ArticleOptica2021
Weakly supervised individual ganglion cell segmentation from adaptive optics OCT images for glaucomatous damage assessment.
Article in Optica, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05370287 (Adaptive Optics Retinal Imaging), which is not on this map. Cited by 28 papers, 1 of them a synthesis that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Adaptive Optics Retinal Imaging
Who cites it
28 citing papers in PubMed, 1 synthesis or guideline pooled it, 42 citations in OpenAlex.
- Deep learning and optical coherence tomography in glaucoma: Bridging the diagnostic gap on structural imaging.Frontiers in ophthalmology · 2022Pooled it
- Cumulative Loss of Inner Retinal Neurons in Healthy and Glaucoma Subjects.Investigative ophthalmology & visual science · 2026Article
- Selected Aspects of Optical Coherence Tomography and Adaptive Optics in Patients with Increased Body Mass Index.Biomedicines · 2026Article
- Cellular-resolution OCT reveals layer-specific retinal mosaics and ganglion cell degeneration in mouse retinaNeurophotonics · 2026Article
- ISOSNet: a unified framework for cone photoreceptor detection and inner segment and outer segment length measurement from AO-OCT B-scans.Biomedical optics express · 2025Article
- Assessment of Retinal Microcirculation in Primary Open-Angle Glaucoma Using Adaptive Optics and OCT Angiography: Correlation with Structural and Functional Damage.Journal of clinical medicine · 2025Article
- 3D-printed phantoms for measuring lateral resolution and contrast performance of ophthalmic adaptive optics imaging systems.Biomedical optics express · 2025Article
- Optical coherence tomography retinal imaging: narrative review of technological advancements and clinical applications.Annals of translational medicine · 2025Review
- Gray Frequency-Based Methodology for Assessing Cell Damage.ACS omega · 2025Article
- A scoping review of advancements in machine learning for glaucoma: current trends and future direction.Frontiers in medicine · 2025Article
- Review
- Identifying retinal pigment epithelium cells in adaptive optics-optical coherence tomography images with partial annotations and superhuman accuracy.Biomedical optics express · 2024Article
- Characterizing Presumed Displaced Retinal Ganglion Cells in the Living Human Retina of Healthy and Glaucomatous Eyes.Investigative ophthalmology & visual science · 2024Article
- VSG-GAN: A high-fidelity image synthesis method with semantic manipulation in retinal fundus image.Biophysical journal · 2024Article
- Reducing manual labeling requirements and improved retinal ganglion cell identification in 3D AO-OCT volumes using semi-supervised learning.Biomedical optics express · 2024Article
- Article
- Imaging the Retinal Vascular Mural Cells In Vivo: Elucidating the Timeline of Their Loss in Diabetic Retinopathy.Arteriosclerosis, thrombosis, and vascular biology · 2024Article
- Multifunctional adaptive optics optical coherence tomography allows cellular scale reflectometry, polarimetry, and angiography in the living human eye.Biomedical optics express · 2024Article
- Is Primary Open-Angle Glaucoma a Vascular Disease? Assessment of the Relationship between Retinal Arteriolar Morphology and Glaucoma Severity Using Adaptive Optics.Journal of clinical medicine · 2024Article
- Cellular-Level Visualization of Retinal Pathology in Multiple Sclerosis With Adaptive Optics.Investigative ophthalmology & visual science · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors at 4 institutions in 1 country.
Funding
Abstract
Cell-level quantitative features of retinal ganglion cells (GCs) are potentially important biomarkers for improved diagnosis and treatment monitoring of neurodegenerative diseases such as glaucoma, Parkinson's disease, and Alzheimer's disease. Yet, due to limited resolution, individual GCs cannot be visualized by commonly used ophthalmic imaging systems, including optical coherence tomography (OCT), and assessment is limited to gross layer thickness analysis. Adaptive optics OCT (AO-OCT) enables
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.