Barbastathis George

Geometric Deep Learning to Identify the Critical 3D Structural Features of the Optic Nerve Head for Glaucoma Diagnosis.

The diagnostic accuracy of both geometric deep learning approaches was excellent.

Three-Dimensional Structural Phenotype of the Optic Nerve Head as a Function of Glaucoma Severity.

This study uncovered complex 3-D structural differences of the ONH in both neural and connective tissues as a function of glaucoma severity.

Biomechanics-Function in Glaucoma: Improved Visual Field Predictions from IOP-Induced Neural Strains.

Our study has shown that the integration of biomechanical data can significantly improve the accuracy of visual field loss predictions and highlights the importance of the biomechanics-function relationship in glaucoma.

AI to Identify Strain-Sensitive Regions of the Optic Nerve Head Linked to Functional Loss in Glaucoma.

ONH strain enhances classification of glaucomatous VF loss patterns. The neuroretinal rim, rather than the LC, was most critical, suggesting rim strain may play a dominant role in axonal injury and functional loss.