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Proceedings of the International Society for Magnetic Resonance in Medicine ... Scientific Meeting and Exhibition. International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition最新文献

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Reconstruction in deep learning of highly under-sampled T2-weighted image with T1-weighted image. 在深度学习中用T1加权图像重建高度欠采样的T2加权图像。
Lei Xiang, Weitang Chang, Yong Chen, Weili Lin, Qian Wang, Dinggang Shen
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引用次数: 0
Learning Subnetwork Biomarkers via Hypergraph for Classification of Autism Disease. 利用超图学习子网络生物标记物用于自闭症疾病分类。
C Zu, Y Gao, B Munsell, M Kim, Z Peng, Y Zhu, W Gao, D Zhang, D Shen, G Wu
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引用次数: 0
Bias and SNR of T1 estimates derived from joint fitting of actual flip-angle and FLASH imaging data with variable flip angles. 根据实际翻转角度和可变翻转角度的FLASH成像数据联合拟合得出T1估计的偏差和信噪比。
M Dylan Tisdall

Previous work has suggested fitting joint AFI/FLASH data for T1 and B1+ by minimizing the 2-norm of the difference between the signal model and measurements will produce unbiased estimates of T1. We demonstrate that, contrary to previous results, the estimator has a substantial bias that varies with both the true T1 and B1+, and the receive channel count. We also demonstrate that the correct ML estimator removes the effect of channel count, and that the choice of AFI protocol has a larger impact of the quality of estimates than the addition of an extra FLASH scan.

先前的研究表明,通过最小化信号模型和测量值之间的2范数差异,拟合T1和B1+的AFI/FLASH联合数据将产生T1的无偏估计。我们证明,与之前的结果相反,估计器具有实质性的偏差,该偏差随真实T1和B1+以及接收信道计数而变化。我们还证明了正确的ML估计器消除了通道计数的影响,并且AFI协议的选择对估计质量的影响比添加额外的FLASH扫描更大。
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引用次数: 0
Prospective motion correction for 3D GRASE pCASL with volumetric navigators. 使用容积导航仪对 3D GRASE pCASL 进行前瞻性运动校正。
Xingfeng Shao, M Dylan Tisdall, Danny Jj Wang, Andre Jan Willem van der Kouwe

We propose a prospective motion correction approach for background suppressed (BS) segmented 3D GRASE pCASL using volumetric EPI-based navigators (vNavs), which causes minimal contrast change and no extra time. vNavs reduced motion artifacts effectively and increased temporal signal-to-noise ratio (t-SNR). Principle component analysis (PCA) is able to further reduce residual motion artifacts and restore the details of gyral structure in perfusion weighted images..

我们提出了一种前瞻性运动校正方法,利用基于容积 EPI 的导航器(vNavs)对背景抑制(BS)分割的三维 GRASE pCASL 进行校正,这种方法能将对比度的变化降到最低,而且不需要额外的时间。vNavs 能有效减少运动伪影,提高时间信噪比(t-SNR)。主成分分析(PCA)能进一步减少残留的运动伪影,恢复灌注加权图像中回旋结构的细节。
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引用次数: 0
A Combined Intravascular MRI Endoscope and Intravascular Ultrasound (IVUS) Transducer for High-Resolution Image-Guided Ablation. 用于高分辨率图像引导消融的血管内MRI内窥镜和血管内超声(IVUS)换能器。
Xiaoyang Liu, Nicholas Ellens, Emery Williams, Everette Clif Burdette, Parag Karmarkar, Paul Bottomley

An intravascular MRI (IMRI) loopless antenna is combined for the first time with an intravascular water-cooled ultrasound ablation transducer as a possible tool for providing high-resolution MRI-guided ablations of pathological tissue via intravascular access. High resolution anatomical MRI, and real-time MRI thermometry were used to monitor ablation delivery in phantoms and tissue specimens. Results show that IMRI can guide IVUS-mediated directional ablation with minimal image artifacts. This permits the monitoring of thermal dose and therapy titration while minimizing potential thermal damage to the vessel wall.

血管内MRI (IMRI)无环路天线首次与血管内水冷超声消融换能器相结合,作为一种可能的工具,可通过血管内通道提供高分辨率MRI引导病理组织消融。使用高分辨率解剖MRI和实时MRI测温来监测幻影和组织标本的消融输送。结果表明,IMRI可以指导ivus介导的定向消融,并且图像伪影最小。这样可以监测热剂量和治疗滴定,同时最大限度地减少对血管壁的潜在热损伤。
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引用次数: 0
Accurate High-speed 3D-Registration of EPI vNavs for Head Motion Correction. 用于头部运动校正的 EPI vNavs 的精确高速 3D 注册。
Yingzhuo Zhang, Iman Aganj, André J W van der Kouwe, Matthew Dylan Tisdall

Low-resolution, whole-head volumes can be acquired rapidly with EPI-based volumetric navigators (vNavs). vNavs interspersed in a longer scan are widely used for prospective motion correction in a variety of sequences. To further improve the accuracy and flexibility of vNavs, we present a novel registration algorithm, tailored specifically for the vNavs application. Accuracy of the algorithm is tested on navigator volumes acquired with human volunteers at three isotropic resolutions, 6.4mm, 8mm, and 10mm, using a series of field of view (FOV) rotations and translations to provide ground truth rigid "motion".

