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Real-time motion analytics during brain MRI improve data quality and reduce costs

机译:脑部MRI期间的实时运动分析可提高数据质量并降低成本

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摘要

Head motion systematically distorts clinical and research MRI data. Motion artifacts have biased findings from many structural and functional brain MRI studies. An effective way to remove motion artifacts is to exclude MRI data frames affected by head motion. However, such post-hoc frame censoring can lead to data loss rates of 50% or more in our pediatric patient cohorts. Hence, many scanner operators collect additional ‘buffer data’, an expensive practice that, by itself, does not guarantee sufficient high-quality MRI data for a given participant. Therefore, we developed an easy-to-setup, easy-to-use Framewise Integrated Real-time MRI Monitoring (FIRMM) software suite that provides scanner operators with head motion analytics in real-time, allowing them to scan each subject until the desired amount of low-movement data has been collected. Our analyses show that using FIRMM to identify the ideal scan time for each person can reduce total brain MRI scan times and associated costs by 50% or more.
机译:头部运动会系统地扭曲临床和研究MRI数据。运动伪影使许多结构和功能性大脑MRI研究的发现产生了偏差。消除运动伪影的有效方法是排除受头部运动影响的MRI数据帧。但是,这种事后帧检查可能导致我们的儿科患者队列中的数据丢失率达到50%或更高。因此,许多扫描仪操作员会收集额外的“缓冲区数据”,这是一种昂贵的做法,其本身无法保证给定参与者的足够高质量MRI数据。因此,我们开发了易于设置,易于使用的逐帧集成实时MRI监视(FIRMM)软件套件,该套件可为扫描仪操作员提供实时的头部运动分析,使他们可以扫描每个对象直到所需的时间。收集了少量的低运动数据。我们的分析表明,使用FIRMM为每个人确定理想的扫描时间可以将总的MRI扫描时间和相关费用减少50%或更多。

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