F. Cappellani

From Reactive Oxygen Species to Organelle Stress and Innate Immunity in Dry Eye Disease

Dry eye disease (DED) is a complex, multifactorial condition in which oxidative stress is increasingly recognized as a recurrent feature of ocular-surface dysfunction and as a signaling hub linking environmental stress, organelle dysfunction, innate immunity, and regulated cell d...

The Behavior of the External Limiting Membrane and Ellipsoid Zone in Diabetic Macular Edema: A Population AI-Assisted Optical Coherence Tomography Study

Purpose: To investigate the behavior of the external limiting membrane (ELM) and ellipsoid zone (EZ) in diabetic macular edema (DME) using artificial intelligence (AI)-based optical coherence tomography (OCT) quantification. Methods: This was a cross-sectional study. OCT scans of...

Smartphone-Based Automated Quantification of Bulbar Conjunctival Hyperemia Using Vessel Density Mapping

Purpose: To develop a smartphone application (Conjunctiva VD) that objectively quantifies bulbar conjunctival hyperemia by estimating the conjunctival vessel density (VD) within a user-defined region of interest (ROI). Methods: A total of 100 conjunctival images from 2 public dat...

Machine Learning-Based Classification of Retinitis Pigmentosa from Color Fundus Images: A Reproducible Benchmark and Screening-Oriented Pipeline

Retinitis pigmentosa (RP) is a rare inherited retinal disorder in which fundus changes may be subtle and heterogeneous, limiting detection from color fundus images. This study evaluated multiple machine learning architectures for binary-RP versus healthy-control classification, a...