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用于线粒体电子断层扫描的结构增强扩散与轮廓提取

Structure enhancement diffusion and contour extraction for electron tomography of mitochondria.

作者信息

Bazán Carlos, Miller Michelle, Blomgren Peter

机构信息

Computational Science Research Center, San Diego State University, 5500 Campanile Drive, San Diego, CA 92182-1245, USA.

出版信息

J Struct Biol. 2009 May;166(2):144-55. doi: 10.1016/j.jsb.2009.02.009. Epub 2009 Feb 28.

Abstract

The interpretation and measurement of the architectural organization of mitochondria depend heavily upon the availability of good software tools for filtering, segmenting, extracting, measuring, and classifying the features of interest. Images of mitochondria contain many flow-like patterns and they are usually corrupted by large amounts of noise. Thus, it is necessary to enhance them by denoising and closing interrupted structures. We introduce a new approach based on anisotropic nonlinear diffusion and bilateral filtering for electron tomography of mitochondria. It allows noise removal and structure closure at certain scales, while preserving both the orientation and magnitude of discontinuities without the need for threshold switches. This technique facilitates image enhancement for subsequent segmentation, contour extraction, and improved visualization of the complex and intricate mitochondrial morphology. We perform the extraction of the structure-defining contours by employing a variational level set formulation. The propagating front for this approach is an approximate signed distance function which does not require expensive re-initialization. The behavior of the combined approach is tested for visualizing the structure of a HeLa cell mitochondrion and the results we obtain are very promising.

摘要

线粒体结构组织的解释和测量在很大程度上依赖于用于过滤、分割、提取、测量和分类感兴趣特征的优秀软件工具。线粒体图像包含许多类似流动的模式,并且通常被大量噪声所破坏。因此,有必要通过去噪和闭合中断结构来增强它们。我们介绍一种基于各向异性非线性扩散和双边滤波的线粒体电子断层扫描新方法。它允许在特定尺度上去除噪声和闭合结构,同时保留不连续性的方向和大小,而无需阈值切换。该技术有助于图像增强,以便后续进行分割、轮廓提取以及改善对复杂精细的线粒体形态的可视化。我们通过采用变分水平集公式来提取定义结构的轮廓。此方法的传播前沿是一个近似的符号距离函数,不需要昂贵的重新初始化。我们测试了这种组合方法用于可视化HeLa细胞线粒体结构的效果,所获得的结果非常有前景。

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本文引用的文献

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