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微 CT 灌注测量采用基于先验图像约束的压缩感知 (PICCS):初步的体模结果。

Perfusion measurements by micro-CT using prior image constrained compressed sensing (PICCS): initial phantom results.

机构信息

Department of Medical Physics, University of Wisconsin-Madison, Madison, WI, USA.

出版信息

Phys Med Biol. 2010 Apr 21;55(8):2333-50. doi: 10.1088/0031-9155/55/8/014. Epub 2010 Apr 1.

Abstract

Micro-CT scanning has become an accepted standard for anatomical imaging in small animal disease and genome mutation models. Concurrently, perfusion imaging via tracking contrast dynamics after injection of an iodinated contrast agent is a well-established tool for clinical CT scanners. However, perfusion imaging is not yet commercially available on the micro-CT platform due to limitations in both radiation dose and temporal resolution. Recent hardware developments in micro-CT scanners enable continuous imaging of a given volume through the use of a slip-ring gantry. Now that dynamic CT imaging is feasible, data may be acquired to measure tissue perfusion using a micro-CT scanner (CT Imaging, Erlangen, Germany). However, rapid imaging using micro-CT scanners leads to high image noise in individual time frames. Using the standard filtered backprojection (FBP) image reconstruction, images are prohibitively noisy for calculation of voxel-by-voxel perfusion maps. In this study, we apply prior image constrained compressed sensing (PICCS) to reconstruct images with significantly lower noise variance. In perfusion phantom experiments performed on a micro-CT scanner, the PICCS reconstruction enabled a reduction to 1/16 of the noise variance of standard FBP reconstruction, without compromising the spatial or temporal resolution. This enables a significant increase in dose efficiency, and thus, significantly less exposure time is needed to acquire images amenable to perfusion processing. This reduction in required irradiation time enables voxel-by-voxel perfusion maps to be generated on micro-CT scanners. Sample perfusion maps using a deconvolution-based perfusion analysis are included to demonstrate the improvement in image quality using the PICCS algorithm.

摘要

微计算机断层扫描(Micro-CT)已成为小动物疾病和基因突变模型解剖成像的公认标准。同时,通过注射碘造影剂后跟踪对比剂动力学进行灌注成像,也是临床 CT 扫描仪的一种成熟工具。然而,由于辐射剂量和时间分辨率的限制,灌注成像在微 CT 平台上尚未商业化。最近微 CT 扫描仪的硬件发展使通过使用滑环龙门架连续对特定容积进行成像成为可能。现在动态 CT 成像成为可能,可以使用微 CT 扫描仪(德国埃尔兰根的 CT 成像公司)获取数据来测量组织灌注。然而,微 CT 扫描仪的快速成像会导致个别时帧中的图像噪声很高。使用标准滤波反投影(FBP)图像重建,由于图像噪声太大,无法计算体素级灌注图。在这项研究中,我们应用先前图像约束压缩感知(PICCS)来重建具有显著降低噪声方差的图像。在微 CT 扫描仪上进行的灌注体模实验中,PICCS 重建使标准 FBP 重建的噪声方差降低到 1/16,而不会影响空间或时间分辨率。这使得剂量效率显著提高,因此,采集适合灌注处理的图像所需的曝光时间大大减少。所需照射时间的减少使在微 CT 扫描仪上生成体素级灌注图成为可能。使用基于去卷积的灌注分析的示例灌注图证明了 PICCS 算法在图像质量方面的改进。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ee44/2931815/28dacb855a3d/nihms228781f1.jpg

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