Optic Nerve Atrophy Conditions Associated With 3D Unsegmented Optical Coherence Tomography Volumes Using Deep Learning

Deep learning-based analysis of unsegmented OCT scans reliably distinguished between different forms of optic nerve atrophy, suggesting subtle, disease-specific structural patterns. This automated approach may support diagnostic efforts, guide clinical management of optic neuropathies, and complement less standardized imaging modalities and subjective clinical impressions.

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Publication Details

Journal
JAMA Ophthalmology
Published
2025-08-21
DOI
https://doi.org/10.1001/jamaophthalmol.2025.2766
Citations
5
Primary Topic
Glaucoma and retinal disorders
Type
article
Field-Weighted Citation Impact
8.54
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OCT
article

Optic Nerve Atrophy Conditions Associated With 3D Unsegmented Optical Coherence Tomography Volumes Using Deep Learning

Randy H. Kardon, Mona K. Garvin, Brian Woods, Mark J. Kupersmith et al.
5 citations
JAMA Ophthalmology
Glaucoma and retinal disorders
8.54
article

Optic Nerve Atrophy Conditions Associated With 3D Unsegmented Optical Coherence Tomography Volumes Using Deep Learning

Randy H. Kardon, Mona K. Garvin, Brian Woods, Mark J. Kupersmith, David Szanto, Jui-Kai Wang, Asala Erekat
article en
5 citations

Abstract

Deep learning-based analysis of unsegmented OCT scans reliably distinguished between different forms of optic nerve atrophy, suggesting subtle, disease-specific structural patterns. This automated approach may support diagnostic efforts, guide clinical management of optic neuropathies, and complement less standardized imaging modalities and subjective clinical impressions.

JAMA OphthalmologyVol. 143(10)
University of Iowa (US), Ollscoil na Gaillimhe – University of Galway (IE), University Hospital Galway (IE), Iowa City VA Health Care System (US), The University of Texas Southwestern Medical Center (US), Icahn School of Medicine at Mount Sinai (US)
Openalex Percentile: Top 2%
Glaucoma and retinal disorders
8.54
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