7T MRI

7T MRI
  • 文章类型: Journal Article
    目的:组织病理学诊断是许多获得性炎症的金标准,浸润性和基于淀粉样蛋白的周围神经疾病以及腓肠或腓浅神经的感觉神经活检在认为必要的情况下是有利的。通过高分辨率成像技术解决解剖结构和成像特征来确定神经病理学的能力可能会改善诊断并消除某些活检的需要。腓肠神经在解剖学上是可变的,并且偶尔相邻的血管可以被错误地发送用于分析。在手术之前知道神经的确切位置和关系在临床上可能是有用的,并且因此可靠地解析神经位置具有一些实用性。
    方法:在一项初步研究中,使用稳态序列的双回波获取8名健康志愿者(HV)右踝关节的7T图像,用于高分辨率解剖图像。获取相同区域的磁转移比图像。sural的系统评分,在距外踝7厘米的手术标志周围进行了胫骨和腓深神经(束数,以体素和mm2为单位的面积,直径和相对于附近血管和肌肉的位置)。
    结果:在所有HV的稳态(DESS)图像中,在高分辨率双回波中可以看到腓肠和胫神经。并不总是在感兴趣的水平上看到腓骨深神经。除了在腓肠神经中没有在两个HV中可见的神经外,MTR值被紧密地分组。发现腓肠神经位置是可变的(例如,外侧或内侧,或者穿过后面,或被发现位于隐静脉的正后方)。
    结论:高分辨率高视野图像对腓肠神经有很好的可视化效果,可以为外科医生提供术前位置的先验知识。可以获得腓肠神经的基本影像学特征,但更详细的影像学特征在非常小的sural中不容易评估,7T时的任何诊断应用都需要进一步发展和具体研究.
    Histopathological diagnosis is the gold standard in many acquired inflammatory, infiltrative and amyloid based peripheral nerve diseases and a sensory nerve biopsy of sural or superficial peroneal nerve is favoured where a biopsy is deemed necessary. The ability to determine nerve pathology by high-resolution imaging techniques resolving anatomy and imaging characteristics might improve diagnosis and obviate the need for biopsy in some. The sural nerve is anatomically variable and occasionally adjacent vessels can be sent for analysis in error. Knowing the exact position and relationships of the nerve prior to surgery could be clinically useful and thus reliably resolving nerve position has some utility.
    7T images of eight healthy volunteers\' (HV) right ankle were acquired in a pilot study using a double-echo in steady-state sequence for high-resolution anatomy images. Magnetic Transfer Ratio images were acquired of the same area. Systematic scoring of the sural, tibial and deep peroneal nerve around the surgical landmark 7 cm from the lateral malleolus was performed (number of fascicles, area in voxels and mm2, diameter and location relative to nearby vessels and muscles).
    The sural and tibial nerves were visualised in the high-resolution double-echo in steady-state (DESS) image in all HV. The deep peroneal nerve was not always visualised at level of interest. The MTR values were tightly grouped except in the sural nerve where the nerve was not visualised in two HV. The sural nerve location was found to be variable (e.g., lateral or medial to, or crossing behind, or found positioned directly posterior to the saphenous vein).
    High-resolution high-field images have excellent visualisation of the sural nerve and would give surgeons prior knowledge of the position before surgery. Basic imaging characteristics of the sural nerve can be acquired, but more detailed imaging characteristics are not easily evaluable in the very small sural and further developments and specific studies are required for any diagnostic utility at 7T.
