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模拟与测量的人脑变形的全场频域比较。

Full-field, frequency-domain comparison of simulated and measured human brain deformation.

作者信息

Arani Amir Hg, Okamoto Ruth J, Escarcega Jordan D, Jerusalem Antoine, Alshareef Ahmed A, Bayly Philip V

出版信息

Res Sq. 2024 Aug 14:rs.3.rs-4765592. doi: 10.21203/rs.3.rs-4765592/v1.

Abstract

We propose a robust framework for quantitatively comparing model-predicted and experimentally measured strain fields in the human brain during harmonic skull motion. Traumatic brain injuries (TBIs) are typically caused by skull impact or acceleration, but how skull motion leads to brain deformation and consequent neural injury remains unclear and comparison of model predictions to experimental data remains limited. Magnetic resonance elastography (MRE) provides high-resolution, full-field measurements of dynamic brain deformation induced by harmonic skull motion. In the proposed framework, full-field strain measurements from human brain MRE in vivo are compared to simulated strain fields from models with similar harmonic loading. To enable comparison, the model geometry and subject anatomy, and subsequently, the predicted and measured strain fields are nonlinearly registered to the same standard brain atlas. Strain field correlations ((:{C}{v})), both global (over the brain volume) and local (over smaller sub-volumes), are then computed from the inner product of the complex-valued strain tensors from model and experiment at each voxel. To demonstrate our approach, we compare strain fields from MRE in six human subjects to predictions from two previously developed models. Notably, global (:{C}{v}) values are higher when comparing strain fields from different subjects ((:{C}_{v})~0.6-0.7) than when comparing strain fields from either of the two models to strain fields in any subject. The proposed framework provides a quantitative method to assess similarity (and to identify discrepancies) between model predictions and experimental measurements of brain deformation, and thus can aid in the development and evaluation of improved models of brain biomechanics.

摘要

我们提出了一个稳健的框架,用于定量比较谐波颅骨运动期间人脑模型预测应变场和实验测量应变场。创伤性脑损伤(TBI)通常由颅骨撞击或加速引起,但颅骨运动如何导致脑变形及随之而来的神经损伤仍不清楚,且模型预测与实验数据的比较仍然有限。磁共振弹性成像(MRE)可提供谐波颅骨运动引起的动态脑变形的高分辨率全场测量。在所提出的框架中,将来自人脑活体MRE的全场应变测量结果与具有相似谐波载荷的模型的模拟应变场进行比较。为了能够进行比较,将模型几何形状和受试者解剖结构,以及随后预测的和测量的应变场非线性配准到同一个标准脑图谱。然后,根据每个体素处模型和实验的复值应变张量的内积,计算全局(在整个脑体积上)和局部(在较小子体积上)的应变场相关性((C_v))。为了演示我们的方法,我们将6名人类受试者的MRE应变场与之前开发的两个模型的预测结果进行了比较。值得注意的是,比较不同受试者的应变场时((C_v)约为0.6 - 0.7),全局(C_v)值高于将两个模型中的任何一个的应变场与任何受试者的应变场进行比较时的值。所提出的框架提供了一种定量方法来评估脑变形模型预测与实验测量之间的相似性(并识别差异),因此有助于改进脑生物力学模型的开发和评估。

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Full-field, frequency-domain comparison of simulated and measured human brain deformation.模拟与实测人脑变形的全场频域比较
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