Detection of Ocular Surface Squamous Neoplasia Using Artificial Intelligence With Anterior Segment Optical Coherence Tomography.

Journal: American journal of ophthalmology
PMID:

Abstract

PURPOSE: To develop and validate a deep learning (DL) model to differentiate ocular surface squamous neoplasia (OSSN) from pterygium and pinguecula using high-resolution anterior segment optical coherence tomography (AS-OCT).

Authors

  • Jason A Greenfield
    From the Bascom Palmer Eye Institute (J.A.G., R.S., D.A., S.D.A., O.A., S.P., D.R.C., W.H., M.A., A.J., H.A.K., W.W., M.A.S., R.O., A.G., F.A.M., C.L.K.), University of Miami Miller School of Medicine, Miami, Florida, USA.
  • Rafael Scherer
    From the Bascom Palmer Eye Institute (J.A.G., R.S., D.A., S.D.A., O.A., S.P., D.R.C., W.H., M.A., A.J., H.A.K., W.W., M.A.S., R.O., A.G., F.A.M., C.L.K.), University of Miami Miller School of Medicine, Miami, Florida, USA.
  • Diego Alba
    From the Bascom Palmer Eye Institute (J.A.G., R.S., D.A., S.D.A., O.A., S.P., D.R.C., W.H., M.A., A.J., H.A.K., W.W., M.A.S., R.O., A.G., F.A.M., C.L.K.), University of Miami Miller School of Medicine, Miami, Florida, USA.
  • Sofia De Arrigunaga
    From the Bascom Palmer Eye Institute (J.A.G., R.S., D.A., S.D.A., O.A., S.P., D.R.C., W.H., M.A., A.J., H.A.K., W.W., M.A.S., R.O., A.G., F.A.M., C.L.K.), University of Miami Miller School of Medicine, Miami, Florida, USA.
  • Osmel Alvarez
    From the Bascom Palmer Eye Institute (J.A.G., R.S., D.A., S.D.A., O.A., S.P., D.R.C., W.H., M.A., A.J., H.A.K., W.W., M.A.S., R.O., A.G., F.A.M., C.L.K.), University of Miami Miller School of Medicine, Miami, Florida, USA.
  • Sotiria Palioura
    From the Bascom Palmer Eye Institute (J.A.G., R.S., D.A., S.D.A., O.A., S.P., D.R.C., W.H., M.A., A.J., H.A.K., W.W., M.A.S., R.O., A.G., F.A.M., C.L.K.), University of Miami Miller School of Medicine, Miami, Florida, USA.
  • Afshan Nanji
    Oregon Health & Science University (A.N.), Portland, Oregon, USA.
  • Ghada Al Bayyat
    Government Hospitals (G.A.B.), Manama, Kingdom of Bahrain.
  • Douglas Rodrigues da Costa
    From the Bascom Palmer Eye Institute (J.A.G., R.S., D.A., S.D.A., O.A., S.P., D.R.C., W.H., M.A., A.J., H.A.K., W.W., M.A.S., R.O., A.G., F.A.M., C.L.K.), University of Miami Miller School of Medicine, Miami, Florida, USA.
  • William Herskowitz
    From the Bascom Palmer Eye Institute (J.A.G., R.S., D.A., S.D.A., O.A., S.P., D.R.C., W.H., M.A., A.J., H.A.K., W.W., M.A.S., R.O., A.G., F.A.M., C.L.K.), University of Miami Miller School of Medicine, Miami, Florida, USA.
  • Michael Antonietti
    From the Bascom Palmer Eye Institute (J.A.G., R.S., D.A., S.D.A., O.A., S.P., D.R.C., W.H., M.A., A.J., H.A.K., W.W., M.A.S., R.O., A.G., F.A.M., C.L.K.), University of Miami Miller School of Medicine, Miami, Florida, USA.
  • Alessandro Jammal
    From the Bascom Palmer Eye Institute (J.A.G., R.S., D.A., S.D.A., O.A., S.P., D.R.C., W.H., M.A., A.J., H.A.K., W.W., M.A.S., R.O., A.G., F.A.M., C.L.K.), University of Miami Miller School of Medicine, Miami, Florida, USA.
  • Hasenin Al-Khersan
    From the Bascom Palmer Eye Institute (J.A.G., R.S., D.A., S.D.A., O.A., S.P., D.R.C., W.H., M.A., A.J., H.A.K., W.W., M.A.S., R.O., A.G., F.A.M., C.L.K.), University of Miami Miller School of Medicine, Miami, Florida, USA.
  • Winfred Wu
    Executive Director, Research Informatics, UHealth Information Technology, University of Miami; Director, Health Informatics, Miami Clinical and Translational Science Institute, Volunteer Assistant Professor, Department of Medicine, University of Miami Miller School of Medicine.
  • Mohamed Abou Shousha
    From the Bascom Palmer Eye Institute (J.A.G., R.S., D.A., S.D.A., O.A., S.P., D.R.C., W.H., M.A., A.J., H.A.K., W.W., M.A.S., R.O., A.G., F.A.M., C.L.K.), University of Miami Miller School of Medicine, Miami, Florida, USA.
  • Robert O'Brien
    Department of Data Science, University of Mississippi Medical Center, Jackson, Miss.
  • Anat Galor
    Bascom Palmer Eye Institute, University of Miami Miller School of Medicine, Miami, FL, 33136, USA; Miami Veterans Administration Medical Center, 1201 NW 16th St, Miami, FL, 33125, USA.
  • Felipe A Medeiros
    Duke Eye Center, Department of Ophthalmology, Duke University, Durham, North Carolina, United States.
  • Carol L Karp
    From the Bascom Palmer Eye Institute (J.A.G., R.S., D.A., S.D.A., O.A., S.P., D.R.C., W.H., M.A., A.J., H.A.K., W.W., M.A.S., R.O., A.G., F.A.M., C.L.K.), University of Miami Miller School of Medicine, Miami, Florida, USA. Electronic address: ckarp@med.miami.edu.