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Evaluation of Fiber Tracking from Subsampled q-Space Data in Diffusion Spectrum Imaging

机译:扩散光谱成像中二次采样q-空间数据对光纤跟踪的评估

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摘要

Diffusion spectrum imaging (DSI) is capable of resolving crossing and touching fiber bundles in a given voxel. Acquisition of DSI data involves sampling large number of points in the q-space which significantly increases scan times. The scan times can be reduced by exploiting the symmetry of the q-space. In this study the fiber pathways for five (fornix, cingulum, superior longitudinal fasciculus, corticospinal tract, and crossing fibers in the centrum semiovale region) fiber bundles derived using three subsampled data sets of different sizes derived from the 257 samples in the q-space are compared. The coefficient of variation of the ratio of the number of fiber pathways for each subsample data set to the original data points, averaged over all the 10 subjects, was used for quantitatively investigating the effect of subsampling on the tractography. The effect of threshold angles on tractography is also investigated. The effect of subsampling on the orientation distribution function (ODF) was quantitatively evaluated using both scalar and vector measures derived from the ODF. A streamline tractography method that improves the curvature problem and reduces the local truncation error to further improve the mapping of fiber pathways is adapted. Analysis of the fiber pathways in ten normal subjects, based on qualitative and quantitative methods, shows that the 129 and 198 q-space points provide very similar result with angle of threshold between 41° and 45°. Based on the scan time advantage, 129 subsampled points appear to be adequate for tractography.
机译:扩散光谱成像(DSI)能够解决给定体素中交叉和接触的纤维束。 DSI数据的采集涉及在q空间中采样大量点,这大大增加了扫描时间。通过利用q空间的对称性,可以减少扫描时间。在这项研究中,使用三个不同大小的子采样数据集(来自q空间的257个样本)得出了五个纤维束(穹ni,扣带,上纵筋膜,皮质脊髓束和中心半卵状区交叉纤维)的纤维路径比较。将所有10个受试者的平均每个子样本数据集与原始数据点的纤维通路数之比的变化系数用于定量研究子采样对超声图像的影响。还研究了阈值角度对超声检查的影响。使用从ODF导出的标量和矢量度量,定量评估了二次采样对方向分布函数(ODF)的影响。采用了一种改进了曲率问题并减少了局部截断误差以进一步改善纤维路径映射的流线束摄影方法。基于定性和定量方法,对十名正常受试者的纤维通路进行分析,结果显示129个和198个q空间点的结果非常相似,阈值角度在41°和45°之间。基于扫描时间的优势,129个子采样点似乎足以进行超声检查。

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