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A computer aided diagnosis system for measurement of mandibular cortical thickness on dental panoramic radiographs in prediction of women with low bone mineral density

机译:一种计算机辅助诊断系统,用于测量牙科全治局射线照相术后骨矿物密度预测

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摘要

Osteoporosis detection at earlier stages can enhance the life span of an elderly individual. The aim of the study is to perform semi-automated measurement of mandibular cortical thickness (MCT) on a dental panoramic radiograph (DPR) and thereby to predict the risk of low BMD among the studied population. The study involved 76 women (mean age: 57.2 +/- 12.6years). The DPR was obtained using KODAK 8000C system. The BMD of right total hip (T-BMD) was obtained using DPX Prodigy Dual-energy X-ray absorptiometry (DXA) Scanner. The DPR obtained were subjected to image processing techniques to perform MCT measurement. The region of interest was manually selected around the mental foramen and enhanced using a median filter. The Ostu segmentation was performed and connected component labelling operation was performed to determine the lower boundary by finding the contour with maximum area. Subsequently, the haar wavelet operation was carried out to find the magnitude and thereby select the upper delineating cortical boundary. The Pearson test results revealed (r=0.96, p<0.01) for the standard (manual) MCT measurement against the MCT measured using the proposed semi-automated scheme. ROC analysis revealed that MCT=2.5mm could be an optimal threshold in spotting individuals at risk of low BMD. The results of the study revealed that the MCT measured on a DPR using the proposed approach could be helpful for identifying individuals at risk of low BMD.
机译:早期阶段的骨质疏松症检测可以增强老年人的寿命。该研究的目的是在牙科全景射线照片(DPR)上进行半自动测量下颌皮质厚度(MCT),从而预测研究人群中低BMD的风险。该研究涉及76名女性(平均年龄:57.2 +/- 12.6年)。使用柯达8000C系统获得DPR。使用DPX Prodigy双能X射线吸收仪(DXA)扫描仪获得右总髋部(T-BMD)的BMD。对所获得的DPR进行图像处理技术以进行MCT测量。感兴趣的区域是手动选择精神粉末,并使用中值过滤器增强。执行OSTU分割并执行连接的组件标记操作以通过找到具有最大面积的轮廓来确定下边界。随后,执行HAAR小波操作以找到幅度,从而选择上部描绘皮质边界。 Pearson测试结果显示(r = 0.96,p <0.01),用于使用所提出的半自动方案测量的MCT标准(手动)MCT测量。 ROC分析显示,MCT = 2.5mm可能是在低BMD风险的人中发现个体的最佳阈值。该研究的结果表明,使用所提出的方法在DPR上测量的MCT可能有助于识别低BMD风险的个体。

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