Automated quantification of macular fluid in retinal diseases and their response to anti-VEGF therapy

医学 眼科 黄斑变性 血管抑制剂 视网膜分支静脉阻塞 视网膜 糖尿病性视网膜病变 视网膜静脉 外层核层 中央凹 闭塞 视网膜中央静脉阻塞 贝伐单抗 黄斑水肿 内科学 糖尿病 中央凹 内分泌学 化疗
作者
Martin Michl,Maria Fabianska,Philipp Seeböck,Amir Sadeghipour,Bilal Haj Najeeb,Hrvoje Bogunović,Ursula Schmidt‐Erfurth,Bianca S. Gerendas
出处
期刊:British Journal of Ophthalmology [BMJ]
卷期号:106 (1): 113-120 被引量:39
标识
DOI:10.1136/bjophthalmol-2020-317416
摘要

To objectively assess disease activity and treatment response in patients with retinal vein occlusion (RVO), neovascular age-related macular degeneration (nAMD) and centre-involved diabetic macular oedema (DME), using artificial intelligence-based fluid quantification.Posthoc analysis of 2311 patients (11 151 spectral-domain optical coherence tomography volumes) from five clinical, multicentre trials, who received a flexible antivascular endothelial growth factor (anti-VEGF) therapy over a 12-month period. Fluid volumes were measured with a deep learning algorithm at baseline/months 1, 2, 3 and 12, for three concentric circles with diameters of 1, 3 and 6 mm (fovea, paracentral ring and pericentral ring), as well as four sectors surrounding the fovea (superior, nasal, inferior and temporal).In each disease, at every timepoint, most intraretinal fluid (IRF) per square millimetre was present at the fovea, followed by the paracentral ring and pericentral ring (p<0.0001). While this was also the case for subretinal fluid (SRF) in RVO/DME (p<0.0001), patients with nAMD showed more SRF in the paracentral ring than at the fovea up to month 3 (p<0.0001). Between sectors, patients with RVO/DME showed the highest IRF volumes temporally (p<0.001/p<0.0001). In each disease, more SRF was consistently found inferiorly than superiorly (p<0.02). At month 1/12, we measured the following median reductions of initial fluid volumes. For IRF: RVO, 95.9%/97.7%; nAMD, 91.3%/92.8%; DME, 37.3%/69.9%. For SRF: RVO, 94.7%/97.5%; nAMD, 98.4%/99.8%; DME, 86.3%/97.5%.Fully automated localisation and quantification of IRF/SRF over time shed light on the fluid dynamics in each disease. There is a specific anatomical response of IRF/SRF to anti-VEGF therapy in all diseases studied.
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