多维压缩传感以推进Na多量子连贯性MRI23
Christian Licht1,2, Simon Reichert1,2, Maxime Guye3,4
1Computer Assisted Clinical Medicine, Medical Faculty Mannhein, Heidelberg University, Mannheim, Germany.
Magnetic resonance in medicine
|October 26, 2023
概括
使用五维 (5D) 压缩传感 (CS) 的加速 (Na) 多量子连贯 (MQC) MRI 实现了更快的扫描和更高的分辨率. 这种先进的技术可以同时在人类大脑中进行单次 (SQ) 和三次量子 (TQ) 成像.
科学领域:
- 医疗成像医学成像
- 磁共振成像是一种磁共振成像技术.
- 生物物理学的生物物理.
背景情况:
- (Na) 多量子连贯性 (MQC) MRI对于体内人脑成像至关重要.
- 加速3D MQCMRI获取对于临床可行性至关重要.
- 压缩传感 (CS) 为MRI加速提供了一个有前途的方法.
研究的目的:
- 为了加速3D23Na MQCMRI使用一种新的五维 (5D) CS框架.
- 为了实现同时进行卡特西安单 (SQ) 和三次量子 (TQ) 成像.
- 为了评估5D CS在3.0 T和7.0 T的性能,用于体内人脑成像.
主要方法:
- 开发了一个5D CS框架,扩展传统的3D CS以利用所有成像维度的稀疏性.
- 从模拟大脑,幻影和健康志愿者的3.0T和7.0T获得3DNaMQCMRI数据.
- 追溯和前性低样本数据,使用SSIM,RMSE,SNR和度量化分析性能.
主要成果:
- 实现了三倍加速,扫描时间在5分钟以下,高分辨率在3.0 T.
- 在体内SQ,TQ和TQ/SQ比率图中,5D CS改善了SSIM并减少了RMSE.
- 通过前性下样本,在没有延长获取时间的情况下,通过7.0T的体内人类大脑展示了前所未有的高分辨率MQC图像.
结论:
- 5D CS 在3.0 T数据上可实现多达三倍的追溯加速.
- 在7.0 T时演示了双倍的前加速,在23 Na MQC MRI 中实现了更高的空间分辨率.
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