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使用各向异性扩散滤波改善大鼠右心室应变估计。

Improved right ventricular strain estimation in rats using anisotropic diffusion filtering.

作者信息

Mukherjee Tanmay, Neelakantan Sunder, Choudhary Gaurav, Avazmohammadi Reza

机构信息

Department of Biomedical Engineering, Texas A&M University, College Station, TX 77843, USA.

Providence Veterans Affairs Medical Center, Providence, RI 02908, USA.

出版信息

Proc SPIE Int Soc Opt Eng. 2023 Feb;12470. doi: 10.1117/12.2654100. Epub 2023 Apr 10.

Abstract

Calculating cardiac strains through speckle tracking echocardiography (STE) has shown promise as prognostic markers linked to functional indices and disease outcomes. However, the presence of acoustic shadowing often challenges the accuracy of STE in small animals such as rodents. The shadowing arises due to the complex anatomy of rodents, with operator dexterity playing a significant role in image quality. The effects of the semi-transparent shadows are further exacerbated in right ventricular (RV) imaging due to the thinness and rapid motion of the RV free wall (RVFW). The movement of the RVFW across the shadows distorts speckle tracking and produces unnatural and non-physical strains. The objective of this study was to minimize the effects of shadowing on STE by distinguishing "out-of-shadow" motion and identifying speckles in and out of shadow. Parasternal 2D echocardiography was performed, and short-axis B-mode (SA) images of the RVFW were acquired for a rodent model of pulmonary hypertension (n = 1). Following image acquisition, a denoising algorithm using edge-enhancing anisotropic diffusion (EED) was implemented, and the ensuing effects on strain analysis were visualized using a custom STE pipeline. Speckles in the shadowed regions were identified through a correlation between the filtered image and the original acquisition. Thus, pixel movement across the boundary was identified by enhancing the distinction between the shadows and the cardiac wall, and non-physical strains were suppressed. The strains obtained through STE showed expected patterns with enhanced circumferential contractions in the central region of the RVFW in contrast to smaller and nearly uniform strains derived from the unprocessed images.

摘要

通过斑点追踪超声心动图(STE)计算心脏应变已显示出有望成为与功能指标和疾病结局相关的预后标志物。然而,声学阴影的存在常常挑战STE在啮齿动物等小动物中的准确性。阴影的出现是由于啮齿动物复杂的解剖结构,操作员的操作技巧在图像质量中起着重要作用。由于右心室(RV)游离壁(RVFW)薄且运动迅速,半透明阴影的影响在右心室成像中进一步加剧。RVFW在阴影上的移动会扭曲斑点追踪,并产生不自然和不符合物理规律的应变。本研究的目的是通过区分“阴影外”运动并识别阴影内外的斑点,来最小化阴影对STE的影响。对一只肺动脉高压啮齿动物模型(n = 1)进行了胸骨旁二维超声心动图检查,并获取了RVFW的短轴B模式(SA)图像。图像采集后,实施了使用边缘增强各向异性扩散(EED)的去噪算法,并使用定制的STE管道可视化其对应变分析的后续影响。通过滤波后的图像与原始采集图像之间的相关性来识别阴影区域中的斑点。因此,通过增强阴影与心脏壁之间的区别来识别边界上的像素运动,并抑制不符合物理规律的应变。通过STE获得的应变显示出预期的模式,与未处理图像得出的较小且几乎均匀的应变相比,RVFW中心区域的圆周收缩增强。

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