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定义评估创伤性轴索损伤定量 MRI 标志物的分析框架:在小鼠闭合性颅脑损伤模型中的初步结果。

Defining an Analytic Framework to Evaluate Quantitative MRI Markers of Traumatic Axonal Injury: Preliminary Results in a Mouse Closed Head Injury Model.

机构信息

Department of Neurology, University of Pennsylvania, Philadelphia, PA.

Quantitative Medical Imaging Section, National Institute of Biomedical Imaging and Bioengineering, National Institutes of Health, Bethesda, MD.

出版信息

eNeuro. 2017 Sep 13;4(5). doi: 10.1523/ENEURO.0164-17.2017. eCollection 2017 Sep-Oct.

DOI:10.1523/ENEURO.0164-17.2017
PMID:28966972
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC5616192/
Abstract

Diffuse axonal injury (DAI) is a hallmark of traumatic brain injury (TBI) pathology. Recently, the Closed Head Injury Model of Engineered Rotational Acceleration (CHIMERA) was developed to generate an experimental model of DAI in a mouse. The characterization of DAI using diffusion tensor magnetic resonance imaging (MRI; diffusion tensor imaging, DTI) may provide a useful set of outcome measures for preclinical and clinical studies. The objective of this study was to identify the complex neurobiological underpinnings of DTI features following DAI using a comprehensive and quantitative evaluation of DTI and histopathology in the CHIMERA mouse model. A consistent neuroanatomical pattern of pathology in specific white matter tracts was identified across DTI maps and photomicrographs of histology. These observations were confirmed by voxelwise and regional analysis of DTI maps, demonstrating reduced fractional anisotropy (FA) in distinct regions such as the optic tract. Similar regions were identified by quantitative histology and exhibited axonal damage as well as robust gliosis. Additional analysis using a machine-learning algorithm was performed to identify regions and metrics important for injury classification in a manner free from potential user bias. This analysis found that diffusion metrics were able to identify injured brains almost with the same degree of accuracy as the histology metrics. Good agreement between regions detected as abnormal by histology and MRI was also found. The findings of this work elucidate the complexity of cellular changes that give rise to imaging abnormalities and provide a comprehensive and quantitative evaluation of the relative importance of DTI and histological measures to detect brain injury.

摘要

弥漫性轴索损伤(DAI)是创伤性脑损伤(TBI)病理学的标志。最近,开发了闭合性颅脑损伤旋转加速工程模型(CHIMERA),以在小鼠中产生 DAI 的实验模型。使用扩散张量磁共振成像(MRI;扩散张量成像,DTI)对 DAI 的特征进行描述可能为临床前和临床研究提供一组有用的结果测量。本研究的目的是使用 CHIMERA 小鼠模型中 DTI 和组织病理学的全面和定量评估,确定 DAI 后 DTI 特征的复杂神经生物学基础。在 DTI 图谱和组织学的照片中,在特定的白质束中观察到一致的神经解剖病理学模式。这些观察结果通过 DTI 图谱的体素和区域分析得到了证实,表明在特定区域(如视束)的分数各向异性(FA)降低。通过定量组织学也可以识别出相似的区域,并显示出轴突损伤和强烈的神经胶质增生。使用机器学习算法进行了额外的分析,以确定在没有潜在用户偏见的情况下进行损伤分类的重要区域和指标。该分析发现,扩散指标几乎可以与组织学指标一样准确地识别受伤的大脑。还发现了组织学和 MRI 检测到的异常区域之间的良好一致性。这项工作的结果阐明了导致成像异常的细胞变化的复杂性,并提供了对 DTI 和组织学测量在检测脑损伤方面的相对重要性的全面和定量评估。

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