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Three-dimensional texture analysis of cancellous bone cores evaluated at clinical CT resolutions.

机译:在临床CT分辨率下评估的松质骨核的三维纹理分析。

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摘要

The objective of this study was to determine if three-dimensional (3D) Haralick co-occurrence texture measures calculated from low-resolution CT images of trabecular bone correlate with 3D structural indices measured from high-resolution CT images. Thirty-three cubical regions of trabecular bone from human calcanei were analyzed using images obtained from a micro-computed tomography (micro-CT) scanner. 3D measures of bone architecture were calculated. The original images were then subsampled by factors of 5, 10, 15, and 20, and 3D texture features were calculated for each set of subsampled images. Linear regression models showed that co-occurrence texture features were significantly correlated with structural indices. Over 90% of the variation in three different structural indices was explained in two-variable regression models using texture features as predictors when the voxel side length was reduced by a factor of 10. Texture features calculated from clinical images may increase our ability to obtain trabecular bone architectural information when high-resolution images are unobtainable.
机译:这项研究的目的是确定从小梁骨的低分辨率CT图像计算出的三维(3D)Haralick共现纹理量度是否与从高分辨率CT图像测得的3D结构指数相关。使用从微计算机断层扫描(micro-CT)扫描仪获得的图像分析了来自人类calcanei的小梁骨的33个立方区域。计算了骨骼结构的3D测量。然后,以5、10、15和20的因子对原始图像进行二次采样,并为每组二次采样图像计算3D纹理特征。线性回归模型表明,共现纹理特征与结构指数显着相关。在两个变量回归模型中,当体素侧面长度减少10倍时,使用纹​​理特征作为预测因子,解释了三种不同结构指标中超过90%的变化。根据临床图像计算出的纹理特征可能会提高我们获得骨小梁的能力无法获得高分辨率图像时的骨骼建筑信息。

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