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Diffusion tensor imaging investigations in Alzheimer's disease: the resurgence of white matter compromise in the cortical dysfunction of the aging brain.阿尔茨海默病的弥散张量成像研究:老年大脑皮质功能障碍中白质损伤的重新出现。
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DW-MRI 示踪技术在人体死后组织中的组织学验证。

Histological validation of DW-MRI tractography in human postmortem tissue.

机构信息

Department of Biology, Technische Universität Darmstadt, 64287 Darmstadt, Germany.

出版信息

Cereb Cortex. 2013 Feb;23(2):442-50. doi: 10.1093/cercor/bhs036. Epub 2012 Feb 17.

DOI:10.1093/cercor/bhs036
PMID:22345356
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC3584953/
Abstract

Despite several previous attempts, histological validation of diffusion-weighted magnetic resonance imaging (DW-MRI)-based tractography as true axonal fiber pathways remains difficult. In the present study, we establish a method to compare histological and tractography data precisely enough for statements on the level of single tractography pathways. To this end, we used carbocyanine dyes to trace connections in human postmortem tissue and aligned them to high-resolution DW-MRI of the same tissue processed within the diffusion tensor imaging (DTI) formalism. We provide robust definitions of sensitivity (true positives) and specificity (true negatives) for DTI tractography and characterize tractography paths in terms of receiver operating characteristics. With sensitivity and specificity rates of approximately 80%, we could show a clear correspondence between histological and inferred tracts. Furthermore, we investigated the effect of fractional anisotropy (FA) thresholds for the tractography and identified FA values between 0.02 and 0.08 as optimal in our study. Last, we validated the course of entire tractography curves to move beyond correctness determination based on pairs of single points on a tract. Thus, histological techniques, in conjunction with alignment and processing tools, may serve as an important validation method of DW-MRI on the level of inferred tractography projections between brain areas.

摘要

尽管之前已经进行了多次尝试,但基于扩散加权磁共振成像(DW-MRI)的束流追踪技术对真实轴突纤维通路的组织学验证仍然具有挑战性。在本研究中,我们建立了一种方法,可以将组织学和束流追踪数据进行精确比较,以便对单个束流追踪路径进行准确的评估。为此,我们使用碳菁染料来追踪人体死后组织中的连接,并将其与相同组织的高分辨率 DW-MRI 进行配准,该组织是在扩散张量成像(DTI)形式下进行处理的。我们对 DTI 束流追踪技术提供了可靠的灵敏度(真阳性)和特异性(真阴性)定义,并根据接收者操作特性来描述束流追踪路径。我们的结果显示,在大约 80%的灵敏度和特异性率下,组织学和推断的束流之间存在明显的对应关系。此外,我们还研究了束流追踪的各向异性分数(FA)阈值的影响,并确定了在我们的研究中 FA 值在 0.02 到 0.08 之间是最佳的。最后,我们验证了整个束流追踪曲线的准确性,以超越基于束流上单个点对的正确性确定。因此,组织学技术结合配准和处理工具,可能成为 DW-MRI 在脑区之间推断的束流追踪投影水平上的重要验证方法。