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.
引用
收藏
页数:12
相关论文
共 52 条
[31]   Analysis of macular curvature in normal eyes using swept-source optical coherence tomography [J].
Minami, Sou ;
Ito, Yasuki ;
Ueno, Shinji ;
Kataoka, Keiko ;
Takeuchi, Jun ;
Ito, Hirotaka ;
Nakano, Yuyako ;
Kitagawa, Masahiro ;
Leahy, Conor ;
Straub, Jochen ;
Terasaki, Hiroko .
JAPANESE JOURNAL OF OPHTHALMOLOGY, 2020, 64 (02) :180-186
[32]   The fellow eye in retinal detachment: findings from the Scottish Retinal Detachment [J].
Mitry, D. ;
Singh, J. ;
Yorston, D. ;
Siddiqui, M. A. Rehman ;
Murphy, A. L. ;
Wright, A. F. ;
Fleck, B. W. ;
Campbell, H. ;
Charteris, D. G. .
BRITISH JOURNAL OF OPHTHALMOLOGY, 2012, 96 (01) :110-113
[33]  
More S, 2021, INVEST OPHTH VIS SCI, V62
[34]   Preventing Retinal Detachment: Where are We? Implications from Stickler Syndrome [J].
Morris, Robert E. ;
Kuhn, Ferenc ;
Sipos, Timothy .
CLINICAL OPHTHALMOLOGY, 2022, 16 :4315-4321
[35]   Risk and Prevention of Retinal Detachments in Patients with Stickler Syndrome [J].
Naravane, Ameay, V ;
Belin, Peter J. ;
Pierce, Benjamin ;
Quiram, Polly A. .
OPHTHALMIC SURGERY LASERS & IMAGING RETINA, 2022, 53 (01) :7-11
[36]  
Naz S., 2016, 2016 6 INT C IMAGE P, P1, DOI DOI 10.1109/IPTA.2016.7821033
[37]   Imaging of Pathologic Myopia [J].
Ohno-Matsui, Kyoko ;
Fang, Yuxin ;
Shinohara, Kosei ;
Takahashi, Hiroyuki ;
Uramoto, Kengo ;
Yokoi, Tae .
ASIA-PACIFIC JOURNAL OF OPHTHALMOLOGY, 2019, 8 (02) :172-177
[38]   LASER PROPHYLACTIC TREATMENT OF THE FELLOW EYE IN GIANT RETINAL TEARS Long-Term Follow-up [J].
Ripandelli, Guido ;
Rossi, Tommaso ;
Cacciamani, Andrea ;
Scarinci, Fabio ;
Piaggi, Paolo ;
Stirpe, Mario .
RETINA-THE JOURNAL OF RETINAL AND VITREOUS DISEASES, 2016, 36 (05) :962-966
[39]   Morphologic Features of the Choroidoscleral Interface in a Healthy Population Using Swept-Source Optical Coherence Tomography [J].
Ruiz-Medrano, Jorge ;
Flores-Moreno, Ignacio ;
Montero, Javier A. ;
Duker, Jay S. ;
Ruiz-Moreno, Jose M. .
AMERICAN JOURNAL OF OPHTHALMOLOGY, 2015, 160 (03) :596-601
[40]   Posterior Staphylomas in Pathologic Myopia Imaged by Widefield Optical Coherence Tomography [J].
Shinohara, Kosei ;
Shimada, Noriaki ;
Moriyama, Muka ;
Yoshida, Takeshi ;
Jonas, Jost B. ;
Yoshimura, Nagahisa ;
Ohno-Matsui, Kyoko .
INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2017, 58 (09) :3750-3758