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The retinalbiomarkers group uses the electroretinogram and retinal imaging methods to explore functional and structural retinal biomarkers for neurological and vascular conditions.

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The Retinal Biomarkers Group

Australia

Paul Constable

Lynne Loh

Fernando Marmolejo-Ramos

Natalie Mills

Mallika Prem Senthil

Europe

Mikhail Kulyabin

Aleksei Zhadanov

Marek Brabec

Nadja Klein

United States

Hugo Posada-Quintero

Sultan Mohammed Manjur

Luis Roberto Mercado Diaz

United Kingdom

Irene Lee

David Skuse

Dorothy Thompson

Colombia

Nicolas Cordoba

Samuel Alejandro Daza Rodriguez

Recent Media

Synthetic ERG waveform Generation

Machine Learning in Neurodevelopmental Disorders with the ERG

gated multilayer perceptrons

Retinal Biomarkers Group

We are and International network of clinicians, visual electrophysiologists, bioengineers and statisticians applying signal analysis and machine learning to identify retinal biomarkers for neurodevelopmental disorders.

Latest Publications

Kulyabin, M., Zhdanov, A., Lee, I. O., Skuse, D. H., Thompson, D. A., Maier, A., & Constable, P. A. (2025). Synthetic electroretinogram signal generation using a conditional generative adversarial network. Documenta Ophthalmologica., 10.1007/s10633-025-10019-0.

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Constable, P. A., Pinzon-Arenas, J. O., Diaz, L. R. M., Lee, I. O., Marmolejo-Ramos, F., Loh, L., Zhdanov, A., Kulyabin, M., Brabec, M., Skuse, D. H., Thompson, D. A., & Posada-Quintero, H. (2025). Spectral Analysis of Light-Adapted Electroretinograms in Neurodevelopmental Disorders: Classification with Machine Learning. Bioengineering, 12(1), 15. https://www.mdpi.com/2306-5354/12/1/15

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