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  • 文章类型: Journal Article
    血管周围间隙增大(EPVS)在脑小血管病(CSVD)中很常见,已被确定为功能失调的脑清除标志。然而,尚不清楚肿大是否主要发生在动脉或静脉周围。我们将体内超高分辨率MRI和组织病理学相结合,以研究基底神经节(BG)内静脉和动脉与EPVS的空间关系。此外,我们评估了EPVS与血流测量值之间的关系(血流速度,搏动指数)在BG的小动脉中。24个健康对照,12例非CAACSVD患者,五名可能的CAA患者接受了3特斯拉[T]和7TMRI扫描,和EPVS,动脉,和BG内的静脉被手动分割。此外,扫描是共同注册的。还评估了六个尸检病例。在BG中,与静脉相比,EPVS与动脉的重叠频率明显更高。组织学分析显示,周围动脉的BGEPVS比例高于静脉。最后,BG动脉搏动指数与EPVS体积相关。我们的结果与以前的工作一致,并建立了动脉和EPVS之间的病理生理关系,有助于阐明人脑的血管周围清除途径。
    Enlarged perivascular spaces (EPVS) are common in cerebral small vessel disease (CSVD) and have been identified as a marker of dysfunctional brain clearance. However, it remains unknown if the enlargement occurs predominantly around arteries or veins. We combined in vivo ultra-high-resolution MRI and histopathology to investigate the spatial relationship of veins and arteries with EPVS within the basal ganglia (BG). Furthermore, we assessed the relationship between the EPVS and measures of blood-flow (blood-flow velocity, pulsatility index) in the small arteries of the BG. Twenty-four healthy controls, twelve non-CAA CSVD patients, and five probable CAA patients underwent a 3 tesla [T] and 7T MRI-scan, and EPVS, arteries, and veins within the BG were manually segmented. Furthermore, the scans were co-registered. Six autopsy-cases were also assessed. In the BG, EPVS were significantly closer to and overlapped more frequently with arteries than with veins. Histological analysis showed a higher proportion of BG EPVS surrounding arteries than veins. Finally, the pulsatility index of BG arteries correlated with EPVS volume. Our results are in line with previous works and establish a pathophysiological relationship between arteries and EPVS, contributing to elucidating perivascular clearance routes in the human brain.
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  • 文章类型: Journal Article
    目的:缓慢扩张的病变(SEL)被认为是慢性活动性病变的一个子集,并与临床残疾有关。严重程度,和疾病进展。这项研究的目的是在7特斯拉(T)MRI上使用与髓鞘和神经突密度相关的高级磁共振成像(MRI)措施来表征SEL。
    方法:研究设计是回顾性的,纵向,观察性队列与多发性硬化症(n=15)。Magnetom7T扫描仪用于获取磁化准备的2快速采集梯度回波和高级MRI,包括髓鞘的短横向弛豫时间分量(ViSTa)的可视化,髓鞘的定量磁化转移(qMT),和神经突取向弥散密度成像(NODDI)。SELs定义为连续MRI显示12个月内生长≥12%的病变。在基线和随时间进行SEL和非SEL的定量测量的比较。统计分析包括双样本t检验,方差分析,和病变类型之间的MRI指标的混合效应线性模型。
    结果:共评估了1075个病灶。二百二十四个病变(21%)是SELs,216(96%)的SEL是黑洞。在基线,与非SEL相比,SEL显示ViSTa显着降低(1.38vs.1.53,p<.001)和qMT(2.47vs.2.97,p<.001),但不在NODDI措施中(p>.27)。纵向,当比较SEL和非SEL(p=0.03)时,只有ViSTa显示出更大的损耗。
    结论:SEL相对于非SEL具有较低的髓鞘含量,而神经突测量没有差异。SEL显示明显的髓磷脂水分数纵向降低,反映出更大的组织损伤。
    OBJECTIVE: Slowly expanding lesions (SELs) are thought to represent a subset of chronic active lesions and have been associated with clinical disability, severity, and disease progression. The purpose of this study was to characterize SELs using advanced magnetic resonance imaging (MRI) measures related to myelin and neurite density on 7 Tesla (T) MRI.
    METHODS: The study design was retrospective, longitudinal, observational cohort with multiple sclerosis (n = 15). Magnetom 7T scanner was used to acquire magnetization-prepared 2 rapid acquisition gradient echo and advanced MRI including visualization of short transverse relaxation time component (ViSTa) for myelin, quantitative magnetization transfer (qMT) for myelin, and neurite orientation dispersion density imaging (NODDI). SELs were defined as lesions showing ≥12% of growth over 12 months on serial MRI. Comparisons of quantitative measures in SELs and non-SELs were performed at baseline and over time. Statistical analyses included two-sample t-test, analysis of variance, and mixed-effects linear model for MRI metrics between lesion types.