基于 EPI 的容积导航器(vNavs)可快速获取低分辨率的全头部容积。在各种序列中,穿插在长扫描中的 vNavs 被广泛用于前瞻性运动校正。为了进一步提高 vNavs 的准确性和灵活性,我们提出了一种专为 vNavs 应用定制的新型配准算法。我们使用一系列视场(FOV)旋转和平移来提供地面真实的刚性 "运动",并在人体志愿者在 6.4 毫米、8 毫米和 10 毫米三种各向同性分辨率下获取的导航仪体积上测试了该算法的准确性。
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引用次数: 0
Cerebellum Tissue Segmentation with Ensemble Sparse Learning. 基于集合稀疏学习的小脑组织分割。
Jiawei Chen, Li Wang, Dinggang Shen
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引用次数: 0
Quantification of relaxation times in MR Fingerprinting using deep learning. 利用深度学习量化MR指纹的松弛时间。
Zhenghan Fang, Yong Chen, Weili Lin, Dinggang Shen

MRF is a new quantitative MR imaging technique, which can provide rapid and simultaneous measurement of multiple tissue properties. Compared to the fast speed for data acquisition, the post-processing to extract tissue properties with MRF is relatively slow and often requires a large memory for the storage of both image dataset and MRF dictionary. In this study, a convolutional neural network was developed, which can provide rapid estimation of multiple tissue properties in 0.1 sec. The T1 and T2 values obtained in white matter and gray matter are also in a good agreement with the results from pattern matching.

磁共振成像是一种新的定量磁共振成像技术,可以提供快速和同时测量多种组织特性。与快速的数据采集相比,利用MRF提取组织属性的后处理相对较慢,并且通常需要大的内存来存储图像数据集和MRF字典。本研究开发了一种卷积神经网络,可以在0.1秒内快速估计多种组织特性,白质和灰质的T1和T2值与模式匹配的结果也很吻合。
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引用次数: 0
Fast, Reliable 3D Amide Proton Transfer Imaging of Brain Tumors at 3T with Variably-accelerated Sensitivity Encoding (vSENSE). 可变加速灵敏度编码(vSENSE)快速、可靠的3T脑肿瘤三维酰胺质子转移成像
Yi Zhang, Hye-Young Heo, Shanshan Jiang, Paul A Bottomley, Jinyuan Zhou

The clinical use of amide proton transfer (APT) imaging is hindered by long scan times. Accuracy generally limits the use of conventional sensitivity encoding (SENSE) methods in APT, to an acceleration factor of 2. A novel variably-accelerated sensitivity encoding (vSENSE) method can provide more accurate results and therefore substantially higher overall acceleration factors than conventional SENSE. Here, vSENSE is further developed to eliminate the requirement that one fully-sampled APT frame be acquired, and extended to three dimensions (3D). Furthermore, we combine vSENSE with parallel transmit saturation, and apply it proactively to three normal volunteers and eleven patients with brain tumors.

酰胺质子转移(APT)成像的临床应用受到长扫描时间的阻碍。精度通常限制了APT中传统灵敏度编码(SENSE)方法的使用,其加速因子为2。一种新的可变加速灵敏度编码(vSENSE)方法可以提供更精确的结果,因此比传统的SENSE具有更高的总体加速因子。在这里,vSENSE被进一步开发,以消除获取一个全采样APT帧的要求,并扩展到三维(3D)。将vSENSE与并行传输饱和相结合,主动应用于3名正常志愿者和11名脑肿瘤患者。
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引用次数: 0
Ultrafast compartmental relaxation time mapping with linear algebraic modeling. 线性代数建模的超快区室弛豫时间映射。
Yi Zhang, Xiaoyang Liu, Jinyuan Zhou, Paul A Bottomley

Image contrast afforded by tissue longitudinal (T1) and transverse (T2) relaxation times is central to the success of modern MRI. Here, a recently-proposed 'spectroscopy with linear algebraic modeling' (SLAM) method is adapted to dramatically accelerate relaxation time imaging at 3 Tesla in phantoms, the abdomens of six volunteers and in six brain tumor patients.. SLAM is validated by omitting up to 15/16ths (94%) of the data acquired retroactively from inversion recovery and multi-echo spin-echo sequences, and proactively applied to accelerate abdominal and brain tumor T1 and T2 measurements by up to 16-fold in humans..

组织纵向(T1)和横向(T2)松弛时间所提供的图像对比度是现代MRI成功的核心。在这里,一种最近提出的“线性代数建模光谱”(SLAM)方法被应用于3特斯拉的幻象、6名志愿者的腹部和6名脑肿瘤患者的松弛时间成像。SLAM通过省略高达15/16(94%)的反演恢复和多回波自旋回波序列追溯获得的数据来验证,并主动应用于将人体腹部和脑肿瘤T1和T2测量速度提高16倍。
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引用次数: 0
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Proceedings of the International Society for Magnetic Resonance in Medicine ... Scientific Meeting and Exhibition. International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition
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