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早产儿视网膜病变严重程度的计算机辅助检测 颞侧血管宽度和角度的测量

Computer-Aided Detection of Retinopathy of Prematurity Severity in Preterm Infants Measurement of Temporal Vessel Width and Angle.

作者信息

Huang Yo-Ping, Vadloori Spandana, Kang Eugene Yu-Chuan, Wu Wei-Chi

机构信息

Department of Electrical Engineering, National Taipei University of Technology, Taipei, Taiwan.

Department of Electrical Engineering, National Penghu University of Science and Technology, Penghu, Taiwan.

出版信息

Front Pediatr. 2022 Jan 28;10:792724. doi: 10.3389/fped.2022.792724. eCollection 2022.

Abstract

Retinopathy of prematurity (ROP) is a retinal disorder that occurs in preterm infants with low birth weight and is the leading cause of preventable blindness in children. Early identification of high-risk patients and early diagnosis and timely treatment of ROP can substantially improve patients' visual outcomes. However, manual screening consumes both time and resources. Telescreening using retinal fundus images has the potential to reduce the burden engendered by the necessity of on-site screening. Recently, substantial progress has been made in using computer-aided diagnosis with retinal fundus images, and this approach has attracted considerable attention for the diagnosis of eye diseases. Abnormalities of and alterations in retinal blood vessels may relate to the occurrence and progression of ROP. In this study, we examined the hypothesis that ROP severity may be associated with the angle and width of arteries and veins. We computationally determined the artery-artery and vein-vein angles in the temporal quadrants-the temporal artery angle (TAA) and temporal vein angle (TVA)-under normal conditions and in different ROP stages. We also estimated retinal vessel width-temporal artery width (TAW) and temporal vein width (TVW)-by applying the Radon transform method to fundus images. Our results revealed significant decreases in TAA and TVA and increases in TAW and TVW with increasing ROP severity (all < 0.0001).In addition, we observed positive TAA-TVA and TAW-TVW correlations (both < 0.0001). The TAA was negatively correlated with the TAW ( = -0.162, = 0.0314). These retinal vessel features may be useful in assisting ophthalmologists in the early detection of ROP and its progression.

摘要

早产儿视网膜病变(ROP)是一种发生于低体重早产儿的视网膜疾病,是儿童可预防性失明的主要原因。早期识别高危患者、早期诊断并及时治疗ROP可显著改善患者的视觉预后。然而,人工筛查既耗费时间又消耗资源。使用视网膜眼底图像进行远程筛查有可能减轻现场筛查所需的负担。最近,在利用计算机辅助诊断视网膜眼底图像方面取得了重大进展,这种方法在眼科疾病诊断中引起了相当大的关注。视网膜血管的异常和改变可能与ROP的发生和发展有关。在本研究中,我们检验了ROP严重程度可能与动脉和静脉的角度及宽度相关的假设。我们通过计算确定了正常情况下以及不同ROP阶段颞侧象限的动脉-动脉和静脉-静脉角度——颞侧动脉角度(TAA)和颞侧静脉角度(TVA)。我们还通过将拉东变换方法应用于眼底图像来估计视网膜血管宽度——颞侧动脉宽度(TAW)和颞侧静脉宽度(TVW)。我们的结果显示,随着ROP严重程度增加,TAA和TVA显著减小,TAW和TVW增加(均P<0.0001)。此外,我们观察到TAA与TVA以及TAW与TVW呈正相关(均P<0.0001)。TAA与TAW呈负相关(r = -0.162,P = 0.0314)。这些视网膜血管特征可能有助于眼科医生早期检测ROP及其进展。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ea31/8831837/dc132e170a0a/fped-10-792724-g0001.jpg

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