Model-Based Vasculature Extraction From Optical Fluorescence Cryomicrotome Images

被引:29
作者
Goyal, Ayush [2 ]
Lee, Jack [1 ]
Lamata, Pablo [2 ]
van den Wijngaard, Jeroen [3 ]
van Horssen, Pepijn [3 ]
Spaan, Jos [3 ]
Siebes, Maria [3 ]
Grau, Vicente [4 ,5 ]
Smith, Nic P. [1 ]
机构
[1] Kings Coll London, Dept Biomed Engn, London SE1 7EH, England
[2] Univ Oxford, Dept Comp Sci, Oxford OX1 3PJ, England
[3] Univ Amsterdam, Acad Med Ctr, Dept Biomed Engn & Phys, NL-1012 ZA Amsterdam, Netherlands
[4] Univ Oxford, Dept Engn Sci, Oxford OX1 3PJ, England
[5] Univ Oxford, Oxford E Res Ctr, Oxford OX1 3PJ, England
基金
英国工程与自然科学研究理事会; 英国生物技术与生命科学研究理事会; 英国惠康基金;
关键词
Cryomicrotome imaging; three-dimensional (3-D) automatic reconstruction; vascular extraction; whole-organ coronary vasculature; BLOOD-FLOW; DIAMETER MEASUREMENT; 3D RECONSTRUCTION; CT; PERFUSION; SEGMENTATION; QUANTIFICATION; VISUALIZATION; ORGANIZATION; ARCHITECTURE;
D O I
10.1109/TMI.2012.2227275
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The aim of this study was to develop a novel method to reconstruct 3-D coronary vasculature from cryomicrotome images, comprised of two distinct sets of data-fluorescent microsphere beads and coronary vasculature. Fluorescent beads and cast injected into the vasculature were separately imaged with different filter settings to obtain the microsphere and vascular data, respectively. To extract the vascular anatomy, light scattering in the tissue was modelled using a point spread function (PSF). The PSF was parametrized by optical tissue excitation and emission attenuation coefficients, which were estimated by fitting simulated images of microspheres convolved with the PSF model to the experimental microsphere images. These parameters were then applied within a new model-based method for vessel radius estimation. Current state-of-the-art radii estimation methods and the proposed model-based method were applied on vessel phantoms. In this validation study, the full-width half-maximum method of radii estimation, when performed on the raw data without correcting for the optical blurring, resulted in 42.9% error on average for the 170 mu m vessel. In comparison, the model-based method resulted in 0.6% error on average for the same phantom. Whole-organ porcine coronary vasculature was automatically reconstructed with the new model-based vascular extraction method.
引用
收藏
页码:56 / 72
页数:17
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