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Time-Domain Fluorescence Diffuse Optical Tomography: Algorithms and Applications.

机译:时域荧光漫射光学层析成像:算法和应用。

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摘要

Fluorescence diffuse optical tomography provides non-invasive, in vivo imaging of molecular targets in small animals. While standard fluorescence microscopy is limited to shallow depths and small fields of view, tomographic methods allows recovery of the distribution of fluorescent probes throughout the small animal body. In this thesis, we present novel reconstruction algorithms for the tomographic separation of optical parameters using time-domain (TD) measurements. These technique are validated using simulations and with experimental phantom and mouse imaging studies. We outline the contributions of each chapter of the thesis below.;First, we explore the TD fluorescence tomography reconstruction problem for single and multiple fluorophores with discrete lifetimes. We focus on late arriving photons and compare a direct inversion approach with a two-step, asymptotic approach operating on the same TD data. We show that for lifetime multiplexing, the two methods produce fundamentally different kinds of solutions. The direct inversion is computationally inefficient and results in poor separation but has overall higher resolution while the asymptotic approach provides better separation, relative quantitation of lifetime components and localization but has overall lower resolution. We verify these results with simulation and experimental phantoms.;Second, we introduce novel high resolution lifetime multiplexing algorithms which combine asymptotic methods for separation of fluorophores with the high resolving power of early photon tomography. We show the effectiveness of such methods to achieve high resolution reconstructions of multiple fluorophores in simulations with complex-shaped phantoms, a digital mouse atlas and also experimentally in fluorescent tube phantoms.;Third, we compare the performance of tomographic spectral and lifetime multiplexing. We show that both of these techniques involve a two-step procedure, consisting of a diffuse propagation step and a basis-function mixing step. However, in these two techniques, the order of the two steps is switched, which leads to a fundamental difference in imaging performance. As an illustration of this difference, we show that the relative concentrations of three colocalized fluorophores in a diffuse medium can accurately be retrieved with lifetime methods but cannot be retrieved with spectral methods.;Fourth, we address the long standing challenge in diffuse optical tomography (DOT) of cross-talk between absorption and scattering. We extend the ideas developed from lifetime multiplexing algorithms by using a constrained optimization approach for separation of absorption and scattering in DOT. Using custom designed phantoms, we demonstrate a novel technique allows better separation of absorption and scattering inclusions compared to existing algorithms for CW and TD diffuse optical tomography.;Finally, we show experimental validation of the lifetime multiplexing algorithms developed in this thesis using three experimental models. First, we show the reconstruction of overlapping complex shapes in a dish phantom. Second, we demonstrate the localization accuracy of lifetime based methods using fluorescent pellets embedded in a sacrificed mouse. Third, we show using planar imaging and tomography, the in vivo recovery of multiple anatomically targeted near-infrared fluorophores.;In summary, we have presented novel reconstruction algorithms and experimental methods that extend the capability of time-domain fluorescence diffuse optical tomography systems. The methods developed in this thesis should also have applicability for general multi-parameter image reconstruction problems.
机译:荧光扩散光学层析成像技术可为小型动物的分子靶标提供非侵入性的体内成像。尽管标准的荧光显微镜技术仅限于浅深度和小视野,但层析成像方法可以恢复整个小动物体内荧光探针的分布。在本文中,我们提出了使用时域(TD)测量进行光学参数的层析成像分离的新型重建算法。这些技术已通过仿真以及实验幻像和鼠标成像研究得到验证。我们在下面概述了论文每一章的贡献。首先,我们探索了具有离散寿命的单个和多个荧光团的TD荧光层析成像重建问题。我们将重点放在迟到的光子上,并将直接反演方法与在相同TD数据上运行的两步渐进方法进行比较。我们表明,对于生命周期复用,这两种方法会产生根本不同的解决方案。直接反演在计算上效率低下,导致分离效果较差,但总体分辨率较高,而渐近方法提供了更好的分离效果,寿命分量和定位的相对定量,但总体分辨率较低。第二,我们引入了新颖的高分辨率寿命多路复用算法,该算法将渐进方法与荧光团的分离结合起来,具有早期光子层析成像的高分辨能力。我们在复杂形状的幻像,数字鼠标图集以及荧光灯管幻像的仿真中显示了这种方法实现多个荧光团的高分辨率重构的有效性。第三,我们比较了层析成像和寿命复用的性能。我们表明,这两种技术都涉及两步过程,包括扩散传播步骤和基函数混合步骤。然而,在这两种技术中,两个步骤的顺序被切换,这导致成像性能的根本差异。作为这种差异的一个例证,我们表明可以使用寿命方法准确地获取扩散介质中三个共定位荧光团的相对浓度,而使用光谱方法则无法准确地获取它们;第四,我们解决了漫射光学层析成像中长期存在的挑战(吸收和散射之间的串扰。我们通过使用约束优化方法来分离DOT中的吸收和散射,扩展了从生命周期多路复用算法开发的思想。与现有的CW和TD漫射光学层析成像算法相比,我们使用定制的幻像展示了一种新技术,该技术可以更好地分离吸收和散射夹杂物。最后,我们使用三种实验模型对本文开发的寿命复用算法进行了实验验证。首先,我们展示了菜体模型中重叠的复杂形状的重建。其次,我们展示了使用嵌入牺牲小鼠中的荧光团基于寿命的方法的定位精度。第三,我们展示了使用平面成像和层析成像技术,可在体内恢复多个解剖学靶向的近红外荧光团。总之,我们提出了新颖的重建算法和实验方法,这些算法和实验方法扩展了时域荧光漫射光学层析成像系统的功能。本文提出的方法也应适用于一般的多参数图像重建问题。

著录项

  • 作者

    Hou, Steven Shuyu.;

  • 作者单位

    Harvard University.;

  • 授予单位 Harvard University.;
  • 学科 Medical imaging.;Biomedical engineering.;Biophysics.
  • 学位 Ph.D.
  • 年度 2014
  • 页码 173 p.
  • 总页数 173
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

  • 入库时间 2022-08-17 11:53:40

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