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体内小鼠脑的 Soma 和神经突密度 MRI(SANDI)与 Allen 大脑图谱的比较。

Soma and Neurite Density MRI (SANDI) of the in-vivo mouse brain and comparison with the Allen Brain Atlas.

机构信息

Champalimaud Research, Champalimaud Foundation, Av. Brasilia, Lisbon 1400-038, Portugal.

Champalimaud Research, Champalimaud Foundation, Av. Brasilia, Lisbon 1400-038, Portugal.

出版信息

Neuroimage. 2022 Jul 1;254:119135. doi: 10.1016/j.neuroimage.2022.119135. Epub 2022 Mar 23.

Abstract

Diffusion MRI (dMRI) provides unique insights into the neural tissue milieu by probing interactions between diffusing molecules and tissue microstructure. Most dMRI techniques focus on white matter (WM) tissues, nevertheless, interest in gray matter characterizations is growing. The Soma and Neurite Density MRI (SANDI) methodology harnesses a model incorporating water diffusion in spherical objects (assumed to be associated with cell bodies) and in impermeable "sticks" (assumed to represent neurites), which potentially enables the characterization of cellular and neurite densities. Recognising the importance of rodents in animal models of development, aging, plasticity, and disease, we here employ SANDI for in-vivo preclinical imaging and provide a first validation of the methodology by comparing SANDI metrics with cellular density reflected by the Allen mouse brain atlas. SANDI was implemented on a 9.4T scanner equipped with a cryogenic coil, and in-vivo experiments were carried out on N = 6 mice. Pixelwise, ROI-based, and atlas comparisons were performed, magnitude vs. real-valued analyses were compared, and shorter acquisitions with reduced the number of b-value shells were investigated. Our findings reveal good reproducibility of the SANDI parameters, including the sphere and stick fractions, as well as sphere size (CoV < 7%, 12% and 3%, respectively). Additionally, we find a very good rank correlation between SANDI-driven sphere fraction and Allen mouse brain atlas contrast that represents cellular density. We conclude that SANDI is a viable preclinical MRI technique that can greatly contribute to research on brain tissue microstructure.

摘要

扩散磁共振成像(dMRI)通过探测扩散分子与组织微观结构之间的相互作用,提供了对神经组织环境的独特见解。大多数 dMRI 技术都集中在白质(WM)组织上,但对灰质特征的兴趣正在增加。体素和神经突密度磁共振成像(SANDI)方法利用了一个模型,该模型将水在球形物体(假定与细胞体相关联)和不可渗透的“棒”(假定代表神经突)中的扩散结合在一起,这可能使细胞和神经突密度的特征化成为可能。鉴于啮齿动物在发育、衰老、可塑性和疾病的动物模型中的重要性,我们在这里采用 SANDI 进行体内临床前成像,并通过将 SANDI 指标与艾伦小鼠脑图谱反映的细胞密度进行比较,首次验证了该方法的有效性。SANDI 在配备低温线圈的 9.4T 扫描仪上实现,在 N=6 只小鼠上进行了体内实验。进行了像素、ROI 基于和图谱比较,比较了幅度与实值分析,并研究了具有较少 b 值壳数的较短采集。我们的发现表明,SANDI 参数具有良好的可重复性,包括球体和棒体分数以及球体大小(CoV 分别小于 7%、12%和 3%)。此外,我们发现 SANDI 驱动的球体分数与代表细胞密度的艾伦小鼠脑图谱对比度之间存在非常好的秩相关。我们得出结论,SANDI 是一种可行的临床前 MRI 技术,可以为脑组织微观结构的研究做出重大贡献。

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