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使用基于网格的解剖学和光传输模型改进基于模型的功能近红外光谱分析。

Improving model-based functional near-infrared spectroscopy analysis using mesh-based anatomical and light-transport models.

作者信息

Tran Anh Phong, Yan Shijie, Fang Qianqian

机构信息

Northeastern University, Department of Chemical Engineering, Boston, Massachusetts, United States.

Northeastern University, Department of Electrical and Computer Engineering, Boston, Massachusetts, United States.

出版信息

Neurophotonics. 2020 Jan;7(1):015008. doi: 10.1117/1.NPh.7.1.015008. Epub 2020 Feb 22.

DOI:10.1117/1.NPh.7.1.015008
PMID:32118085
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7035879/
Abstract

: Functional near-infrared spectroscopy (fNIRS) has become an important research tool in studying human brains. Accurate quantification of brain activities via fNIRS relies upon solving computational models that simulate the transport of photons through complex anatomy. : We aim to highlight the importance of accurate anatomical modeling in the context of fNIRS and propose a robust method for creating high-quality brain/full-head tetrahedral mesh models for neuroimaging analysis. : We have developed a surface-based brain meshing pipeline that can produce significantly better brain mesh models, compared to conventional meshing techniques. It can convert segmented volumetric brain scans into multilayered surfaces and tetrahedral mesh models, with typical processing times of only a few minutes and broad utilities, such as in Monte Carlo or finite-element-based photon simulations for fNIRS studies. : A variety of high-quality brain mesh models have been successfully generated by processing publicly available brain atlases. In addition, we compare three brain anatomical models-the voxel-based brain segmentation, tetrahedral brain mesh, and layered-slab brain model-and demonstrate noticeable discrepancies in brain partial pathlengths when using approximated brain anatomies, ranging between to 23% with the voxelated brain and 36% to 166% with the layered-slab brain. : The generation and utility of high-quality brain meshes can lead to more accurate brain quantification in fNIRS studies. Our open-source meshing toolboxes "Brain2Mesh" and "Iso2Mesh" are freely available at http://mcx.space/brain2mesh.

摘要

功能近红外光谱技术(fNIRS)已成为研究人类大脑的重要研究工具。通过fNIRS对大脑活动进行准确量化依赖于求解计算模型,该模型模拟光子在复杂解剖结构中的传输。

我们旨在强调在fNIRS背景下精确解剖建模的重要性,并提出一种稳健的方法来创建用于神经成像分析的高质量大脑/全头四面体网格模型。

我们开发了一种基于表面的大脑网格划分流程,与传统网格划分技术相比,它能生成质量显著更高的大脑网格模型。它可以将分割后的体积脑扫描转换为多层表面和四面体网格模型,典型处理时间仅需几分钟,且具有广泛的用途,例如在fNIRS研究的蒙特卡罗或基于有限元的光子模拟中。

通过处理公开可用的脑图谱,已成功生成了各种高质量的大脑网格模型。此外,我们比较了三种大脑解剖模型——基于体素的脑分割、四面体脑网格和分层平板脑模型,并证明在使用近似大脑解剖结构时,大脑部分程长存在显著差异,体素化大脑的差异在 到23%之间,分层平板脑的差异在36%到166%之间。

高质量大脑网格的生成和应用可以在fNIRS研究中实现更准确的大脑量化。我们的开源网格划分工具箱“Brain2Mesh”和“Iso2Mesh”可在http://mcx.space/brain2mesh免费获取。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8fc3/7035879/a04f3e00bc73/NPh-007-015008-g010.jpg
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