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Effects of image distortions originating from susceptibility variations and concomitant fields on diffusion MRI tractography results

机译:源于磁化率变化和伴随场的图像畸变对弥散MRI图像的影响

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In this work we investigate the effects of echo planar imaging (EPI) distortions on diffusion tensor imaging (DTI) based fiber tractography results. We propose a simple experimental framework that would enable assessing the effects of EPI distortions on the accuracy and reproducibility of fiber tractography from a pilot study on a few subjects. We compare trajectories computed from two diffusion datasets collected on each subject that are identical except for the orientation of phase encode direction, either right-left (RL) or anterior-posterior (AP). We define metrics to assess potential discrepancies between RL and AP trajectories in association, commissural, and projection pathways. Results from measurements on a 3. Tesla clinical scanner indicated that the effects of EPI distortions on computed fiber trajectories are statistically significant and large in magnitude, potentially leading to erroneous inferences about brain connectivity. The correction of EPI distortion using an image-based registration approach showed a significant improvement in tract consistency and accuracy. Although obtained in the context of a DTI experiment, our findings are generally applicable to all EPI-based diffusion MRI tractography investigations, including high angular resolution (HARDI) methods. On the basis of our findings, we recommend adding an EPI distortion correction step to the diffusion MRI processing pipeline if the output is to be used for fiber tractography.
机译:在这项工作中,我们研究了基于回波平面成像(EPI)畸变对基于扩散张量成像(DTI)的纤维束成像结果的影响。我们提出了一个简单的实验框架,该框架可以通过对几个主题的初步研究来评估EPI变形对纤维束成像的准确性和可再现性的影响。我们比较从每个主题收集的两个扩散数据集计算出的轨迹,这些轨迹除了相位编码方向的方向(右-左(RL)或前后-(AP))相同外,均相同。我们定义了度量标准,以评估RL和AP轨迹在关联,连合和投影路径之间的潜在差异。在3. Tesla临床扫描仪上进行的测量结果表明,EPI畸变对计算出的纤维轨迹的影响具有统计学意义,且幅度很大,有可能导致对大脑连接性的错误推断。使用基于图像的配准方法对EPI失真的校正显示了道一致性和准确性方面的显着改善。尽管是在DTI实验的背景下获得的,但我们的发现通常适用于所有基于EPI的弥散MRI超声成像检查,包括高角度分辨率(HARDI)方法。根据我们的发现,如果将输出用于光纤束摄影,我们建议在扩散MRI处理管道中添加EPI失真校正步骤。

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