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Voxel-based statistical analysis and quantification of amyloid PET in the Japanese Alzheimer’s disease neuroimaging initiative (J-ADNI) multi-center study

机译:日本阿尔茨海默病神经影像倡议(J-ADNI)多中心研究中的体素基于苯甲酸肽的统计分析和定量

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摘要

Abstract Background Amyloid PET plays a vital role in detecting the accumulation of in vivo amyloid-β (Aβ). The quantification of Aβ accumulation has been widely performed using the region of interest (ROI)-based mean cortical standardized uptake value ratio (mcSUVR). However, voxel-based statistical analysis has not been well studied. The purpose of this study was to examine the feasibility of analyzing amyloid PET scans by voxel-based statistical analysis. The results were then compared to those with the ROI-based mcSUVR. In total, 166 subjects who underwent 11C-PiB PET in the J-ADNI multi-center study were analyzed. Additionally, 18 Aβ-negative images were collected from other studies to form a normal database. The PET images were spatially normalized to the standard space using an adaptive template method without MRI. The mcSUVR was measured using a pre-defined ROI. Voxel-wise Z-scores within the ROI were calculated using the normal database, after which Z-score maps were generated. A receiver operating characteristic (ROC) analysis was performed to evaluate whether Z-sum (sum of the Z-score) and mcSUVR could be used to classify the scans into positive and negative using the central visual read as the reference standard. PET scans that were equivocal were regarded as positive. Results Sensitivity and specificity were respectively 90.8% and 100% by Z-sum and 91.8% and 98.5% by mcSUVR. Most of the equivocal scans were subsequently classified by both Z-sum and mcSUVR as false negatives. Z-score maps correctly delineated abnormal Aβ accumulation over the same regions as the visual read. Conclusions We examined the usefulness of voxel-based statistical analysis for amyloid PET. This method provides objective Z-score maps and Z-sum values, which were observed to be helpful as an adjunct to visual interpretation especially for cases with mild or limited Aβ accumulation. This approach could improve the Aβ detection sensitivity, reduce inter-reader variability, and allow for detailed monitoring of Aβ deposition. Trial registration The number of the J-ADNI study is UMIN000001374
机译:摘要背景淀粉样肽在检测体内淀粉样蛋白-β(Aβ)的积累方面发挥至关重要作用。通过感兴趣的区域(ROI)的平均皮质标准化摄取值(MCSUVR)广泛地进行Aβ积累的定量。然而,基于体素的统计分析尚未得到很好的研究。本研究的目的是通过基于体素的统计分析来研究分析淀粉样蛋白PET扫描的可行性。然后将结果与ROI基MCSUVR的结果进行比较。分析了在J-ADNI多中心研究中接受了11C-PIB PET的166个受试者进行了分析。另外,从其他研究中收集了18个Aβ-负图像以形成正常数据库。使用没有MRI的自适应模板方法,PET图像在空间上标准化到标准空间。使用预定义的ROI测量MCSUVR。使用普通数据库计算ROI内的Voxel-Wise Z分数,之后生成Z分数图。执行接收器操作特征(ROC)分析以评估Z-SUM是否(Z分数的总和)和MCSUVR可用于将扫描分类为正面和负面使用中央视觉读数作为参考标准。宠物扫描被思想被视为阳性。结果敏感性和特异性分别为90.8%和100%,Z-Sum和MCSUVR的91.8%和98.5%。随后,大多数均衡的扫描随后被z-sum和mcsuvr作为假否定。 Z分数图在与视觉读数相同的区域上正确描绘了相同区域的异常Aβ累积。结论我们研究了淀粉样蛋白宠物的基于体素的统计分析的有用性。该方法提供客观Z评分图和Z-Sum值,观察到有用作为视觉解释的辅助,特别是对于具有轻度或有限的Aβ积累的情况。该方法可以提高Aβ检测灵敏度,降低读者互变异性,并允许详细监测Aβ沉积。试用登记J-ADNI研究的数量是UMIN000001374

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