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An Algorithm for Enhancing the Image Contrast of Electron Tomography

机译:一种增强电子断层扫描图像对比度的算法

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摘要

Three-dimensional (3D) reconstruction of a single protein molecule is essential for understanding the relationship between the structural dynamics and functions of the protein. Electron tomography (ET) provides a tool for imaging an individual particle of protein from a series of tilted angles. Individual-particle electron tomography (IPET) provides an approach for reconstructing a 3D density map from a single targeted protein particle (without averaging from different particles of this type of protein), in which the target particle was imaged from a series of tilting angles. However, owing to radiation damage limitations, low-dose images (high noise, and low image contrast) are often challenging to be aligned for 3D reconstruction at intermediate resolution (1–3 nm). Here, we propose a computational method to enhance the image contrast, without increasing any experimental dose, for IPET 3D reconstruction. Using an edge-preserving smoothing-based multi-scale image decomposition algorithm, this method can detect the object against a high-noise background and enhance the object image contrast without increasing the noise level or significantly decreasing the image resolution. The method was validated by using both negative staining (NS) ET and cryo-ET images. The successful 3D reconstruction of a small molecule (<100 kDa) indicated that this method can be used as a supporting tool to current ET 3D reconstruction methods for studying protein dynamics via structure determination from each individual particle of the same type of protein.
机译:单个蛋白质分子的三维(3D)重建对于理解蛋白质的结构动力学和功能之间的关系至关重要。电子断层扫描(ET)提供了一种从一系列倾斜角度对单个蛋白质颗粒成像的工具。单粒子电子断层扫描(IPET)提供了一种从单个目标蛋白质粒子(不对此类蛋白质的不同粒子取平均值)重建3D密度图的方法,其中目标粒子是从一系列倾斜角度成像的。然而,由于辐射损伤的局限性,低剂量图像(高噪声和低图像对比度)通常很难以中等分辨率(1-3 nm)对准3D重建。在这里,我们提出了一种计算方法,可在不增加实验剂量的情况下增强图像对比度,以进行IPET 3D重建。使用基于边缘保留的平滑多尺度图像分解算法,该方法可以在高噪声背景下检测对象并增强对象图像对比度,而不会增加噪声级别或显着降低图像分辨率。通过使用负染色(NS)ET和cryo-ET图像验证了该方法。小分子(<100 kDa)的成功3D重建表明,该方法可以用作当前ET 3D重建方法的支持工具,以通过结构确定来自同一类型蛋白质的每个单个粒子来研究蛋白质动力学。

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