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加速光学投影断层扫描技术在斑马鱼活体成像中的应用

Accelerated Optical Projection Tomography Applied to In Vivo Imaging of Zebrafish.

作者信息

Correia Teresa, Lockwood Nicola, Kumar Sunil, Yin Jun, Ramel Marie-Christine, Andrews Natalie, Katan Matilda, Bugeon Laurence, Dallman Margaret J, McGinty James, Frankel Paul, French Paul M W, Arridge Simon

机构信息

Department of Computer Science, University College London, London, United Kingdom.

Division of Medicine, University College London, London, United Kingdom; CoMPLEX, University College London, London, United Kingdom.

出版信息

PLoS One. 2015 Aug 26;10(8):e0136213. doi: 10.1371/journal.pone.0136213. eCollection 2015.

Abstract

Optical projection tomography (OPT) provides a non-invasive 3-D imaging modality that can be applied to longitudinal studies of live disease models, including in zebrafish. Current limitations include the requirement of a minimum number of angular projections for reconstruction of reasonable OPT images using filtered back projection (FBP), which is typically several hundred, leading to acquisition times of several minutes. It is highly desirable to decrease the number of required angular projections to decrease both the total acquisition time and the light dose to the sample. This is particularly important to enable longitudinal studies, which involve measurements of the same fish at different time points. In this work, we demonstrate that the use of an iterative algorithm to reconstruct sparsely sampled OPT data sets can provide useful 3-D images with 50 or fewer projections, thereby significantly decreasing the minimum acquisition time and light dose while maintaining image quality. A transgenic zebrafish embryo with fluorescent labelling of the vasculature was imaged to acquire densely sampled (800 projections) and under-sampled data sets of transmitted and fluorescence projection images. The under-sampled OPT data sets were reconstructed using an iterative total variation-based image reconstruction algorithm and compared against FBP reconstructions of the densely sampled data sets. To illustrate the potential for quantitative analysis following rapid OPT data acquisition, a Hessian-based method was applied to automatically segment the reconstructed images to select the vasculature network. Results showed that 3-D images of the zebrafish embryo and its vasculature of sufficient visual quality for quantitative analysis can be reconstructed using the iterative algorithm from only 32 projections-achieving up to 28 times improvement in imaging speed and leading to total acquisition times of a few seconds.

摘要

光学投影断层扫描(OPT)提供了一种非侵入性的三维成像方式,可应用于活体疾病模型的纵向研究,包括斑马鱼。目前的局限性包括使用滤波反投影(FBP)重建合理的OPT图像需要最少数量的角度投影,通常为几百个,这导致采集时间长达几分钟。非常希望减少所需的角度投影数量,以减少总采集时间和对样本的光剂量。这对于进行纵向研究尤为重要,纵向研究涉及在不同时间点对同一条鱼进行测量。在这项工作中,我们证明使用迭代算法重建稀疏采样的OPT数据集可以用50个或更少的投影提供有用的三维图像,从而在保持图像质量的同时显著减少最小采集时间和光剂量。对具有血管荧光标记的转基因斑马鱼胚胎进行成像,以获取透射和荧光投影图像的密集采样(800个投影)和欠采样数据集。使用基于总变分的迭代图像重建算法对欠采样的OPT数据集进行重建,并与密集采样数据集的FBP重建结果进行比较。为了说明快速OPT数据采集后进行定量分析的潜力,应用基于黑塞矩阵的方法自动分割重建图像以选择血管网络。结果表明,使用迭代算法仅从32个投影就可以重建出视觉质量足以进行定量分析的斑马鱼胚胎及其血管的三维图像,成像速度提高了多达28倍,总采集时间缩短至几秒。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c6be/4550250/7f6c0e3f4457/pone.0136213.g001.jpg

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