    RESULTS: A total of 1075 lesions were evaluated. Two hundred twenty-four lesions (21%) were SELs, and 216 (96%) of the SELs were black holes. At baseline, compared to non-SELs, SELs showed significantly lower ViSTa (1.38 vs. 1.53, p < .001) and qMT (2.47 vs. 2.97, p < .001) but not in NODDI measures (p > .27). Longitudinally, only ViSTa showed a greater loss when comparing SEL and non-SEL (p = .03).
    CONCLUSIONS: SELs have a lower myelin content relative to non-SELs without a difference in neurite measures. SELs showed a longitudinal decrease in apparent myelin water fraction reflecting greater tissue injury.
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  • 文章类型: Journal Article
    关于思维和大脑的流行说法提出,大脑不断形成对未来感官输入的预测,并将预测与输入相结合,以确定我们所感知的内容。1,2,3,4,5,6在“预测处理”方案下,这种整合是由皮层的分层组织支持的,因此,反馈连接将预测从更高级别的深层传达给agranular(浅层和深层)下层。7,8,9,10预测与输入进行比较,以计算预测误差,“从较低皮质区域的浅层到较高区域的中间层,更新更高级别的预测,直到错误得到协调。11,12,13,14,15在初级视觉皮层(V1)中,因此,已经提出了预测来影响深层中的表示,而误差信号可以在表层中计算出来。尽管框架很受欢迎,这些功能区别的证据很少,因为,根据我们的知识,先前在人类层状范式中没有出现过意外的感觉事件,以与预期事件形成对比。为此,这项7TfMRI研究将V1反应与预期(75%可能)和意外(25%)Gabor方向进行了对比。多元解码分析揭示了期望和层之间的相互作用,这样预期的事件可以在各层中以相当的准确性解码,而意外事件只能在浅层中解码。尽管这些结果与几十年来流行的这些说法是一致的,这种区别以前没有在人类中得到证实。我们讨论了预测和错误过程如何共同运作以塑造我们的单一感知体验。
    Popular accounts of mind and brain propose that the brain continuously forms predictions about future sensory inputs and combines predictions with inputs to determine what we perceive.1,2,3,4,5,6 Under \"predictive processing\" schemes, such integration is supported by the hierarchical organization of the cortex, whereby feedback connections communicate predictions from higher-level deep layers to agranular (superficial and deep) lower-level layers.7,8,9,10 Predictions are compared with input to compute the \"prediction error,\" which is transmitted up the hierarchy from superficial layers of lower cortical regions to the middle layers of higher areas, to update higher-level predictions until errors are reconciled.11,12,13,14,15 In the primary visual cortex (V1), predictions have thereby been proposed to influence representations in deep layers while error signals may be computed in superficial layers. Despite the framework\'s popularity, there is little evidence for these functional distinctions because, to our knowledge, unexpected sensory events have not previously been presented in human laminar paradigms to contrast against expected events. To this end, this 7T fMRI study contrasted V1 responses to expected (75% likely) and unexpected (25%) Gabor orientations. Multivariate decoding analyses revealed an interaction between expectation and layer, such that expected events could be decoded with comparable accuracy across layers, while unexpected events could only be decoded in superficial laminae. Although these results are in line with these accounts that have been popular for decades, such distinctions have not previously been demonstrated in humans. We discuss how both prediction and error processes may operate together to shape our unitary perceptual experiences.
