Analysis of the pattern of microstructural changes in the brain after mTBI with diffusion tensor imaging and subject-specific FE models

Q3 Engineering
Maryam Tayebi , Eryn Kwon , Alan Wang , Justin Fernandez , Samantha Holdsworth , Vickie Shim
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引用次数: 0

Abstract

Traumatic brain injury (TBI) is a major public health challenge. Up to 90 % of TBIs are on the mild spectrum of TBI (mTBI), where diagnosis is a major challenge. Majority of studies in this field have been conducted on human subjects, which inherently suffer from the lack of appropriate control group, selection bias, and individual differences in patients. To overcome these limitations, animal studies have been used as an alternative approach to provide deeper insights into the underlying mechanism related to the injury. Therefore our aim is to investigate various quantitative imaging biomarkers acquired from T1-W and diffusion tensor imaging (DTI) sequences to provide more information about the microstructural changes in the brain after mTBI. We then use this to generate subject-specific finite element models of the brain and examine how the changes in the brain material properties reflected in MR images affects strain distribution patterns on a subsequent head hit. Our study revealed a decrease in FA and an increase in diffusivity indices (MD, AD, RD) in the white matter tracts of the brain. This finding may represent the axonal damage, demyelination and gliosis after mild TBI, which have been shown in other animal and human studies. Moreover, our FE analysis showed that microstructural changes in the brain after mTBI might have weakened the structural integrity of the brain as the subsequent head hit led to wider and more severe brain deformations.

Significance

Animal models have been used to investigate biomechanical and pathophysiological aspects of mild traumatic brain injuries in the past. Still, most of them used small animals such as rats and mice. These models provided valuable insight into the pathophysiology of mTBI, but their findings have limitations due to their inherent differences to human brains. We have developed a large animal model of mTBI with sheep brains by combining advanced MRI and finite element analysis as they mimic the human brain better. To the best of our knowledge, this study is the first mTBI neuroimaging study conducted on large animal brains to investigate the diffusional changes in the white matter tracts after mTBI. Our FE analysis revealed that such microstructural changes resulted in tissue softening as the extent of brain deformation increased on a subsequent head hit, indicating increased brain vulnerability after head impacts.

利用弥散张量成像和特定受试者的 FE 模型分析创伤后脑部微观结构变化的模式。
创伤性脑损伤(TBI)是一项重大的公共卫生挑战。高达 90% 的创伤性脑损伤属于轻度创伤性脑损伤(mTBI),其诊断是一项重大挑战。该领域的大多数研究都是以人为对象进行的,这本身就存在缺乏适当的对照组、选择偏差和患者个体差异等问题。为了克服这些局限性,我们采用了动物研究作为替代方法,以便更深入地了解与损伤有关的潜在机制。因此,我们的目的是研究从 T1-W 和弥散张量成像(DTI)序列中获取的各种定量成像生物标志物,以提供更多有关 mTBI 后大脑微观结构变化的信息。然后,我们利用这些信息生成特定受试者的大脑有限元模型,并研究磁共振成像中反映的大脑材料属性变化如何影响随后头部撞击时的应变分布模式。我们的研究发现,大脑白质束中的 FA 值下降,扩散指数(MD、AD、RD)上升。这一发现可能代表了轻度创伤性脑损伤后的轴突损伤、脱髓鞘和胶质细胞病变,这已在其他动物和人体研究中得到证实。此外,我们的有限元分析表明,轻度创伤性脑损伤后大脑的微观结构变化可能削弱了大脑结构的完整性,因为随后的头部撞击导致了更大范围和更严重的大脑变形。不过,它们大多使用大鼠和小鼠等小型动物。这些模型为研究轻微创伤性脑损伤的病理生理学提供了宝贵的见解,但由于它们与人类大脑的固有差异,其研究结果具有局限性。我们结合先进的核磁共振成像和有限元分析技术开发了一种大型 mTBI 动物模型,因为它们能更好地模拟人脑。据我们所知,这项研究是首次在大型动物大脑上进行的 mTBI 神经影像学研究,旨在研究 mTBI 后白质束的弥散变化。我们的有限元分析表明,这种微观结构变化会导致组织软化,因为在随后的头部撞击中大脑变形程度会增加,这表明头部撞击后大脑的脆弱性会增加。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Brain multiphysics
Brain multiphysics Physics and Astronomy (General), Modelling and Simulation, Neuroscience (General), Biomedical Engineering
CiteScore
4.80
自引率
0.00%
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0
审稿时长
68 days
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