Using Multi-Layer Perceptron Driven Diagnosis to Compare Biomarkers for Primary Open Angle Glaucoma
Neural network models indicate that OCTA optic nerve head vascular biomarkers are equally useful for ML diagnosis of POAG when compared to OCT structural biomarker features alone.
Authors
- Paul A. Sidoti (ORCID: https://orcid.org/0000-0002-7129-2472)
- Lukas Ritzer
- Louis R. Pasquale (ORCID: https://orcid.org/0000-0002-5835-3496)
- Nicholas Riina
- James M. Keller (ORCID: https://orcid.org/0000-0002-0306-7142)
- George J. Eckert (ORCID: https://orcid.org/0000-0001-7798-7155)
- B. A. Fry
- Gal Antman (ORCID: https://orcid.org/0000-0002-9897-4676)
- James C. Tsai (ORCID: https://orcid.org/0000-0002-5873-423X)
- Alon Harris (ORCID: https://orcid.org/0000-0001-8770-3726)
- Julia Arciero (ORCID: https://orcid.org/0000-0002-2882-3653)
- Alice Verticchio Vercellin
- Brent Siesky (ORCID: https://orcid.org/0000-0002-0834-1497)
- Giovanna Guidoboni (ORCID: https://orcid.org/0000-0001-7470-0171)
- Barbara Wirostko
Institutions
- Tel Aviv University (IL)
- University of Utah (US)
- New York Eye and Ear Infirmary (US)
- Rabin Medical Center (IL)
- Eye Institute of Utah (US)
- Indiana University School of Medicine
- Indiana University – Purdue University Indianapolis (US)
- University of Missouri (US)
- University of Maine (US)
- Metropolitan State University of Denver (US)
- Icahn School of Medicine at Mount Sinai (US)
Publication Details
- Journal
- Investigative Ophthalmology & Visual Science
- Published
- 2024-09-09
- DOI
- https://doi.org/10.1167/iovs.65.11.16
- Citations
- 5
- Primary Topic
- Glaucoma and retinal disorders
- Type
- article
- Field-Weighted Citation Impact
- 2.69
Funders
- National Science Foundation
- Research to Prevent Blindness
- Glaucoma Foundation
- New York Eye and Ear Infirmary of Mount Sinai
- National Institutes of Health
- National Eye Institute