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  • 文章类型: Journal Article
    壁剪应力(WSS)已被证明与地层有关,颅内动脉瘤的发展和破裂。磁共振成像(MRI)显示动脉瘤壁强化(AWE)可由炎症引起,并已证实其与低WSS有关。高WSS也可导致炎症,但由于在大多数先前的研究中,3TMRI限制了对大型动脉瘤的关注,因此缺乏与AWE相关性的研究。本研究旨在评估不同动脉瘤中高或低WSS与AWE之间的潜在关联。特别是小动脉瘤中的高WSS与AWE的关系。
    42例患者中43个未破裂的颅内动脉瘤被纳入前瞻性分析。采用7.0TMRI成像。在三维飞行时间(TOF)图像上测量动脉瘤大小。在对比后的黑血T1加权快速自旋回波序列图像上计算动脉瘤与垂体柄的对比比(CRstalk)。通过四维流MRI评估血流动力学。
    小动脉瘤组的WSS-CRstalk相关系数分布更为积极(圆顶:78.6%,p=0.009;车身:50.0%,p=0.025),大组的负系数分布较多(圆顶:44.8%,p=0.001;身体:69.0%,p=0.002)。动脉瘤大小与圆顶(p=0.012)和身体(p=0.010)的OSI-CRstalk相关系数呈正相关,而与圆顶(p<0.001)和身体(p=0.017)的WSS-CRstalk相关系数呈负相关。
    AWE可以由高和低WSS介导,并随着大小的增加从高WSS-转化为低WSS-介导的途径。此外,AWE可以通过与血液动力学因素的不同相关性作为动脉瘤发展阶段的指标。
    UNASSIGNED: Wall shear stress (WSS) has been proved to be related to the formation, development and rupture of intracranial aneurysms. Aneurysm wall enhancement (AWE) on magnetic resonance imaging (MRI) can be caused by inflammation and have confirmed its relationship with low WSS. High WSS can also result in inflammation but the research of its correlation with AWE is lack because of the focus on large aneurysms limited by 3T MRI in most previous studies.This study aimed to assess the potential association between high or low WSS and AWE in different aneuryms. Especially the relationship between high WSS and AWE in small aneurysm.
    UNASSIGNED: Forty-three unruptured intracranial aneurysms in 42 patients were prospectively included for analysis. 7.0 T MRI was used for imaging. Aneurysm size was measured on three-dimensional time-of-flight (TOF) images. Aneurysm-to-pituitary stalk contrast ratio (CRstalk) was calculated on post-contrast black-blood T1-weighted fast spin echo sequence images. Hemodynamics were assessed by four-dimensional flow MRI.
    UNASSIGNED: The small aneurysms group had more positive WSS-CRstalk correlation coefficient distribution (dome: 78.6 %, p = 0.009; body: 50.0 %, p = 0.025), and large group had more negative coefficient distribution (dome: 44.8 %, p = 0.001; body: 69.0 %, p = 0.002). Aneurysm size was positively correlated with the significant OSI-CRstalk correlation coefficient at the dome (p = 0.012) and body (p = 0.010) but negatively correlated with the significant WSS-CRstalk correlation coefficient at the dome (p < 0.001) and body (p = 0.017).
    UNASSIGNED: AWE can be mediated by both high and low WSS, and translate from high WSS- to low WSS-mediated pathways as size increase. Additionally, AWE may serve as an indicator of the stage of aneurysm development via different correlations with hemodynamic factors.
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  • 文章类型: Journal Article
    背景:从扩散加权成像(DWI)得出的7特斯拉(7T)表观扩散系数(ADC)图显示出优于3特斯拉(3T)ADC图的图像质量和空间分辨率。然而,7T磁共振成像(MRI)目前患有有限的临床不可用,更高的成本,对伪影的敏感性增加。
    目标:为了解决这些问题,我们提出了一种混合CNN-变压器模型来从多模态3TMRI合成高分辨率7TADC图。
    方法:视觉CNN变换器(VCT),由视觉转换(ViT)块和卷积层组成,建议从3TADC图和3TT1加权(T1w)MRI生成高分辨率合成7TADC图。ViT块启用了全局图像上下文,而卷积层有效地捕获了精细细节。VCT模型在公开可用的HumanConnectomeProject年轻成人数据集上进行了验证,包括3TT1w,3TDWI,和7TDWI脑部扫描。Python库中的扩散成像用于从DWI扫描计算ADC图。将171例患者随机分为130例培训病例,20个验证案例,和21个测试用例。通过将其与地面真值体积的相似性与以下度量进行比较来评估合成ADC图:峰值信噪比(PSNR),结构相似性指数度量(SSIM),和均方误差(MSE)。此外,结果:PSNR:27.0±0.9dB,SSIM:0.945±0.010,MSE:2.0E-3±0.4E-3。定性和定量结果均表明,VCT优于其他最新方法。我们引入了各种效率改进措施,包括在176×208分辨率图像上实施闪光注意和训练。与ResViT相比,这些增强导致每个时期的参数和训练时间减少了50%。具体来说,每个时期的训练时间从7.67分钟缩短到3.86分钟。
    结论:我们提出了一种新颖的方法来从低分辨率3TADC图和T1wMRI预测高分辨率7TADC图。与3TMRI和ResViT和pix2pix的预测结果相比,我们的预测图像显示出更好的空间分辨率和对比度。这些高质量的合成7TMR图像可能有助于疾病诊断和干预。产生更高的分辨率和共形轮廓,作为生成用于放射治疗的合成CT的中间步骤,特别是当7TMRI扫描仪不可用时。
    BACKGROUND: 7 Tesla (7T) apparent diffusion coefficient (ADC) maps derived from diffusion-weighted imaging (DWI) demonstrate improved image quality and spatial resolution over 3 Tesla (3T) ADC maps. However, 7T magnetic resonance imaging (MRI) currently suffers from limited clinical unavailability, higher cost, and increased susceptibility to artifacts.
