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基于弥散磁共振成像的各向同性轴突直径和密度指标

Orientationally invariant indices of axon diameter and density from diffusion MRI.

机构信息

Centre for Medical Image Computing, Department of Computer Science, University College London, London, UK.

出版信息

Neuroimage. 2010 Oct 1;52(4):1374-89. doi: 10.1016/j.neuroimage.2010.05.043. Epub 2010 May 23.

Abstract

This paper proposes and tests a technique for imaging orientationally invariant indices of axon diameter and density in white matter using diffusion magnetic resonance imaging. Such indices potentially provide more specific markers of white matter microstructure than standard indices from diffusion tensor imaging. Orientational invariance allows for combination with tractography and presents new opportunities for mapping brain connectivity and quantifying disease processes. The technique uses a four-compartment tissue model combined with an optimized multishell high-angular-resolution pulsed-gradient-spin-echo acquisition. We test the method in simulation, on fixed monkey brains using a preclinical scanner and on live human brains using a clinical 3T scanner. The human data take about one hour to acquire. The simulation experiments show that both monkey and human protocols distinguish distributions of axon diameters that occur naturally in white matter. We compare the axon diameter index with the mean axon diameter weighted by axon volume. The index differs from this mean and is protocol dependent, but correlation is good for the monkey protocol and weaker, but discernible, for the human protocol where greater diffusivity and lower gradient strength limit sensitivity to only the largest axons. Maps of axon diameter and density indices from the monkey and human data in the corpus callosum and corticospinal tract reflect known trends from histology. The results show orientationally invariant sensitivity to natural axon diameter distributions for the first time with both specialist and clinical hardware. This demonstration motivates further refinement, validation, and evaluation of the precise nature of the indices and the influence of potential confounds.

摘要

本文提出并测试了一种使用扩散磁共振成像技术对大脑白质中轴突直径和密度各向同性指数进行成像的技术。与扩散张量成像的标准指数相比,这些指数有可能提供更具体的白质微观结构标志物。各向同性允许与示踪技术相结合,并为绘制大脑连接图和量化疾病过程提供了新的机会。该技术使用四室组织模型结合优化的多壳高角分辨率脉冲梯度自旋回波采集。我们在模拟中、使用临床前扫描仪固定的猴子大脑中和使用临床 3T 扫描仪的活体人类大脑中测试了该方法。人类数据大约需要一个小时才能采集。模拟实验表明,猴子和人类方案都可以区分白质中自然存在的轴突直径分布。我们将轴突直径指数与通过轴突体积加权的平均轴突直径进行了比较。该指数与该平均值不同,并且依赖于方案,但对于猴子方案相关性良好,而对于人类方案相关性较弱,但仍可识别,因为在人类方案中,较大的扩散性和较低的梯度强度限制了对仅最大轴突的敏感性。来自猴子和人类数据的胼胝体和皮质脊髓束的轴突直径和密度指数图反映了组织学上的已知趋势。这些结果首次在使用专业和临床硬件的情况下证明了对天然轴突直径分布具有各向同性敏感性。这一演示激发了对指数的确切性质以及潜在混杂因素的影响的进一步细化、验证和评估。

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