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基于家用设备的自我监测新生血管年龄相关性黄斑变性的定量光学相干断层扫描图像分析

QUANTITATIVE ASSESSMENT OF AUTOMATED OPTICAL COHERENCE TOMOGRAPHY IMAGE ANALYSIS USING A HOME-BASED DEVICE FOR SELF-MONITORING NEOVASCULAR AGE-RELATED MACULAR DEGENERATION.

机构信息

Voxeleron LLC, Austin, Texas.

OCTHealth LLC, Sacramento, California.

出版信息

Retina. 2023 Mar 1;43(3):433-443. doi: 10.1097/IAE.0000000000003677. Epub 2022 Nov 18.

Abstract

PURPOSE

To evaluate a prototype home optical coherence tomography device and automated analysis software for detection and quantification of retinal fluid relative to manual human grading in a cohort of patients with neovascular age-related macular degeneration.

METHODS

Patients undergoing anti-vascular endothelial growth factor therapy were enrolled in this prospective observational study. In 136 optical coherence tomography scans from 70 patients using the prototype home optical coherence tomography device, fluid segmentation was performed using automated analysis software and compared with manual gradings across all retinal fluid types using receiver-operating characteristic curves. The Dice similarity coefficient was used to assess the accuracy of segmentations, and correlation of fluid areas quantified end point agreement.

RESULTS

Fluid detection per B-scan had area under the receiver-operating characteristic curves of 0.95, 0.97, and 0.98 for intraretinal fluid, subretinal fluid, and subretinal pigment epithelium fluid, respectively. On a per volume basis, the values for intraretinal fluid, subretinal fluid, and subretinal pigment epithelium fluid were 0.997, 0.998, and 0.998, respectively. The average Dice similarity coefficient values across all B-scans were 0.64, 0.73, and 0.74, and the coefficients of determination were 0.81, 0.93, and 0.97 for intraretinal fluid, subretinal fluid, and subretinal pigment epithelium fluid, respectively.

CONCLUSION

Home optical coherence tomography device images assessed using the automated analysis software showed excellent agreement to manual human grading.

摘要

目的

评估一种新型家用光学相干断层扫描设备和自动分析软件,以检测和量化新生血管性年龄相关性黄斑变性患者的视网膜液相对于手动分级的情况。

方法

本前瞻性观察研究纳入了接受抗血管内皮生长因子治疗的患者。在使用原型家用光学相干断层扫描设备的 70 名患者的 136 个光学相干断层扫描中,使用自动分析软件对液体积聚进行分割,并使用接收者操作特征曲线对所有视网膜液类型进行自动分割与手动分级进行比较。Dice 相似系数用于评估分割的准确性,并对量化的端点一致性进行相关性分析。

结果

每 B 扫描的液体积聚检测的接收者操作特征曲线下面积分别为 0.95、0.97 和 0.98,用于视网膜内液、视网膜下液和视网膜下色素上皮液。以体积为基础,视网膜内液、视网膜下液和视网膜下色素上皮液的数值分别为 0.997、0.998 和 0.998。所有 B 扫描的平均 Dice 相似系数值分别为 0.64、0.73 和 0.74,决定系数分别为 0.81、0.93 和 0.97,用于视网膜内液、视网膜下液和视网膜下色素上皮液。

结论

使用自动分析软件评估的家用光学相干断层扫描设备图像与手动分级具有极好的一致性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4920/9935585/61ebc249fe58/retina-43-433-g001.jpg

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