Development, calibration, and testing of 3D amplified MRI (aMRI) for the quantification of intrinsic brain motion

Q3 Engineering
Javid Abderezaei , Aymeric Pionteck , Itamar Terem , Leo Dang , Miriam Scadeng , Peter Morgenstern , Raj Shrivastava , Samantha J. Holdsworth , Yang Yang , Mehmet Kurt
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引用次数: 11

Abstract

Microvascular blood volume pulsations, combined with CSF circulation result in subtle deformation of the brain during each heartbeat. To visualize and quantify these small deformations, an image processing technique called amplified MRI (aMRI) was recently introduced. aMRI, however, is unable to visualize the 3-directional deformation of the human brain, which is caused by the physiological flow and its biomechanical coupling with the brain. Addressing this issue, we extended 2D aMRI to 3D, which allows visualization of the subtle motion in 3-directions. First, we validated 3D aMRI’s ability to measure out-of-plane motion while simultaneously increasing SNR in digital phantoms mimicking the brain’s deformation. We then applied 2D and 3D aMRI to 3D cine MRI of 6 healthy subjects and found approximately 80% higher temporal SNR in the 3D aMRI outputs with SNR =26.8±8.3 compared to the 2D aMRI with SNR =15.1±2.6 (p<0.01). 3D displacement maps and their dominant modeshapes were extracted, which demonstrated physiologically meaningful patterns of motion in response to heart pulsatility and CSF circulation. We observed the peak superior-inferior displacement near the pons and midbrain. Peak medial-lateral and anterior-posterior displacement were observed close to the 3rd and lateral ventricles. Interestingly, the modeshapes showed an almost symmetrical expansion of the brain with 33%±4%, 38%±4%, and 29%±7% of the deformation being predominantly towards superior-inferior, anterior-posterior, and medial-lateral, respectively (p<0.01). These preliminary results hint at 3D aMRI’s versatility and translatability for providing novel biomechanical imaging markers, which could simplify diagnostics and enable a deeper understanding of the biomechanics of a wide-range of pathophysiological conditions.

Statement of significance

The brain has very soft material properties and is under constant deformation as a result of physiological flow and its biomechanical coupling with the tissue. In this work, a novel image processing algorithm called 3D aMRI is introduced which allows visualization and quantification of this very subtle motion. After validation of the algorithm using digital phantom models, 3D aMRI was applied to in vivo 3D cine MRI data. This allowed measurement of the brain’s subtle deformation as a response of heart pulsatility and CSF circulation, which might hold essential information regarding the physiological state of the brain tissue. 3D aMRI is a post-processing algorithm carried out on standard imaging data. We believe that due to its versatility and translatability, it could simplify diagnostics and enable a deeper understanding of the biomechanics of a wide range of pathophysiological conditions.

开发、校准和测试用于量化大脑固有运动的3D放大MRI (aMRI)
微血管血容量脉动,加上脑脊液循环,导致每次心跳时大脑轻微变形。为了可视化和量化这些微小的变形,最近引入了一种称为放大核磁共振成像(aMRI)的图像处理技术。然而,aMRI无法可视化人脑的3方向变形,这是由生理流及其与大脑的生物力学耦合引起的。为了解决这个问题,我们将2D aMRI扩展到3D,这允许在3个方向上可视化细微的运动。首先,我们验证了3D aMRI测量面外运动的能力,同时增加了模拟大脑变形的数字幻影的信噪比。然后,我们将2D和3D aMRI应用于6名健康受试者的3D电影MRI,发现3D aMRI输出的时间信噪比约为80%,信噪比为26.8±8.3,而2D aMRI输出的信噪比为15.1±2.6 (p<0.01)。3D位移图及其主要模式被提取出来,显示了对心脏搏动和脑脊液循环有生理意义的运动模式。我们观察到脑桥和中脑附近的上下移位峰值。在第三脑室和侧脑室附近观察到最大的内外侧位移和前后位移。有趣的是,模型形状显示大脑几乎对称扩张,分别有33%±4%、38%±4%和29%±7%的变形主要向上-下、前-后和中外侧(p<0.01)。这些初步结果暗示了3D aMRI在提供新型生物力学成像标记方面的多功能性和可翻译性,这可以简化诊断,并能够更深入地了解各种病理生理条件下的生物力学。大脑具有非常柔软的材料特性,并且由于生理流动及其与组织的生物力学耦合而处于不断变形状态。在这项工作中,引入了一种称为3D aMRI的新型图像处理算法,可以对这种非常微妙的运动进行可视化和量化。在使用数字幻影模型验证算法后,将3D aMRI应用于体内3D电影MRI数据。这可以测量大脑的细微变形,作为心脏搏动和脑脊液循环的反应,这可能包含有关脑组织生理状态的重要信息。3D aMRI是一种对标准成像数据进行后处理的算法。我们相信,由于它的通用性和可翻译性,它可以简化诊断,并能够更深入地了解各种病理生理条件的生物力学。
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%
发文量
0
审稿时长
68 days
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