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基于广义线性模型分析和人体头部解剖图谱的深度补偿漫射光学断层成像增强。

Depth-compensated diffuse optical tomography enhanced by general linear model analysis and an anatomical atlas of human head.

机构信息

Department of Bioengineering, Joint Program in Biomedical Engineering between UT Arlington and UT Southwestern Medical Center at Dallas, University of Texas at Arlington, Arlington, TX, USA.

出版信息

Neuroimage. 2014 Jan 15;85 Pt 1(0 1):166-80. doi: 10.1016/j.neuroimage.2013.07.016. Epub 2013 Jul 14.

Abstract

One of the main challenges in functional diffuse optical tomography (DOT) is to accurately recover the depth of brain activation, which is even more essential when differentiating true brain signals from task-evoked artifacts in the scalp. Recently, we developed a depth-compensated algorithm (DCA) to minimize the depth localization error in DOT. However, the semi-infinite model that was used in DCA deviated significantly from the realistic human head anatomy. In the present work, we incorporated depth-compensated DOT (DC-DOT) with a standard anatomical atlas of human head. Computer simulations and human measurements of sensorimotor activation were conducted to examine and prove the depth specificity and quantification accuracy of brain atlas-based DC-DOT. In addition, node-wise statistical analysis based on the general linear model (GLM) was also implemented and performed in this study, showing the robustness of DC-DOT that can accurately identify brain activation at the correct depth for functional brain imaging, even when co-existing with superficial artifacts.

摘要

功能漫射光学断层成像(DOT)的主要挑战之一是准确地恢复大脑激活的深度,当需要从头皮上的任务诱发伪影中区分真正的大脑信号时,这一点尤为重要。最近,我们开发了一种深度补偿算法(DCA)来最小化 DOT 中的深度定位误差。然而,DCA 中使用的半无限模型与现实的人类头部解剖结构有很大的偏差。在本工作中,我们将深度补偿 DOT(DC-DOT)与人类头部的标准解剖图谱相结合。进行了传感器运动激活的计算机模拟和人体测量,以检查和证明基于大脑图谱的 DC-DOT 的深度特异性和量化准确性。此外,本研究还实现并执行了基于广义线性模型(GLM)的节点统计分析,显示了 DC-DOT 的稳健性,即使与表面伪影共存,它也可以准确地识别功能脑成像中正确深度的大脑激活。

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