Barakovic Muhamed, Girard Gabriel, Schiavi Simona, Romascano David, Descoteaux Maxime, Granziera Cristina, Jones Derek K, Innocenti Giorgio M, Thiran Jean-Philippe, Daducci Alessandro
Signal Processing Lab 5, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland.
Cardiff University Brain Research Imaging Centre, Cardiff University, Cardiff, United Kingdom.
Front Neurosci. 2021 Jun 15;15:646034. doi: 10.3389/fnins.2021.646034. eCollection 2021.
In the central nervous system of primates, several pathways are characterized by different spectra of axon diameters. methods, based on diffusion-weighted magnetic resonance imaging, can provide axon diameter index estimates non-invasively. However, such methods report voxel-wise estimates, which vary from voxel-to-voxel for the same white matter bundle due to partial volume contributions from other pathways having different microstructure properties. Here, we propose a novel microstructure-informed tractography approach, COMMIT, to resolve axon diameter index estimates at the streamline level, thus making the estimates invariant along trajectories. Compared to previously proposed voxel-wise methods, our formulation allows the estimation of a distinct axon diameter index value for each streamline, directly, furnishing a complementary measure to the existing calculation of the mean value along the bundle. We demonstrate the favourable performance of our approach comparing our estimates with existing histologically-derived measurements performed in the corpus callosum and the posterior limb of the internal capsule. Overall, our method provides a more robust estimation of the axon diameter index of pathways by jointly estimating the microstructure properties of the tissue and the macroscopic organisation of the white matter connectivity.
在灵长类动物的中枢神经系统中,几条通路具有不同的轴突直径谱。基于扩散加权磁共振成像的方法可以无创地提供轴突直径指数估计值。然而,此类方法报告的是体素级估计值,由于来自具有不同微观结构特性的其他通路的部分容积贡献,对于同一白质束,这些估计值在体素之间会有所不同。在此,我们提出一种新颖的基于微观结构的纤维束成像方法——COMMIT,以在流线水平上解析轴突直径指数估计值,从而使估计值沿轨迹保持不变。与先前提出的体素级方法相比,我们的公式允许直接为每条流线估计一个独特的轴突直径指数值,为沿束的现有平均值计算提供了一种补充测量。我们通过将我们得到的估计值与在胼胝体和内囊后肢进行的现有组织学测量结果进行比较,展示了我们方法的良好性能。总体而言,我们的方法通过联合估计组织的微观结构特性和白质连通性的宏观组织,提供了对白质通路轴突直径指数更稳健的估计。