    OBJECTIVE: To address these issues, we propose a hybrid CNN-transformer model to synthesize high-resolution 7T ADC maps from multimodal 3T MRI.
    METHODS: The Vision CNN-Transformer (VCT), composed of both Vision Transformer (ViT) blocks and convolutional layers, is proposed to produce high-resolution synthetic 7T ADC maps from 3T ADC maps and 3T T1-weighted (T1w) MRI. ViT blocks enabled global image context while convolutional layers efficiently captured fine detail. The VCT model was validated on the publicly available Human Connectome Project Young Adult dataset, comprising 3T T1w, 3T DWI, and 7T DWI brain scans. The Diffusion Imaging in Python library was used to compute ADC maps from the DWI scans. A total of 171 patient cases were randomly divided into 130 training cases, 20 validation cases, and 21 test cases. The synthetic ADC maps were evaluated by comparing their similarity to the ground truth volumes with the following metrics: peak signal-to-noise ratio (PSNR), structural similarity index measure (SSIM), and mean squared error (MSE). In addition, RESULTS: The results are as follows: PSNR: 27.0 ± 0.9 dB, SSIM: 0.945 ± 0.010, and MSE: 2.0E-3 ± 0.4E-3. Both qualitative and quantitative results demonstrate that VCT performs favorably against other state-of-the-art methods. We have introduced various efficiency improvements, including the implementation of flash attention and training on 176×208 resolution images. These enhancements have resulted in the reduction of parameters and training time per epoch by 50% in comparison to ResViT. Specifically, the training time per epoch has been shortened from 7.67 min to 3.86 min.
    CONCLUSIONS: We propose a novel method to predict high-resolution 7T ADC maps from low-resolution 3T ADC maps and T1w MRI. Our predicted images demonstrate better spatial resolution and contrast compared to 3T MRI and prediction results made by ResViT and pix2pix. These high-quality synthetic 7T MR images could be beneficial for disease diagnosis and intervention, producing higher resolution and conformal contours, and as an intermediate step in generating synthetic CT for radiation therapy, especially when 7T MRI scanners are unavailable.
