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Comparison of Multi-Fiber Reproducibility of PAS-MRI and Q-ball With Empirical Multiple b-Value HARDI

机译:PAS-MRI和Q球与经验性多个b值HARDI的多纤维再现性比较

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Crossing fibers are prevalent in human brains and a subject of intense interest for neuroscience. Diffusion tensor imaging (DTI) can resolve tissue orientation but is blind to crossing fibers. Many advanced diffusion-weighted magnetic resolution imaging (MRI) approaches have been presented to extract crossing-fibers from high angular resolution diffusion imaging (HARDI), but the relative sensitivity and specificity of approaches remains unclear. Here, we examine two leading approaches (PAS and q-ball) in the context of a large-scale, single subject reproducibility study. A single healthy individual was scanned 11 times with 96 diffusion weighted directions and 10 reference volumes for each of five b-values (1000, 1500, 2000, 2500, 3000 s/mm~2) for a total of 5830 volumes (over the course of three sessions). We examined the reproducibility of the number of fibers per voxel, volume fraction, and crossing-fiber angles. For each method, we determined the minimum resolvable angle for each acquisition. Reproducibility of fiber counts per voxel was generally high (~80% consensus for PAS and ~70% for q-ball), but there was substantial bias between individual repetitions and model estimated with all data (~10% lower consensus for PAS and ~15% lower for q-ball). Both PAS and q-ball predominantly discovered fibers crossing at near 90 degrees, but reproducibility was higher for PAS across most measures. Within voxels with low anisotropy, q-ball finds more intra-voxel structure; meanwhile, PAS resolves multiple fibers at greater than 75 degrees for more voxels. These results can inform researchers when deciding between HARDI approaches or interpreting findings across studies.
机译:交叉纤维在人脑中普遍存在,并且是神经科学的热门课题。扩散张量成像(DTI)可以解决组织方向,但对交叉纤维不敏感。已经提出了许多先进的扩散加权磁分辨率成像(MRI)方法来从高角分辨率扩散成像(HARDI)中提取交叉纤维,但是这些方法的相对灵敏度和特异性仍然不清楚。在这里,我们在大规模,单主题可重复性研究的背景下研究了两种主要方法(PAS和q-ball)。在96个扩散加权方向和10个参考体积下,对一个健康个体进行了11次扫描,扫描了五个b值(1000、1500、2000、2500、3000 s / mm〜2)中的每一个,共计5830个体积(在整个过程中)三个会话)。我们检查了每个体素的纤维数量,体积分数和交叉纤维角度的可重复性。对于每种方法,我们确定每次采集的最小可分辨角度。每个体素纤维计数的可重复性通常很高(对于PAS,共识性约为80%,对于q-ball而言,一致性约为70%),但是在所有数据进行的单个重复和模型估计之间存在很大的偏差(对于PAS和〜,共识性降低了约10% q-ball降低15%)。 PAS和q-ball均主要发现纤维以90度相交,但在大多数情况下,PAS的重现性更高。在各向异性低的体素中,q球会发现更多的内部体素结构。同时,PAS可以分解多于75度的多根光纤以产生更多体素。这些结果可以在决定HARDI方法之间或解释整个研究结果时为研究人员提供信息。

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