Artificial Intelligence-Enhanced Analysis of Retinal Vasculature in Age-Related Macular Degeneration

Ryan S. Huang, Andrew Mihalache, Marko M. Popovic, Colyn Munn, I. M. Melo, Aurora Pecaku, Alon Friedman, David T. Wong, Rajeev H. Muni
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Abstract

To investigate associations between quantitative vascular measurements derived from intravenous fluorescein angiography (IVFA) and baseline characteristics on optical coherence tomography (OCT) in neovascular age-related macular degeneration (nAMD) patients. We prospectively recruited patients with active choroidal neovascularization (CNV) secondary to AMD over 50 years old, presenting to a single centre in Toronto, Canada from 2017-2023. Ultra-widefield IVFA images were processed using the artificial intelligence RETICAD FAassist system to extract quantitative information on blood flow, perfusion, and blood-retinal barrier (BRB) permeability. Associations between IVFA parameters with functional and anatomical outcomes were examined using univariable and multivariable regression models. 81 nAMD eyes and seven healthy control eyes were included. Compared to healthy controls, BRB permeability in the central and peripheral retina was significantly higher in nAMD patients (p<0.001). On univariable analysis, BRB permeability measured centrally was significantly associated with CMT (p=0.035), while perfusion and blood flow measured centrally were significantly associated with macular volume (p=0.043 and 0.037, respectively). On multivariable analysis, BRB permeability remained significantly associated with CMT (p=0.026). Central BRB permeability measured on IVFA was significantly associated with baseline CMT in nAMD patients. Future work should longitudinally explore associations between IVFA parameters and clinical characteristics in diverse nAMD populations.
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人工智能增强对老年性黄斑变性视网膜血管的分析
目的:研究静脉荧光素血管造影(IVFA)得出的定量血管测量值与新生血管性年龄相关性黄斑变性(nAMD)患者的光学相干断层扫描(OCT)基线特征之间的关联。 我们前瞻性地招募了 50 岁以上继发于 AMD 的活动性脉络膜新生血管(CNV)患者,这些患者于 2017-2023 年期间在加拿大多伦多的一家中心就诊。使用人工智能RETICAD FAassist系统处理超宽场IVFA图像,提取血流、灌注和血液-视网膜屏障(BRB)通透性的定量信息。使用单变量和多变量回归模型检验了 IVFA 参数与功能和解剖结果之间的关联。 共纳入了 81 只 nAMD 眼睛和 7 只健康对照组眼睛。与健康对照组相比,nAMD 患者视网膜中央和周边的 BRB 通透性明显更高(p<0.001)。在单变量分析中,中心测量的 BRB 通透性与 CMT 显著相关(p=0.035),而中心测量的灌注和血流与黄斑体积显著相关(分别为 p=0.043 和 0.037)。在多变量分析中,BRB通透性仍与CMT显著相关(p=0.026)。 IVFA 测量的中心 BRB 通透性与 nAMD 患者的基线 CMT 显著相关。未来的工作应纵向探索不同 nAMD 患者的 IVFA 参数与临床特征之间的关系。
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