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一项模拟研究,探讨微卒中潜在基于扩散的 MRI 特征。

A simulation study investigating potential diffusion-based MRI signatures of microstrokes.

机构信息

Laboratory of Optical and Molecular Imaging, École Polytechnique de Montréal, 2900 Edouard Montpetit Blvd, Montreal, QC, H3T 1J4, Canada.

Athinoula A. Martinos Center, Massachusetts General Hospital, Harvard Medical School, Charlestown, MA, 02129, USA.

出版信息

Sci Rep. 2021 Jul 9;11(1):14229. doi: 10.1038/s41598-021-93503-2.

Abstract

Recent studies suggested that cerebrovascular micro-occlusions, i.e. microstokes, could lead to ischemic tissue infarctions and cognitive deficits. Due to their small size, identifying measurable biomarkers of these microvascular lesions remains a major challenge. This work aims to simulate potential MRI signatures combining arterial spin labeling (ASL) and multi-directional diffusion-weighted imaging (DWI). Driving our hypothesis are recent observations demonstrating a radial reorientation of microvasculature around the micro-infarction locus during recovery in mice. Synthetic capillary beds, randomly- and radially-oriented, and optical coherence tomography (OCT) angiograms, acquired in the barrel cortex of mice (n = 5) before and after inducing targeted photothrombosis, were analyzed. Computational vascular graphs combined with a 3D Monte-Carlo simulator were used to characterize the magnetic resonance (MR) response, encompassing the effects of magnetic field perturbations caused by deoxyhemoglobin, and the advection and diffusion of the nuclear spins. We quantified the minimal intravoxel signal loss ratio when applying multiple gradient directions, at varying sequence parameters with and without ASL. With ASL, our results demonstrate a significant difference (p < 0.05) between the signal-ratios computed at baseline and 3 weeks after photothrombosis. The statistical power further increased (p < 0.005) using angiograms measured at week 4. Without ASL, no reliable signal change was found. We found that higher ratios, and accordingly improved significance, were achieved at lower magnetic field strengths (e.g., B0 = 3T) and shorter echo time TE (< 16 ms). Our simulations suggest that microstrokes might be characterized through ASL-DWI sequence, providing necessary insights for posterior experimental validations, and ultimately, future translational trials.

摘要

最近的研究表明,脑血管微闭塞,即微梗塞,可能导致缺血性组织梗死和认知障碍。由于其体积小,识别这些微血管病变的可测量生物标志物仍然是一个主要挑战。这项工作旨在模拟潜在的 MRI 特征,结合动脉自旋标记 (ASL) 和多向扩散加权成像 (DWI)。我们的假设是基于最近的观察结果,即在小鼠恢复过程中,微梗塞部位周围的微血管发生放射状重定向。分析了在诱导靶向光血栓形成前后从小鼠(n = 5)的桶状皮层获得的随机和放射状定向的合成毛细血管床和光学相干断层扫描 (OCT) 血管造影。结合 3D 蒙特卡罗模拟器的计算血管图用于表征磁共振 (MR) 响应,包括脱氧血红蛋白引起的磁场扰动以及核自旋的对流和扩散的影响。我们在不同的序列参数下,定量了在应用多个梯度方向时,最小的体素内信号损失比,包括有无 ASL 的情况。在 ASL 的情况下,我们的结果表明在光血栓形成后 3 周时与基线相比,计算出的信号比存在显著差异(p < 0.05)。在第 4 周测量的血管造影时,统计能力进一步提高(p < 0.005)。没有 ASL 的情况下,没有发现可靠的信号变化。我们发现,在较低的磁场强度(例如 B0 = 3T)和较短的回波时间 TE(< 16ms)下,比值更高,相应的显著性也更高。我们的模拟表明,微梗塞可能通过 ASL-DWI 序列来表征,为后续的实验验证提供必要的见解,并最终为未来的转化试验提供帮助。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a7d7/8271016/7f12c99a0984/41598_2021_93503_Fig1_HTML.jpg

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