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使用血管生成分析比较肺动脉高压患者的视网膜成像技术

Comparison of Retinal Imaging Techniques in Individuals with Pulmonary Artery Hypertension Using Vessel Generation Analysis.

作者信息

DuPont Mariana, Hunsicker John, Shirley Simona, Warriner William, Rowland Annabelle, Taylor Reddhyia, DuPont Michael, Lagatuz Mark, Yilmaz Taygan, Foderaro Andrew, Lahm Tim, Ventetuolo Corey E, Grant Maria B

机构信息

Department of Optometry and Vision Science, School of Optometry, University of Alabama at Birmingham, Birmingham, AL 35294, USA.

Heersink School of Medicine, University of Alabama at Birmingham, Birmingham, AL 35294, USA.

出版信息

Life (Basel). 2022 Nov 28;12(12):1985. doi: 10.3390/life12121985.

Abstract

(1) Background: Retinal vascular imaging plays an essential role in diagnosing and managing chronic diseases such as diabetic retinopathy, sickle cell retinopathy, and systemic hypertension. Previously, we have shown that individuals with pulmonary arterial hypertension (PAH), a rare disorder, exhibit unique retinal vascular changes as seen using fluorescein angiography (FA) and that these changes correlate with PAH severity. This study aimed to determine if color fundus (CF) imaging could garner identical retinal information as previously seen using FA images in individuals with PAH. (2) Methods: VESGEN, computer software which provides detailed vascular patterns, was used to compare manual segmentations of FA to CF imaging in PAH subjects (n = 9) followed by deep learning (DL) processing of CF imaging to increase the speed of analysis and facilitate a noninvasive clinical translation. (3) Results: When manual segmentation of FA and CF images were compared using VESGEN analysis, both showed identical tortuosity and vessel area density measures. This remained true even when separating images based on arterial trees only. However, this was not observed with microvessels. DL segmentation when compared to manual segmentation of CF images showed similarities in vascular structure as defined by fractal dimension. Similarities were lost for tortuosity and vessel area density when comparing manual CF imaging to DL imaging. (4) Conclusions: Noninvasive imaging such as CF can be used with VESGEN to provide an accurate and safe assessment of retinal vascular changes in individuals with PAH. In addition to providing insight into possible future clinical translational use.

摘要

(1) 背景:视网膜血管成像在诊断和管理糖尿病视网膜病变、镰状细胞视网膜病变和系统性高血压等慢性疾病中起着至关重要的作用。此前,我们已经表明,患有肺动脉高压(PAH,一种罕见疾病)的个体,在荧光素血管造影(FA)检查中呈现出独特的视网膜血管变化,且这些变化与PAH的严重程度相关。本研究旨在确定彩色眼底(CF)成像是否能获取与PAH患者先前使用FA图像所见相同的视网膜信息。(2) 方法:使用能够提供详细血管模式的VESGEN计算机软件,比较PAH患者(n = 9)中FA与CF成像的手动分割结果,随后对CF成像进行深度学习(DL)处理,以提高分析速度并促进无创临床转化。(3) 结果:当使用VESGEN分析比较FA和CF图像的手动分割结果时,两者显示出相同的血管迂曲度和血管面积密度测量值。即使仅基于动脉树分离图像,情况依然如此。然而,微血管的情况并非如此。与CF图像的手动分割相比,DL分割在分形维数定义的血管结构方面显示出相似性。当比较手动CF成像与DL成像时,血管迂曲度和血管面积密度的相似性消失。(4) 结论:诸如CF这样的无创成像可与VESGEN一起用于准确、安全地评估PAH患者的视网膜血管变化。此外,这还为未来可能的临床转化应用提供了见解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dcd6/9781977/600bd130bbec/life-12-01985-g001.jpg

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