧索硬化模型中的应用

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摘要

Diffusion-weighted Magnetic Resonance Imaging (dMRI) has relevant applications in the microstructural characterization of the spinal cord, especially in neurodegenerative diseases. Animal models have a pivotal role in the study of such diseases; however, in vivo spinal dMRI of small animals entails additional challenges that require a systematical investigation of acquisition parameters. The purpose of this study is to compare three acquisition protocols and identify the scanning parameters allowing a robust estimation of the main diffusion quantities and a good sensitivity to neurodegeneration in the mouse spinal cord. For all the protocols, the signal-to-noise and contrast-to noise ratios and the mean value and variability of Diffusion Tensor metrics were evaluated in healthy controls. For the estimation of fractional anisotropy less variability was provided by protocols with more diffusion directions, for the estimation of mean, axial and radial diffusivity by protocols with fewer diffusion directions and higher diffusion weighting. Intermediate features (12 directions, b = 1200 s/mm2) provided the overall minimum inter- and intra-subject variability in most cases. In order to test the diagnostic sensitivity of the protocols, 7 G93A-SOD1 mice (model of amyotrophic lateral sclerosis) at 10 and 17 weeks of age were scanned and the derived diffusion parameters compared with those estimated in age-matched healthy animals. The protocols with an intermediate or high number of diffusion directions provided the best differentiation between the two groups at week 17, whereas only few local significant differences were highlighted at week 10. According to our results, a dMRI protocol with an intermediate number of diffusion gradient directions and a relatively high diffusion weighting is optimal for spinal cord imaging. Further work is needed to confirm these results and for a finer tuning of acquisition parameters. Nevertheless, our findings could be important for the optimization of acquisition protocols for preclinical and clinical dMRI studies on the spinal cord.
机译:弥散加权磁共振成像(dMRI)在脊髓的微结构表征中具有相关的应用,特别是在神经退行性疾病中。动物模型在这类疾病的研究中具有举足轻重的作用。然而,小动物的体内脊髓dMRI带来了其他挑战,需要系统地研究采集参数。这项研究的目的是比较三种采集协议并确定扫描参数,以便对主要扩散量进行可靠的估算,并对小鼠脊髓神经变性具有良好的敏感性。对于所有方案,均在健康对照组中评估了信噪比和对比噪声比以及扩散张量指标的平均值和变异性。对于分数各向异性的估计,通过具有更大扩散方向的协议提供了较小的可变性,用于通过具有较少扩散方向和较高扩散权重的协议来估计平均,轴向和径向扩散率。在大多数情况下,中间特征(12个方向,b = 1200 s / mm 2 )提供了总体最小的主体间和主体内变异性。为了测试方案的诊断敏感性,扫描了10和17周龄的7只G93A-SOD1小鼠(肌萎缩性侧索硬化模型),并将其与年龄匹配的健康动物中估计的扩散参数进行了比较。在第17周时,具有中等扩散方向或较高扩散方向的方案在两组之间提供了最佳区分,而在第10周,仅突出了很少的局部显着差异。根据我们的结果,扩散梯度为中等数量的dMRI方案方向和相对较高的扩散权重是脊髓成像的最佳选择。需要进一步的工作来确认这些结果以及对采集参数进行更好的调整。然而,我们的发现对于优化脊髓临床前和临床dMRI研究的采集方案可能很重要。

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