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基于旋转龙门的小动物聚焦式 X 射线荧光成像系统。

Focused x-ray luminescence imaging system for small animals based on a rotary gantry.

机构信息

University of California, Merced, Department of Bioengineering, Merced, California, United States.

Rensselaer Polytechnic Institute, Biomedical Imaging Center, Center for Biotechnology and Interdisci, United States.

出版信息

J Biomed Opt. 2021 Mar;26(3). doi: 10.1117/1.JBO.26.3.036004.

Abstract

SIGNIFICANCE

The ability to detect and localize specific molecules through tissue is important for elucidating the molecular basis of disease and treatment. Unfortunately, most current molecular imaging tools in tissue either lack high spatial resolution (e.g., diffuse optical fluorescence tomography or positron emission tomography) or lack molecular sensitivity (e.g., micro-computed tomography, μCT). X-ray luminescence imaging emerged about 10 years ago to address this issue by combining the molecular sensitivity of optical probes with the high spatial resolution of x-ray imaging through tissue. In particular, x-ray luminescence computed tomography (XLCT) has been demonstrated as a powerful technique for the high-resolution imaging of deeply embedded contrast agents in three dimensions (3D) for small-animal imaging.

AIM

To facilitate the translation of XLCT for small-animal imaging, we have designed and built a small-animal dedicated focused x-ray luminescence tomography (FXLT) scanner with a μCT scanner, synthesized bright and biocompatible nanophosphors as contrast agents, and have developed a deep-learning-based reconstruction algorithm.

APPROACH

The proposed FXLT imaging system was designed using computer-aided design software and built according to specifications. NaGdF4 nanophosphors doped with europium or terbium were synthesized with a silica shell for increased biocompatibility and functionalized with biotin. A deep-learning-based XLCT image reconstruction was also developed based on the residual neural network as a data synthesis method of projection views from few-view data to enhance the reconstructed image quality.

RESULTS

We have built the FXLT scanner for small-animal imaging based on a rotational gantry. With all major imaging components mounted, the motor controlling the gantry can be used to rotate the system with a high accuracy. The synthesized nanophosphors displayed distinct x-ray luminescence emission, which enables multi-color imaging, and has successfully been bound to streptavidin-coated substrates. Lastly, numerical simulations using the proposed deep-learning-based reconstruction algorithm has demonstrated a clear enhancement in the reconstructed image quality.

CONCLUSIONS

The designed FXLT scanner, synthesized nanophosphors, and deep-learning-based reconstruction algorithm show great potential for the high-resolution molecular imaging of small animals.

摘要

意义

通过组织检测和定位特定分子的能力对于阐明疾病和治疗的分子基础非常重要。不幸的是,目前组织中大多数分子成像工具要么缺乏高空间分辨率(例如,漫射光学荧光层析成像或正电子发射断层扫描),要么缺乏分子灵敏度(例如,微计算机断层扫描,μCT)。大约 10 年前出现的 X 射线发光成像是通过将光学探针的分子灵敏度与通过组织的 X 射线成像的高空间分辨率相结合来解决此问题的。特别是,X 射线发光计算机断层扫描(XLCT)已被证明是一种强大的技术,可用于小动物成像中三维(3D)中深度嵌入的对比剂的高分辨率成像。

目的

为了促进 XLCT 在小动物成像中的转化,我们设计并构建了一种带有 μCT 扫描仪的小动物专用聚焦 X 射线发光断层扫描(FXLT)扫描仪,合成了明亮且生物相容的纳米磷光体作为对比剂,并开发了一种基于深度学习的重建算法。

方法

所提出的 FXLT 成像系统使用计算机辅助设计软件设计,并根据规格制造。合成了具有二氧化硅壳的掺杂铕或铽的 NaGdF4 纳米磷光体,以提高生物相容性,并与生物素功能化。还基于残差神经网络开发了基于深度学习的 XLCT 图像重建,作为从少视角数据合成投影视图的数据合成方法,以增强重建图像质量。

结果

我们已经基于旋转龙门架构建了用于小动物成像的 FXLT 扫描仪。安装完所有主要成像组件后,可以使用控制龙门架的电动机以高精度旋转系统。合成的纳米磷光体显示出明显的 X 射线发光发射,从而实现了多色成像,并已成功结合到链霉亲和素涂覆的基质上。最后,使用提出的基于深度学习的重建算法进行的数值模拟证明了重建图像质量的明显增强。

结论

所设计的 FXLT 扫描仪,合成的纳米磷光体和基于深度学习的重建算法为小动物的高分辨率分子成像显示出巨大的潜力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3958/7970409/6c1bdc891676/JBO-026-036004-g001.jpg

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