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基于光流法的三维标记心脏图像的变形分析。

Deformation analysis of 3D tagged cardiac images using an optical flow method.

机构信息

Department of Radiology, 1 Silverstein, 3400 Spruce Street, Philadelphia, PA 19104, USA.

出版信息

J Cardiovasc Magn Reson. 2010 Mar 30;12(1):19. doi: 10.1186/1532-429X-12-19.

Abstract

BACKGROUND

This study proposes and validates a method of measuring 3D strain in myocardium using a 3D Cardiovascular Magnetic Resonance (CMR) tissue-tagging sequence and a 3D optical flow method (OFM).

METHODS

Initially, a 3D tag MR sequence was developed and the parameters of the sequence and 3D OFM were optimized using phantom images with simulated deformation. This method then was validated in-vivo and utilized to quantify normal sheep left ventricular functions.

RESULTS

Optimizing imaging and OFM parameters in the phantom study produced sub-pixel root-mean square error (RMS) between the estimated and known displacements in the x (RMSx = 0.62 pixels (0.43 mm)), y (RMSy = 0.64 pixels (0.45 mm)) and z (RMSz = 0.68 pixels (1 mm)) direction, respectively. In-vivo validation demonstrated excellent correlation between the displacement measured by manually tracking tag intersections and that generated by 3D OFM (R >or= 0.98). Technique performance was maintained even with 20% Gaussian noise added to the phantom images. Furthermore, 3D tracking of 3D cardiac motions resulted in a 51% decrease in in-plane tracking error as compared to 2D tracking. The in-vivo function studies showed that maximum wall thickening was greatest in the lateral wall, and increased from both apex and base towards the mid-ventricular region. Regional deformation patterns are in agreement with previous studies on LV function.

CONCLUSION

A novel method was developed to measure 3D LV wall deformation rapidly with high in-plane and through-plane resolution from one 3D cine acquisition.

摘要

背景

本研究提出并验证了一种使用三维心血管磁共振(CMR)组织标记序列和三维光流法(OFM)测量心肌 3D 应变的方法。

方法

首先,开发了一种 3D 标记 MR 序列,并使用模拟变形的体模图像优化了序列和 3D OFM 的参数。然后,在体内验证了该方法,并用于定量正常绵羊左心室功能。

结果

在体模研究中优化成像和 OFM 参数可产生估计和已知位移之间的亚像素均方根误差(RMS),在 x 方向(RMSx = 0.62 像素(0.43 毫米))、y 方向(RMSy = 0.64 像素(0.45 毫米))和 z 方向(RMSz = 0.68 像素(1 毫米))。体内验证表明,手动跟踪标记交点测量的位移与 3D OFM 生成的位移之间具有极好的相关性(R≥0.98)。即使向体模图像添加 20%的高斯噪声,技术性能也得以维持。此外,与 2D 跟踪相比,3D 跟踪 3D 心脏运动可使平面内跟踪误差降低 51%。体内功能研究表明,侧壁的最大壁增厚最大,并从心尖和基底向中室区域增加。区域变形模式与以前关于 LV 功能的研究一致。

结论

开发了一种新方法,可从单次 3D 电影采集快速测量 3D LV 壁变形,具有高的平面内和穿透平面分辨率。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/230a/2856559/23fb327c5512/1532-429X-12-19-1.jpg

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