OPTIMA - Laboratory for Ophthalmic Image Analysis, Department of Ophthalmology and Optometry, Medical University of Vienna, Vienna, Austria.
Apellis Pharmaceuticals Inc, Waltham, Massachusetts.
Ophthalmol Retina. 2022 Nov;6(11):1009-1018. doi: 10.1016/j.oret.2022.05.030. Epub 2022 Jun 3.
To investigate the therapeutic effect of intravitreal pegcetacoplan on the inhibition of photoreceptor (PR) loss and thinning in geographic atrophy (GA) on conventional spectral-domain OCT (SD-OCT) imaging by deep learning-based automated PR quantification.
Post hoc analysis of a prospective, multicenter, randomized, sham (SM)-controlled, masked phase II trial investigating the safety and efficacy of pegcetacoplan for the treatment of GA because of age-related macular degeneration.
Study eyes of 246 patients, randomized 1:1:1 to monthly (AM), bimonthly (AEOM), and SM treatment.
We performed fully automated, deep learning-based segmentation of retinal pigment epithelium (RPE) loss and PR thickness on SD-OCT volumes acquired at baseline and months 2, 6, and 12. The difference in the change of PR loss area was compared among the treatment arms. Change in PR thickness adjacent to the GA borders and the entire 20° scanning area was compared between treatment arms.
Square-root transformed PR loss area in μm or mm, PR thickness in μm, and PR loss/RPE loss ratio.
A total of 31 556 B-scans of 644 SD-OCT volumes of 161 study eyes (AM 52, AEOM 54, SM 56) were evaluated from baseline to month 12. Comparison of the mean change in PR loss area revealed statistically significantly less growth in the AM group at months 2, 6, and 12 than in the SM group (-41 μm ± 219 vs. 77 μm ± 126; P = 0.0004; -5 μm ± 221 vs. 156 μm ± 139; P < 0.0001; 106 μm ± 400 vs. 283 μm ± 226; P = 0.0014). Photoreceptor thinning was significantly reduced under AM treatment compared with SM within the GA junctional zone, as well as throughout the 20° area. A trend toward greater inhibition of PR loss than RPE loss was observed under therapy.
Distinct and reliable quantification of PR loss using deep learning-based algorithms offers an essential tool to evaluate therapeutic efficacy in slowing disease progression. Photoreceptor loss and thinning are reduced by intravitreal complement C3 inhibition. Automated quantification of PR loss/maintenance based on OCT images is an ideal approach to reliably monitor disease activity and therapeutic efficacy in GA management in clinical routine and regulatory trials.
通过基于深度学习的自动光感受器(PR)定量分析,研究玻璃体内培西他滨对传统光谱域 OCT(SD-OCT)成像中地理萎缩(GA)中 PR 丧失和变薄的治疗效果。
前瞻性、多中心、随机、假手术(SM)对照、盲法 II 期试验的事后分析,该试验研究了培西他滨治疗与年龄相关的黄斑变性相关 GA 的安全性和有效性。
246 名患者的研究眼,随机分为每月(AM)、每两个月(AEOM)和 SM 治疗 1:1:1。
我们在基线和第 2、6 和 12 个月时使用 SD-OCT 容积进行了完全自动化、基于深度学习的视网膜色素上皮(RPE)丧失和 PR 厚度分割。比较了治疗臂之间 PR 丧失面积变化的差异。比较了 GA 边界附近和整个 20°扫描区域的 PR 厚度之间的治疗臂差异。
以μm 或 mm 为单位的平方根转换的 PR 丧失面积、PR 厚度和 PR 丧失/RPE 丧失比。
共评估了 161 只研究眼中 644 个 SD-OCT 容积的 31556 个 B 扫描(AM 52、AEOM 54、SM 56),从基线到第 12 个月。比较 PR 丧失面积的平均变化,发现 AM 组在第 2、6 和 12 个月时的生长速度明显低于 SM 组(-41μm±219 与 77μm±126;P=0.0004;-5μm±221 与 156μm±139;P<0.0001;106μm±400 与 283μm±226;P=0.0014)。与 SM 相比,AM 治疗下 GA 交界处以及整个 20°区域的 PR 变薄明显减少。在治疗过程中观察到 PR 丧失比 RPE 丧失的抑制作用更强。
基于深度学习算法的 PR 丧失的精确和可靠定量分析为评估疾病进展速度的治疗效果提供了重要工具。玻璃体内补体 C3 抑制可减少光感受器丧失和变薄。基于 OCT 图像的 PR 丧失/维持的自动定量分析是一种可靠的方法,可用于在 GA 管理的临床常规和监管试验中监测疾病活动和治疗效果。