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解剖学标准化:功能性脑图像的线性缩放和非线性变形

Anatomic standardization: linear scaling and nonlinear warping of functional brain images.

作者信息

Minoshima S, Koeppe R A, Frey K A, Kuhl D E

机构信息

Department of Internal Medicine, University of Michigan, Ann Arbor 48109-0552.

出版信息

J Nucl Med. 1994 Sep;35(9):1528-37.

PMID:8071705
Abstract

UNLABELLED

An automated method was proposed for anatomic standardization of PET scans in three dimensions, which enabled objective intersubject and cross-group comparisons of functional brain images.

METHODS

The method involved linear scaling to correct an individual brain size and nonlinear warping to minimize regional anatomic variations among subjects. In the linear-scaling step, the anteroposterior length and width of the brain were measured on the PET images, and the brain height was estimated by a contour-matching procedure using the midsagittal plane. In the nonlinear warping step, individual gray matter locations were matched with those of a standard brain by maximizing correlation coefficients of regional profile curves determined between predefined stretching centers (predominantly in white matter) and the gray matter landmarks.

RESULTS

The accuracy of the brain height estimation was compared with skull x-ray estimations, showing comparable accuracy and better reproducibility. Linear-scaling and nonlinear warping methods were validated using [18F]fluorodeoxyglucose and [15O]water images. Regional anatomic variability on the glucose images was reduced markedly. The statistical significance of activation foci in paired water images was improved in both vibratory and visual activation paradigms. A group versus group comparison following the proposed anatomic standardization revealed highly significant glucose metabolic alterations in the brains of patients with Alzheimer's disease compared with those of a normal control group.

CONCLUSION

These results suggested that the method is well suited to both research and clinical settings and can facilitate pixel-by-pixel comparisons of PET images.

摘要

未标注

提出了一种用于正电子发射断层扫描(PET)三维解剖标准化的自动化方法,该方法能够对功能性脑图像进行客观的个体间和跨组比较。

方法

该方法包括线性缩放以校正个体脑大小,以及非线性变形以最小化受试者之间的区域解剖变异。在线性缩放步骤中,在PET图像上测量脑的前后长度和宽度,并通过使用正中矢状面的轮廓匹配程序估计脑高度。在非线性变形步骤中,通过最大化在预定义拉伸中心(主要在白质中)和灰质地标之间确定的区域轮廓曲线的相关系数,将个体灰质位置与标准脑的位置进行匹配。

结果

将脑高度估计的准确性与颅骨X线估计进行比较,显示出相当的准确性和更好的可重复性。使用[18F]氟脱氧葡萄糖和[15O]水图像验证了线性缩放和非线性变形方法。葡萄糖图像上的区域解剖变异性显著降低。在振动和视觉激活范式中,配对水图像中激活灶的统计学显著性均得到改善。按照提出的解剖标准化进行组间比较显示,与正常对照组相比,阿尔茨海默病患者脑内葡萄糖代谢改变具有高度显著性。

结论

这些结果表明该方法非常适合研究和临床环境,并且可以促进PET图像的逐像素比较。

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