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Extraction of gray-scale intensity distributions from micro computed tomography imaging for femoral cortical bone differentiation between low-magnesium and normal diets in a laboratory mouse model

机译:从微型计算机断层扫描成像中提取灰度强度分布用于在实验室小鼠模型中低镁饮食与正常饮食之间的股骨皮质骨分化

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摘要

Previous studies have shown that the geometric development of femoral trabecular bone is affected by insufficient dietary intake of magnesium. However, it is not clear whether the development of femoral cortical bone can be quantitatively evaluated according to a diet with inadequate magnesium supplementation. Therefore, we used a micro computed tomography (CT) imaging approach with a laboratory mouse model to explore the potential application of texture analysis for the quantitative assessment of femoral cortical bones. C57BL/6J male mice were divided into two groups, where one group was fed a normal diet and the other group was fed a low-magnesium diet. We used a micro CT scanner for image acquisition, and the subsequent development of cortical bone was examined by texture analysis based on the statistical distribution of gray-scale intensities in which seven essential parameters were extracted from the micro CT images. Our calculations showed that the mean intensity increased by 7.20% (p = 0.000134), sigma decreased by 29.18% (p = 1.98E-12), skewness decreased by 19.52% (p = 0.0000205), kurtosis increased by 9.62% (p = 0.0877), energy increased by 24.19% (p = 3.32E-09), entropy decreased by 6.14% (p = 3.00E-10), and the Nakagami parameter increased by 104.32% (p = 4.13E-12) in the low-magnesium group when compared to the normal group. We found that the statistical parameters extracted from the gray-scale intensity distribution were able to differentiate between femoral cortical bone developments in the two different diet groups.
机译:以前的研究表明,饮食中镁摄入不足会影响股骨小梁骨的几何发育。然而,尚不清楚根据补充镁不足的饮食是否可以定量评估股骨皮质的发育。因此,我们将微计算机断层扫描(CT)成像方法与实验室小鼠模型一起使用,以探索纹理分析在股骨皮质骨定量评估中的潜在应用。将C57BL / 6J雄性小鼠分为两组,一组以正常饮食喂养,另一组以低镁饮食喂养。我们使用微型CT扫描仪进行图像采集,然后基于灰度强度的统计分布通过纹理分析检查了皮质骨的后续发育,其中从微型CT图像中提取了七个基本参数。我们的计算表明,平均强度增加了7.20%(p = 0.000134),sigma降低了29.18%(p = 81.98E-12),偏斜度降低了19.52%(p = 0.0000205),峰度增加了9.62%(p = 0.0877),能量增加了24.19%(p = 3.32E-09),熵降低了6.14%(p = 3.00E-10),中上参数增加了104.32%(p = 4.13E-12) -镁组与正常组相比。我们发现从灰度强度分布中提取的统计参数能够区分两个不同饮食组的股骨皮质骨发育。

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