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Assessment of scoliosis using 3-D ultrasound volume projection imaging with automatic spine curvature detection

机译:使用3D超声容积投影成像和自动脊柱弯曲检测评估脊柱侧弯

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X-ray imaging is a gold standard to diagnose scoliosis, a medical condition defined as lateral spine curvature > 10°. However, radiation hazard restricts its application. 3-D ultrasound imaging shows potential for radiation-free scoliosis assessment. Recently, ultrasound volume projection imaging (VPI) was reported to provide a coronal view of spine for manual measurement of spine curvature. An automatic method for processing VPI images is now very much desired to avoid using tedious and subjective manual procedures, especially for scoliosis mass screening. In this paper, we reported an automatic method to quantitatively determine the spine curvature using the spine column profile, represented by the darkest region along the midline of VPI image. The method started with image enhancement using histogram equalization, and identified the points by locating the darkest points row by row in the enhanced image, followed by a polynomial curve fitting to the detected points. The spine curvature angle was finally calculated according to the inflection points on the curve. The performance was tested on the VPI images obtained from 36 subjects (Age: 30.1 ± 14.5) with different spine curvatures. The curvatures obtained using the automatic method had a significant correlation with those by the manual method (r = 0.92; p <; 0.001). The proposed automatic method is capable of measuring the spine curvature on the VPI images, thus greatly facilitating the use of 3-D ultrasound for scoliosis assessment.
机译:X射线成像是诊断脊柱侧弯的金标准,脊柱侧弯是一种医学状况,定义为脊柱外侧弯曲> 10°。但是,辐射危害限制了其应用。 3-D超声成像显示无辐射脊柱侧弯评估的潜力。最近,有报道称超声体积投影成像(VPI)可提供脊椎的冠状面视图,以手动测量脊柱弯曲度。现在非常需要一种用于处理VPI图像的自动方法,以避免使用繁琐和主观的手动过程,尤其是对于脊柱侧弯的大规模筛查。在本文中,我们报告了一种自动方法,该方法可以使用脊柱纵断面定量确定脊柱曲率,该轮廓由沿VPI图像中线的最暗区域表示。该方法首先使用直方图均衡进行图像增强,然后通过在增强图像中逐行定位最暗点来识别点,然后通过多项式曲线拟合检测到的点。最后根据曲线上的拐点计算出脊柱曲率角。在从36个具有不同脊柱弯曲度的受试者(年龄:30.1±14.5)获得的VPI图像上测试了性能。使用自动方法获得的曲率与通过手动方法获得的曲率具有显着相关性(r = 0.92; p <; 0.001)。所提出的自动方法能够在VPI图像上测量脊柱弯曲度,从而极大地方便了使用3D超声进行脊柱侧弯评估。

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