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Two- and three-dimensional quantitative image analysis of coronary arteries from high-resolution histological sections

机译:高分辨率组织区冠状动脉的两维定量图像分析

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The study of coronary arteries has evolved from examining gross anatomy and morphology to scrutinizing micro-anatomy and cellular composition. Technological advances such as high-powered digital microscopes and high precision cutting devices have allowed clinicians to examine coronary artery morphology and pathology at micron resolution. Our work explores the composition of normal coronary arteries in order to provide the foundation for further study of remodeled tissue. The first of two coronary arteries was sliced into 442 sections with 4 micron inter-slice spacing. Each slice was stained for elastin and collagen. The second coronary artery was sectioned into 283 slices, also with 4 micron resolution. These slices were stained for cellular nuclei and smooth muscle. High sectioned into 283 slices, also with 4 micron resolution. These slices were stained for cellular nuclei and smooth muscle. High resolution light microscopy was used to image the sections. The data was analyzed for collagen/elastin content and nuclei density, respectively. Processing of this type of data is challenging in the areas of segmentation, visualization and quantification. Segmentation was confounded by variation in image quality as well as complexity of the coronary tissue. These problems were overcome by the development of 'smart' thresholding algorithms for segmentation. In addition, morphology and image statistics were used to further refine the result of the segmentation. Specificity/sensitivity analysis suggests that automatic segmentation can be very effective. 3D visualization of coronary arteries is challenging due to multiple tissue layers. Method such as summed voxel projection and maximum intensity projection appear to be effective. Shading methods also provide adequate visualization, however it is important to incorporate combined 2D and 3D displays. Surface rendering techniques are useful tools for visualizing parametric data. Quantification in 3D is simple in practice but appropriate descriptions of these results must be displayed to clinicians in a clear way. Preliminary results are promising, but continued development of algorithms for processing histological data is needed.
机译:冠状动脉的研究已经从检查总解剖学和形态学中的研究表达,以仔细检查微观解剖学和细胞组合物。高功率数字显微镜和高精度切割装置等技术进步使临床医生能够在微米分辨率下检查冠状动脉形态和病理学。我们的作品探讨了正常冠状动脉的组成,以便为进一步研究改造组织提供基础。将两个冠状动脉中的第一个切成442个部分,具有4微米切片间距。将每个切片染色以用于弹性蛋白和胶原蛋白。第二冠状动脉切成283片,也具有4微米分辨率。这些切片染色了细胞核和平滑肌。高分切成283片,也具有4微米分辨率。这些切片染色了细胞核和平滑肌。高分辨率光学显微镜用于将部分图像图像。分别分析数据以分析胶原蛋白/弹性蛋白含量和核密度。处理这种类型的数据在分割,可视化和量化的区域中具有挑战性。通过图像质量的变化以及冠状动脉组织的复杂性进行分割。通过开发分割的“智能”阈值算法来克服这些问题。此外,使用形态和图像统计用于进一步优化分割的结果。特异性/敏感性分析表明,自动分割可能非常有效。由于多个组织层,冠状动脉的3D可视化是挑战。诸如总结体素投影和最大强度投影的方法似乎是有效的。着色方法还提供了足够的可视化,但结合了2D和3D显示器是重要的。表面渲染技术是可视化参数数据的有用工具。在实践中,3D中的量化简单,但这些结果的适当描述必须以明确的方式显示给临床医生。初步结果很有前途,但需要持续开发用于处理组织学数据的算法。

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