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一种用于脑外脑脊液高维解剖映射的新方法:在婴儿脑成像中的应用

A Novel Method for High-Dimensional Anatomical Mapping of Extra-Axial Cerebrospinal Fluid: Application to the Infant Brain.

作者信息

Mostapha Mahmoud, Kim Sun Hyung, Evans Alan C, Dager Stephen R, Estes Annette M, McKinstry Robert C, Botteron Kelly N, Gerig Guido, Pizer Stephen M, Schultz Robert T, Hazlett Heather C, Piven Joseph, Girault Jessica B, Shen Mark D, Styner Martin A

机构信息

Department of Computer Science, University of North Carolina, Chapel Hill, NC, United States.

Department of Psychiatry, UNC School of Medicine, University of North Carolina, Chapel Hill, NC, United States.

出版信息

Front Neurosci. 2020 Oct 2;14:561556. doi: 10.3389/fnins.2020.561556. eCollection 2020.

Abstract

Cerebrospinal fluid (CSF) plays an essential role in early postnatal brain development. Extra-axial CSF (EA-CSF) volume, which is characterized by CSF in the subarachnoid space surrounding the brain, is a promising marker in the early detection of young children at risk for neurodevelopmental disorders. Previous studies have focused on global EA-CSF volume across the entire dorsal extent of the brain, and not regionally-specific EA-CSF measurements, because no tools were previously available for extracting local EA-CSF measures suitable for localized cortical surface analysis. In this paper, we propose a novel framework for the localized, cortical surface-based analysis of EA-CSF. The proposed processing framework combines probabilistic brain tissue segmentation, cortical surface reconstruction, and streamline-based local EA-CSF quantification. The quantitative analysis of local EA-CSF was applied to a dataset of typically developing infants with longitudinal MRI scans from 6 to 24 months of age. There was a high degree of consistency in the spatial patterns of local EA-CSF across age using the proposed methods. Statistical analysis of local EA-CSF revealed several novel findings: several regions of the cerebral cortex showed reductions in EA-CSF from 6 to 24 months of age, and specific regions showed higher local EA-CSF in males compared to females. These age-, sex-, and anatomically-specific patterns of local EA-CSF would not have been observed if only a global EA-CSF measure were utilized. The proposed methods are integrated into a freely available, open-source, cross-platform, user-friendly software tool, allowing neuroimaging labs to quantify local extra-axial CSF in their neuroimaging studies to investigate its role in typical and atypical brain development.

摘要

脑脊液(CSF)在出生后早期脑发育中起着至关重要的作用。脑外脑脊液(EA-CSF)体积以围绕大脑的蛛网膜下腔中的脑脊液为特征,是早期检测有神经发育障碍风险幼儿的一个有前景的标志物。先前的研究集中在大脑整个背侧范围的整体EA-CSF体积上,而不是区域特异性的EA-CSF测量,因为以前没有工具可用于提取适合局部皮质表面分析的局部EA-CSF测量值。在本文中,我们提出了一种用于基于皮质表面的局部EA-CSF分析的新框架。所提出的处理框架结合了概率性脑组织分割、皮质表面重建和基于流线的局部EA-CSF量化。局部EA-CSF的定量分析应用于一组典型发育婴儿的数据集,这些婴儿有6至24个月大的纵向MRI扫描数据。使用所提出的方法,局部EA-CSF的空间模式在不同年龄之间具有高度一致性。局部EA-CSF的统计分析揭示了几个新发现:大脑皮质的几个区域在6至24个月大时EA-CSF减少,并且特定区域男性的局部EA-CSF高于女性。如果仅使用整体EA-CSF测量值,就不会观察到这些局部EA-CSF的年龄、性别和解剖学特异性模式。所提出的方法被集成到一个免费可用、开源、跨平台、用户友好的软件工具中,使神经影像实验室能够在其神经影像研究中量化局部脑外脑脊液,以研究其在典型和非典型脑发育中的作用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f84d/7561674/8c10af46d556/fnins-14-561556-g0001.jpg

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