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基于增强前扫描的边缘保持先验的脑灌注 CT 迭代重建。

Iterative image reconstruction for cerebral perfusion CT using a pre-contrast scan induced edge-preserving prior.

机构信息

Department of Biomedical Engineering, Southern Medical University, Guangdong Guangzhou, People's Republic of China.

出版信息

Phys Med Biol. 2012 Nov 21;57(22):7519-42. doi: 10.1088/0031-9155/57/22/7519. Epub 2012 Oct 26.

Abstract

Cerebral perfusion x-ray computed tomography (PCT) imaging, which detects and characterizes the ischemic penumbra, and assesses blood-brain barrier permeability with acute stroke or chronic cerebrovascular diseases, has been developed extensively over the past decades. However, due to its sequential scan protocol, the associated radiation dose has raised significant concerns to patients. Therefore, in this study we developed an iterative image reconstruction algorithm based on the maximum a posterior (MAP) principle to yield a clinically acceptable cerebral PCT image with lower milliampere-seconds (mA s). To preserve the edges of the reconstructed image, an edge-preserving prior was designed using a normal-dose pre-contrast unenhanced scan. For simplicity, the present algorithm was termed as 'MAP-ndiNLM'. Evaluations with the digital phantom and the simulated low-dose clinical brain PCT datasets clearly demonstrate that the MAP-ndiNLM method can achieve more significant gains than the existing FBP and MAP-Huber algorithms with better image noise reduction, low-contrast object detection and resolution preservation. More importantly, the MAP-ndiNLM method can yield more accurate kinetic enhanced details and diagnostic hemodynamic parameter maps than the MAP-Huber method.

摘要

脑灌注 X 射线计算机断层成像(PCT)技术能够检测和识别缺血半暗带,并评估急性脑卒中或慢性脑血管病患者的血脑屏障通透性,在过去几十年中得到了广泛的发展。然而,由于其序列扫描方案,相关的辐射剂量引起了患者的极大关注。因此,在这项研究中,我们开发了一种基于最大后验(MAP)原理的迭代图像重建算法,以获得具有更低毫安秒(mA s)的临床可接受的脑 PCT 图像。为了保留重建图像的边缘,我们使用标准剂量的平扫未增强扫描设计了一种边缘保持先验。为了简单起见,本算法被命名为“MAP-ndiNLM”。通过数字体模和模拟低剂量临床脑 PCT 数据集的评估,清楚地表明,MAP-ndiNLM 方法可以比现有的 FBP 和 MAP-Huber 算法获得更显著的增益,具有更好的图像噪声降低、低对比度物体检测和分辨率保持。更重要的是,与 MAP-Huber 方法相比,MAP-ndiNLM 方法可以提供更准确的动力学增强细节和诊断血流动力学参数图。

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