Swept-Source OCT Mid-Peripheral Retinal Irregularity in Retinal Detachment and Posterior Vitreous Detachment Eyes

被引:1
作者
Lake, Stewart R. [1 ,2 ]
Bottema, Murk J. [2 ]
Lange, Tyra [2 ]
Williams, Keryn A. [1 ]
Reynolds, Karen J. [2 ]
机构
[1] Flinders Inst Hlth & Med Res, GPO Box 2100, Adelaide 5001, Australia
[2] Flinders Univ S Australia, Med Device Res Inst, Coll Sci & Engn, GPO Box 2100, Adelaide 5001, Australia
来源
BIOENGINEERING-BASEL | 2023年 / 10卷 / 03期
关键词
Fourier analysis; machine learning; posterior vitreous detachment; optical coherence tomography; retinal detachment;
D O I
10.3390/bioengineering10030377
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Irregularities in retinal shape have been shown to correlate with axial length, a major risk factor for retinal detachment. To further investigate this association, a comparison was performed of the swept-source optical coherence tomography (SS OCT) peripheral retinal shape of eyes that had either a posterior vitreous detachment (PVD) or vitrectomy for retinal detachment. The objective was to identify a biomarker that can be tested as a predictor for retinal detachment. Eyes with a PVD (N = 88), treated retinal detachment (N = 67), or retinal tear (N = 53) were recruited between July 2020 and January 2022 from hospital retinal clinics in South Australia. The mid-peripheral retina was imaged in four quadrants with SS OCT. The features explored were patient age, eye axial length, and retinal shape irregularity quantified in the frequency domain. A discriminant analysis classifier to identify retinal detachment eyes was trained with two-thirds and tested with one-third of the sample. Retinal detachment eyes had greater irregularity than PVD eyes. A classifier trained using shape features from the superior and temporal retina had a specificity of 84% and a sensitivity of 48%. Models incorporating axial length were less successful, suggesting peripheral retinal irregularity is a better biomarker for retinal detachment than axial length. Mid-peripheral retinal irregularity can identify eyes that have experienced a retinal detachment.
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页数:12
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