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Updated: Sep 12, 2025

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Vibratome Sectioning Mouse Retina to Prepare Photoreceptor Cultures
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Photoreceptor Disease at Ambiguous Transition Zones in Inherited Retinal Degenerations
Alexander Sumaroka1, Malgorzata Swider1, Tomas S Aleman1
1Center for Hereditary Retinal Degenerations, Scheie Eye Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
Translational Vision Science & Technology
|August 5, 2025
Summary
Ambiguous transitions in inherited retinal degenerations (IRDs) are common. AI accurately classified outer retinal disease, identifying progression predictors near diseased areas, crucial for clinical trials.
Area of Science:
- Ophthalmology
- Medical Imaging
- Artificial Intelligence
Background:
- Inherited retinal degenerations (IRDs) impact photoreceptor outer segments (OS).
- Optical coherence tomography (OCT) measures the inner and outer segment junction (IS/OS) or ellipsoid zone (EZ) for IRD outcomes.
- The EZ termination point can be ambiguous, complicating disease assessment.
Purpose of the Study:
- To characterize outer segment (OS) disease at each retinal location using widefield OCT.
- To develop an AI model for classifying OS disease states.
- To identify predictors of disease progression in IRDs.
Main Methods:
- Widefield OCT imaging was performed on 17 IRD patients (2 ABCA4-associated, 15 RHO-associated) over ~2 years.
- A two-level artificial intelligence architecture classified outer retinal disease into definitely present OS (DPOS), definitely absent OS (DAOS), or questionably absent OS (QAOS).
- OS maps were compared with serial imaging to assess stability and progression.
Main Results:
- The AI model achieved 95% accuracy in classifying OS disease states.
- Wider questionably absent OS (QAOS) regions indicated a more extended transition from disease to health.
- Progression was predicted by proximity to more diseased areas; DPOS and QAOS pixels near disease showed a 10-fold higher progression likelihood.
Conclusions:
- The assumption of abrupt EZ transitions in IRD outcomes may not align with disease pathophysiology.
- Ambiguous transition zones and their neighborhoods are key indicators of high progression risk.
- These regions can serve as efficient endpoints for clinical trials in IRDs.
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