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  • 文章类型: Journal Article
    运动相关的脑震荡可能导致白质损伤和持续的脑震荡后症状(PPCS)。我们假设PPCS运动员会有神经认知障碍和白质异常,这可以通过使用超高场强扩散张量(DTI)和扩散峰度(DKI)成像指标和脑脊液(CSF)生物标志物的高级神经成像来揭示。一组PPCS严重程度的运动员限制了工作/学习和参加运动学校和/或社会活动的能力≥6个月,完成了7T磁共振成像(MRI)(形态T1称重容量,DTI和DKI),广泛的神经心理学测试,症状评级,和CSF生物标志物采样。包括22名PPCS运动员和22名对照运动员。除一项心理神经心理学测试外,脑震荡运动员的表现均低于常模,并且明显低于对照组。幕上白质和灰质,以及海马体积在脑震荡运动员和对照组之间没有差异。然而,在72个检查的白质区域中,16%的DTI和35%的DKI指标(总计28%)在脑震荡运动员和对照组之间存在显着差异。DKI分数各向异性和轴向峰度增加,与对照组相比,脑震荡运动员的DKI径向扩散系数和径向峰度降低。CSF神经丝光(NfL;轴突损伤标记),虽然不是胶质纤维酸性蛋白,与几个扩散指标相关。在这项研究PPCS的7TDTI和DKI研究中,在白质中观察到广泛的微结构改变,与脑脊液轴突损伤标志物相关。使用DKI比使用DTI观察到更多的白质变化。这些白质改变可能表明运动中脑震荡后持续的病理生理过程。
    Sports-related concussions may cause white matter injuries and persistent post-concussive symptoms (PPCS). We hypothesized that athletes with PPCS would have neurocognitive impairments and white matter abnormalities that could be revealed by advanced neuroimaging using ultra-high field strength diffusion tensor (DTI) and diffusion kurtosis (DKI) imaging metrics and cerebrospinal fluid (CSF) biomarkers. A cohort of athletes with PPCS severity limiting the ability to work/study and participate in sport school and/or social activities for ≥6 months completed 7T magnetic resonance imaging (MRI) (morphological T1-weighed volumetry, DTI and DKI), extensive neuropsychological testing, symptom rating, and CSF biomarker sampling. Twenty-two athletes with PPCS and 22 controls were included. Concussed athletes performed below norms and significantly lower than controls on all but one of the psychometric neuropsychology tests. Supratentorial white and gray matter, as well as hippocampal volumes did not differ between concussed athletes and controls. However, of the 72 examined white matter tracts, 16% of DTI and 35% of DKI metrics (in total 28%) were significantly different between concussed athletes and controls. DKI fractional anisotropy and axial kurtosis were increased, and DKI radial diffusivity and radial kurtosis decreased in concussed athletes when compared with controls. CSF neurofilament light (NfL; an axonal injury marker), although not glial fibrillary acidic protein, correlated with several diffusion metrics. In this first 7T DTI and DKI study investigating PPCS, widespread microstructural alterations were observed in the white matter, correlating with CSF markers of axonal injury. More white matter changes were observed using DKI than using DTI. These white matter alterations may indicate persistent pathophysiological processes following concussion in sport.
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  • 文章类型: Journal Article
    目的:超高场MRI为人脑的无创性可视化提供了前所未有的细节。然而,由于B1+$${}_1^{+}$$场的不均匀性,脑成像在7T时具有挑战性,这导致颞叶和大脑中心的明亮区域的信号强度下降。这项研究旨在评估使用超表面来改善7T时的脑成像并简化研究工作流程。
    方法:两个柔性超表面,包括铜条的周期性结构和印刷在超薄基板上的平行板电容元件,针对脑成像进行了优化,并通过PCB实现。我们考虑了两种设置:(1)两个位于颞叶附近的超表面和(2)一个位于枕叶附近的超表面。通过使用体素模型的电磁仿真研究,评估了超表面放置对传输效率和比吸收率的影响。此外,在体内评估了2名男性和1名女性志愿者对信噪比(SNR)和诊断图像质量的影响.
    结果:在感兴趣区域附近放置超表面导致男性受试者右颞叶和枕叶发射场均匀性增加5%和10.5%,分别。SAR效率值变化不明显,所有调查设置的下降幅度不到8%。体内研究还证实了所需ROI中的场分布和接收灵敏度的数值预测改善。
    结论:优化的超表面能够使7T时大脑中的传输场分布均匀化。所提出的轻量且灵活的结构可以潜在地为MR检查提供更高的诊断价值图像。
    OBJECTIVE: Ultra-high field MRI offers unprecedented detail for noninvasive visualization of the human brain. However, brain imaging is challenging at 7T due to the B   1 + $$ {}_1^{+} $$ field inhomogeneity, which results in signal intensity drops in temporal lobes and a bright region in the brain center. This study aims to evaluate using a metasurface to improve brain imaging at 7T and simplify the investigative workflow.
