改进定量易感性图谱,在个体水平上识别创伤性脑损伤神经变性。

Juan F Domínguez D, Ashley Stewart, Alex Burmester, Hamed Akhlaghi, Kieran O'Brien, Steffen Bollmann, Karen Caeyenberghs
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引用次数: 0

摘要

背景:新的证据表明,创伤性脑损伤(TBI)是日后罹患神经退行性疾病的主要风险因素。越来越多的研究在调查创伤性脑损伤的病理生理变化时使用了定量易感图(QSM)。然而,在中重度创伤性脑损伤(ms-TBI)等大面积局灶性病变的大脑中生成无伪影的定量易感图尤其具有挑战性。为了解决这个问题,我们采用了一种新颖的双通道掩蔽技术和重建程序(双通道QSM)来生成定量易感图(QSMxT;Stewart等人,2022年,Magn Reson Med.),并结合最近开发的用于脑修复的虚拟脑移植(VBG)程序(Radwan等人,2021年,NeuroImage)来改进脑区的自动划分。我们使用 QSMxT 和 VBG 参照健康对照样本生成了个性化的患者 QSM 资料:慢性 ms-TBI 患者(8 人)和健康对照组(12 人)在 3T 西门子 PRISMA 扫描仪上接受了(多回波)GRE 和解剖 MRI(MPRAGE)检查。我们使用 QSMxT 的双通道 QSM 重建了磁感应强度图。然后,我们提取了全脑灰质(GM)区域(通过 VBG 进行脑修复后)的磁感应强度值,并确定它们是否偏离参考健康对照组[相对于对照组平均值,Z-score < -3.43 或 > 3.43],目的是获得个性化的 QSM 配置文件:与单通道QSM相比,使用双通道QSM,无论是否存在大面积病灶,我们绘制的易感性图的质量都有大幅提高,伪影也有所减少。此外,VBG 还最大程度地减少了因区域划分步骤失败而导致的 GM 区域丢失和患者排除。我们的研究结果表明,不同的 TBI 患者的磁感应强度与 HC 组存在偏差。这些变化包括大脑多个GM区域磁感应强度值的增加和减少:我们说明了如何获取个体水平的磁感应强度值,并为毫秒级创伤性脑损伤患者建立个性化的 QSM 资料。我们的方法为对伤势更严重的患者进行 QSM 研究打开了大门。这种特征对于克服毫秒-创伤性脑损伤等临床人群固有的异质性以及更精确地描述个体神经变性的潜在机制也至关重要。此外,这一新的个性化 QSM 图谱将来还能帮助临床医生评估康复情况,并制定以神经科学为指导的、为创伤性脑损伤患者量身定制的综合康复计划。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Improving quantitative susceptibility mapping for the identification of traumatic brain injury neurodegeneration at the individual level.

Background: Emerging evidence suggests that traumatic brain injury (TBI) is a major risk factor for developing neurodegenerative disease later in life. Quantitative susceptibility mapping (QSM) has been used by an increasing number of studies in investigations of pathophysiological changes in TBI. However, generating artefact-free quantitative susceptibility maps in brains with large focal lesions, as in the case of moderate-to-severe TBI (ms-TBI), is particularly challenging. To address this issue, we utilized a novel two-pass masking technique and reconstruction procedure (two-pass QSM) to generate quantitative susceptibility maps (QSMxT; Stewart et al., 2022, Magn Reson Med.) in combination with the recently developed virtual brain grafting (VBG) procedure for brain repair (Radwan et al., 2021, NeuroImage) to improve automated delineation of brain areas. We used QSMxT and VBG to generate personalised QSM profiles of individual patients with reference to a sample of healthy controls.

Methods: Chronic ms-TBI patients (N = 8) and healthy controls (N = 12) underwent (multi-echo) GRE, and anatomical MRI (MPRAGE) on a 3T Siemens PRISMA scanner. We reconstructed the magnetic susceptibility maps using two-pass QSM from QSMxT. We then extracted values of magnetic susceptibility in grey matter (GM) regions (following brain repair via VBG) across the whole brain and determined if they deviate from a reference healthy control group [Z-score < -3.43 or > 3.43, relative to the control mean], with the aim of obtaining personalised QSM profiles.

Results: Using two-pass QSM, we achieved susceptibility maps with a substantial increase in quality and reduction in artefacts irrespective of the presence of large focal lesions, compared to single-pass QSM. In addition, VBG minimised the loss of GM regions and exclusion of patients due to failures in the region delineation step. Our findings revealed deviations in magnetic susceptibility measures from the HC group that differed across individual TBI patients. These changes included both increases and decreases in magnetic susceptibility values in multiple GM regions across the brain.

Conclusions: We illustrate how to obtain magnetic susceptibility values at the individual level and to build personalised QSM profiles in ms-TBI patients. Our approach opens the door for QSM investigations in more severely injured patients. Such profiles are also critical to overcome the inherent heterogeneity of clinical populations, such as ms-TBI, and to characterize the underlying mechanisms of neurodegeneration at the individual level more precisely. Moreover, this new personalised QSM profiling could in the future assist clinicians in assessing recovery and formulating a neuroscience-guided integrative rehabilitation program tailored to individual TBI patients.

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