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在频域光学相干断层扫描与眼底自发荧光图像上,使用基于列的机器学习软件测量地理萎缩面积

Measuring Geographic Atrophy Area Using Column-Based Machine Learning Software on Spectral-Domain Optical Coherence Tomography versus Fundus Auto Fluorescence.

作者信息

Shmueli Or, Szeskin Adi, Benhamou Ilan, Joskowicz Leo, Shwartz Yahel, Levy Jaime

机构信息

Department of Ophthalmology, Hadassah-Hebrew University Medical Center, Ein-Karem, Jerusalem 91120, Israel.

School of Computer Science and Engineering, The Hebrew University of Jerusalem, Givat-Ram, Jerusalem 9190401, Israel.

出版信息

Bioengineering (Basel). 2024 Aug 19;11(8):849. doi: 10.3390/bioengineering11080849.

DOI:10.3390/bioengineering11080849
PMID:39199806
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11351153/
Abstract

BACKGROUND

The purpose of this study was to compare geographic atrophy (GA) area semi-automatic measurement using fundus autofluorescence (FAF) versus optical coherence tomography (OCT) annotation with the cRORA (complete retinal pigment epithelium and outer retinal atrophy) criteria.

METHODS

GA findings on FAF and OCT were semi-automatically annotated at a single time point in 36 pairs of FAF and OCT scans obtained from 36 eyes in 24 patients with dry age-related macular degeneration (AMD). The GA area, focality, perimeter, circularity, minimum and maximum Feret diameter, and minimum distance from the center were compared between FAF and OCT annotations.

RESULTS

The total GA area measured on OCT was 4.74 ± 3.80 mm. In contrast, the total GA measured on FAF was 13.47 ± 8.64 mm ( < 0.0001), with a mean difference of 8.72 ± 6.35 mm. Multivariate regression analysis revealed a significant correlation between the difference in area between OCT and FAF and the total baseline lesion perimeter and maximal lesion diameter measured on OCT (adjusted : 0.52; < 0.0001) and the total baseline lesion area measured on FAF (adjusted : 0.83; < 0.0001).

CONCLUSIONS

We report that the GA area measured on FAF differs significantly from the GA area measured on OCT. Further research is warranted in order to determine the clinical relevance of these findings.

摘要

背景

本研究的目的是比较使用眼底自发荧光(FAF)与光学相干断层扫描(OCT)注释并依据cRORA(完整视网膜色素上皮和外层视网膜萎缩)标准进行的地理萎缩(GA)区域半自动测量。

方法

在24例干性年龄相关性黄斑变性(AMD)患者的36只眼中,对36对FAF和OCT扫描图像在单个时间点进行GA结果的半自动注释。比较FAF和OCT注释之间的GA面积、局灶性、周长、圆形度、最小和最大费雷特直径以及距中心的最小距离。

结果

OCT测量的总GA面积为4.74±3.80平方毫米。相比之下,FAF测量的总GA面积为13.47±8.64平方毫米(<0.0001),平均差异为8.72±6.35平方毫米。多变量回归分析显示,OCT和FAF之间的面积差异与OCT测量的总基线病变周长和最大病变直径(调整后:0.52;<0.0001)以及FAF测量的总基线病变面积(调整后:0.83;<0.0001)之间存在显著相关性。

结论

我们报告FAF测量的GA面积与OCT测量的GA面积存在显著差异。为确定这些发现的临床相关性,有必要进行进一步研究。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7fa9/11351153/2e336a36027a/bioengineering-11-00849-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7fa9/11351153/2c73aed9a264/bioengineering-11-00849-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7fa9/11351153/2e336a36027a/bioengineering-11-00849-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7fa9/11351153/2c73aed9a264/bioengineering-11-00849-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7fa9/11351153/2e336a36027a/bioengineering-11-00849-g002.jpg

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Clin Ophthalmol. 2023 Jan 23;17:321-327. doi: 10.2147/OPTH.S367089. eCollection 2023.
2
Correlation between Fundus Autofluorescence and En Face OCT Measurements of Geographic Atrophy.眼底自发荧光与地理萎缩的面 OCT 测量的相关性。
Ophthalmol Retina. 2022 Aug;6(8):676-683. doi: 10.1016/j.oret.2022.03.017. Epub 2022 Mar 23.
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Progression of cRORA (Complete RPE and Outer Retinal Atrophy) in Dry Age-Related Macular Degeneration Measured Using SD-OCT.
SD-OCT 测量干性年龄相关性黄斑变性的 cRORA(完全 RPE 和外层视网膜萎缩)进展。
Transl Vis Sci Technol. 2022 Jan 3;11(1):19. doi: 10.1167/tvst.11.1.19.
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Local Progression Kinetics of Geographic Atrophy Depends Upon the Border Location.局部进展型萎缩的地理进展速度取决于边界位置。
Invest Ophthalmol Vis Sci. 2021 Oct 4;62(13):28. doi: 10.1167/iovs.62.13.28.
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Manual Versus Semi-Automated Measurement of Geographic Atrophy Area in Eyes With Age-Related Macular Degeneration.手动与半自动测量年龄相关性黄斑变性眼中的地理萎缩面积。
Transl Vis Sci Technol. 2021 Aug 2;10(9):33. doi: 10.1167/tvst.10.9.33.
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A column-based deep learning method for the detection and quantification of atrophy associated with AMD in OCT scans.一种基于列的深度学习方法,用于检测和量化 AMD 相关的 OCT 扫描中的萎缩。
Med Image Anal. 2021 Aug;72:102130. doi: 10.1016/j.media.2021.102130. Epub 2021 Jun 12.
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Ophthalmol Retina. 2022 Jan;6(1):4-14. doi: 10.1016/j.oret.2021.03.008. Epub 2021 Mar 23.
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