    METHODS: Two flexible metasurfaces comprising a periodic structure of copper strips and parallel-plate capacitive elements printed on an ultra-thin substrate were optimized for brain imaging and implemented via PCB. We considered two setups: (1) two metasurfaces located near the temporal lobes and (2) one metasurface placed near the occipital lobe. The effect of metasurface placement on the transmit efficiency and specific absorption rate was evaluated via electromagnetic simulation studies with voxelized models. In addition, their impact on signal-to-noise ratio (SNR) and diagnostic image quality was assessed in vivo for two male and one female volunteers.
    RESULTS: Placement of metasurfaces near the regions of interest led to an increase in homogeneity of the transmit field by 5% and 10.5% in the right temporal lobe and occipital lobe for a male subject, respectively. SAR efficiency values changed insignificantly, dropping by less than 8% for all investigated setups. In vivo studies also confirmed the numerically predicted improvement in field distribution and receive sensitivity in the desired ROI.
    CONCLUSIONS: Optimized metasurfaces enable homogenizing transmit field distribution in the brain at 7T. The proposed lightweight and flexible structure can potentially provide MR examination with higher diagnostic value images.
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  • 文章类型: Journal Article
    目的:本研究的目的是使用7TMRI和3TMRI比较深部脑刺激(DBS)直接靶向治疗原发性震颤的结果。作者假设在早期震颤结果中,7TMRI直接靶向不劣于3TMRI。
    方法:对2021年至2023年因特发性震颤而接受单侧丘脑DBS的患者进行了回顾性研究。评估了两个匹配的队列,一个使用7TMRI,另一个使用3TMRI进行手术计划。主要终点是Fahn-Tolosa-Marin震颤量表(TRS)评分的改善百分比。此外,作者在术后成像中评估了优化的编程设置和电极位置的差异.使用非参数Mann-WhitneyU检验比较人口统计学和临床数据。计算每个接触与组平均质心的平方欧氏距离,并在整个队列中进行平均,以提供方差(即,电极接触位置的均方距离)。
    结果:共分析了34例患者,每个队列中有17个。两组之间的人口统计学信息或平均手术日期没有显着差异。术中目标重新定位或不良事件没有差异。7T组的TRS改善明显大于3T组(64.9%±11.4%vs50.9%±16.4%,p=0.004)。7T队列患者的平均刺激电流也低于3T队列患者(2.0±0.8mAvs2.7±0.9mA,p=0.01)。图像评估显示,尽管平均电极位置在7T和3T之间相当,7T电极定位更加聚集,指示最终电极位置的较低变化。在7T时,单个电极尖端与组质心之间的平均欧氏距离明显小于3T时(1.82±0.68mmvs2.75±0.81mm,p=0.001)。
    结论:尽管担心在7T时伪影和失真会增加,作者表明,这些影响可以通过适当的工作流程来缓解,使用7TMRI直接靶向改善手术结果。他们的结果表明,与3TMRI相比,7TMRI的靶向精度相似,但精度更高。导致较低的刺激电流和改善震颤减少。需要未来的研究来评估与7TMRI靶向其他皮质下结构相关的结果。
    OBJECTIVE: The aim of this study was to compare outcomes of direct targeting in deep brain stimulation (DBS) for essential tremor using 7T MRI versus 3T MRI. The authors hypothesized that 7T MRI direct targeting would be noninferior to 3T MRI in early tremor outcomes.
    METHODS: A retrospective study was conducted on patients undergoing unilateral thalamic DBS for essential tremor between 2021 and 2023. Two matched cohorts were assessed, one using 7T MRI and the other using 3T MRI for surgical planning. The primary endpoint was the percentage improvement in the Fahn-Tolosa-Marin Tremor Rating Scale (TRS) scores. Additionally, the authors assessed optimized programming settings and variance in electrode position on postoperative imaging. Demographic and clinical data were compared using the nonparametric Mann-Whitney U-test. The squared Euclidean distance of each contact from the group mean centroid was calculated and averaged across the entire cohort to provide the variance (i.e., the mean squared distance) of electrode contact position.
