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Holistic Mapping of Striatum Surfaces in the Laplace-Beltrami Embedding Space

机译:Laplace-Beltrami嵌入空间中纹状体表面的整体映射

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In brain shape analysis, the striatum is typically divided into three parts: the caudate, putamen, and accumbens nuclei for its analysis. Recent connectivity and animal studies, however, indicate striatum-cortical inter-connections do not always follow such subdivisions. For the holistic mapping of striatum surfaces, conventional spherical registration techniques are not suitable due to the large metric distortions in spherical parameterization of striatal surfaces. To overcome this difficulty, we develop a novel striatal surface mapping method using our recently proposed Riemannian metric optimization techniques in the Laplace-Beltrami (LB) embedding space. For the robust resolution of sign ambiguities in the LB spectrum, we also devise novel anatomical contextual features to guide the surface mapping in the embedding space. In our experimental results, we compare with spherical registration tools from FreeSurfer and FSL to demonstrate that our novel method provides a superior solution to the striatal mapping problem. We also apply our method to map the striatal surfaces from 211 subjects of the Human Connectome Project (HCP), and use the surface maps to construct a cortical connectivity atlas. Our atlas results show that the striato-cortical connectivity is not distinctive according to traditional structural subdivision of the striatum, and further confirms the holistic approach for mapping striatal surfaces.
机译:在大脑形状分析中,纹状体通常分为三个部分:尾状,壳状核和伏核。然而,最近的连通性和动物研究表明,纹状体-皮质的相互连接并不总是遵循这样的细分。对于纹状体表面的整体映射,由于纹状体表面的球形参数化过程中存在较大的度量失真,因此传统的球形配准技术不适用。为了克服这个困难,我们在Laplace-Beltrami(LB)嵌入空间中使用我们最近提出的Riemannian度量优化技术开发了一种新颖的纹状体表面映射方法。为了在LB频谱中可靠地解决符号模糊性,我们还设计了新颖的解剖上下文特征来指导嵌入空间中的表面映射。在我们的实验结果中,我们与FreeSurfer和FSL的球形配准工具进行了比较,以证明我们的新方法为纹状体贴图问题提供了更好的解决方案。我们还应用了我们的方法来绘制来自人类Connectome项目(HCP)的211位受试者的纹状体表面的图,并使用该表面图构建皮质连接图集。我们的图集结果表明,根据纹状体的传统结构细分,纹状体-皮质的连通性并不明显,并且进一步证实了绘制纹状体表面的整体方法。

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