Suppr超能文献

改进定量磁化率成像以在个体水平上识别创伤性脑损伤神经退行性变。

Improving quantitative susceptibility mapping for the identification of traumatic brain injury neurodegeneration at the individual level.

作者信息

Domínguez D Juan F, Stewart Ashley, Burmester Alex, Akhlaghi Hamed, O'Brien Kieran, Bollmann Steffen, Caeyenberghs Karen

机构信息

Cognitive Neuroscience Unit, School of Psychology, Deakin University, Geelong, Australia.

School of Information Technology and Electrical Engineering, Faculty of Engineering, Architecture, and Information Technology, The University of Queensland, Brisbane, Australia.

出版信息

Z Med Phys. 2024 Feb 8. doi: 10.1016/j.zemedi.2024.01.001.

Abstract

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.

摘要

背景

新出现的证据表明,创伤性脑损伤(TBI)是日后发生神经退行性疾病的主要危险因素。越来越多的研究使用定量磁化率成像(QSM)来研究TBI的病理生理变化。然而,在患有大的局灶性病变的大脑中生成无伪影的定量磁化率图,如在中重度TBI(ms-TBI)的情况下,特别具有挑战性。为了解决这个问题,我们利用一种新颖的两遍掩蔽技术和重建程序(两遍QSM)来生成定量磁化率图(QSMxT;Stewart等人,2022年,《磁共振医学》),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,《神经影像学》)来改善脑区的自动勾勒。我们使用QSMxT和VBG来参照健康对照样本生成个体患者的个性化QSM图谱。

方法

慢性ms-TBI患者(N = 8)和健康对照者(N = 12)在3T西门子PRISMA扫描仪上接受了(多回波)GRE和解剖MRI(MPRAGE)检查。我们使用来自QSMxT的两遍QSM重建了磁化率图。然后,我们提取了整个大脑中灰质(GM)区域(通过VBG进行脑修复后)的磁化率值,并确定它们是否偏离参考健康对照组[相对于对照均值,Z分数 < -3.43或 > 3.43],目的是获得个性化的QSM图谱。

结果

与单遍QSM相比,使用两遍QSM,无论是否存在大的局灶性病变,我们都获得了质量大幅提高且伪影减少的磁化率图。此外,VBG最大限度地减少了GM区域的损失以及由于区域勾勒步骤失败而导致的患者排除。我们的研究结果揭示了TBI个体患者与健康对照组在磁化率测量上的差异。这些变化包括大脑多个GM区域的磁化率值增加和减少。

结论

我们阐述了如何在个体水平上获得磁化率值并为ms-TBI患者构建个性化的QSM图谱。我们的方法为在伤势更严重的患者中进行QSM研究打开了大门。这样的图谱对于克服临床人群(如ms-TBI)固有的异质性以及更精确地在个体水平上表征神经退行性变的潜在机制也至关重要。此外,这种新的个性化QSM图谱在未来可能会帮助临床医生评估恢复情况,并制定针对个体TBI患者的神经科学指导的综合康复计划。

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验