    RESULTS: A total of 34 patients were analyzed, with 17 in each cohort. There were no significant differences in demographic information or mean surgical dates between the groups. There were no differences in intraoperative target repositioning or adverse events. The 7T group had a significantly greater TRS improvement than the 3T group (64.9% ± 11.4% vs 50.9% ± 16.4%, p = 0.004). Patients in the 7T cohort also had a lower mean stimulation current compared with those in the 3T cohort (2.0 ± 0.8 mA vs 2.7 ± 0.9 mA, p = 0.01). Image evaluation revealed that although the mean electrode position was comparable between 7T and 3T, the 7T electrode positioning was more clustered, indicating a lower variance in the final electrode location. The mean Euclidean distance between the individual electrode tips and the group centroid was significantly less at 7T than at 3T (1.82 ± 0.68 mm vs 2.75 ± 0.81 mm, p = 0.001).
    CONCLUSIONS: Despite concerns for increased artifacts and distortions at 7T, the authors show that these effects can be mitigated with an appropriate workflow, leading to improved surgical outcomes with direct targeting using 7T MRI. Their results suggest similar accuracy but greater precision in targeting with 7T MRI compared with 3T MRI, resulting in lower stimulation currents and improved tremor reduction. Future studies are needed to assess outcomes related to 7T MRI in targeting other subcortical structures.
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  • 文章类型: Journal Article
    在7T时自动进行全脑和病变分割提出了挑战,主要来自偏置场,磁化率伪影,包括畸变,和注册错误。这里,我们试图使用深度学习算法(D/L)对临床诊断为多发性硬化症(MS)的参与者进行2快速采集梯度回波(MP2RAGE)采集,绕过注册错误。
    脑部扫描使用诸如FreeSurfer的软件包分析了3T和7T扫描仪的分割,使用基于导数的特征(C-DEF)进行分类,nnU-net,和一种新颖的3T到7T迁移学习方法,伪标签辅助nnU-Net(PLAn)。在9个月内从25名患有MS(队列1)的研究参与者获得的3T和7TMRI用于训练和优化。八名MS患者(队列2)仅在7T扫描,但是通过专家注释的病变分割,用于在完全看不见的数据集上进一步验证算法。分割结果由专家以盲法的方式在视觉上并使用骰子相似性系数(DSC)进行定量评级。
    在这里探索的方法中,nnU-Net和PLAn在7T对所有组织类别产生了最佳的组织分割。在定量和定性分析中,在两个队列中,PLAn在病变检测方面均明显优于nnU-Net(和其他方法)。与nnU-Net相比,PLAn的病变DSC改善了16%。
    标记数据的有限可用性使得迁移学习成为一个有吸引力的选择,并且使用容易获得的3T伪标签预训练nnUNet模型显示出在7T时增强病变检测能力。
    UNASSIGNED: Automatic whole brain and lesion segmentation at 7T presents challenges, primarily from bias fields, susceptibility artifacts including distortions, and registration errors. Here, we sought to use deep learning algorithms (D/L) to do both skull stripping and whole brain segmentation on multiple imaging contrasts generated in a single Magnetization Prepared 2 Rapid Acquisition Gradient Echoes (MP2RAGE) acquisition on participants clinically diagnosed with multiple sclerosis (MS), bypassing registration errors.
    UNASSIGNED: Brain scans Segmentation from 3T and 7T scanners were analyzed with software packages such as FreeSurfer, Classification using Derivative-based Features (C-DEF), nnU-net, and a novel 3T-to-7T transfer learning method, Pseudo-Label Assisted nnU-Net (PLAn). 3T and 7T MRIs acquired within 9 months from 25 study participants with MS (Cohort 1) were used for training and optimizing. Eight MS patients (Cohort 2) scanned only at 7T, but with expert annotated lesion segmentation, was used to further validate the algorithm on a completely unseen dataset. Segmentation results were rated visually by experts in a blinded fashion and quantitatively using Dice Similarity Coefficient (DSC).
    UNASSIGNED: Of the methods explored here, nnU-Net and PLAn produced the best tissue segmentation at 7T for all tissue classes. In both quantitative and qualitative analysis, PLAn significantly outperformed nnU-Net (and other methods) in lesion detection in both cohorts. PLAn\'s lesion DSC improved by 16% compared to nnU-Net.
    UNASSIGNED: Limited availability of labeled data makes transfer learning an attractive option, and pre-training a nnUNet model using readily obtained 3T pseudo-labels was shown to boost lesion detection capabilities at 7T.
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