Deep Learning Estimation of 10-2 Visual Field Map Based on Circumpapillary Retinal Nerve Fiber Layer Thickness Measurements.

Journal: American journal of ophthalmology
Published Date:

Abstract

PURPOSE: To estimate central 10-degree visual field (VF) map from spectral-domain optical coherence tomography (SD-OCT) retinal nerve fiber layer thickness (RNFL) measurements in glaucoma with artificial intelligence.

Authors

  • Alireza Kamalipour
    From the Hamilton Glaucoma Center, Shiley Eye Institute, and The Viterbi Family Department of Ophthalmology, University of California, San Diego, La Jolla, California, USA.
  • Sasan Moghimi
    Eye Research Center, Farabi Eye Hospital, Tehran University of Medical Sciences, Tehran, Iran.
  • Pooya Khosravi
    Department of Otolaryngology-Head and Neck Surgery.
  • Mohammad Sadegh Jazayeri
    From the Hamilton Glaucoma Center (A.K., S.M., T.N., G.M., E.H.L., M.C., M.A.F., L.Z., R.N.W.),; Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla; School of Medicine (P.K.),; University of California Irvine, Irvine; Department of Civil, Construction, and Environmental Engineering (M.S.J.),; San Diego State University, San Diego, California; Bernard and Shirlee Brown Glaucoma Research Laboratory (J.M.L.),; Department of Ophthalmology, Edward S. Harkness Eye Institute, Columbia University Medical Center, New York, New York; and the Department of Ophthalmology and Vision Sciences (M.A.F., C.A.G.),; Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, Alabama, USA.
  • Takashi Nishida
    From the Hamilton Glaucoma Center (A.K., S.M., T.N., G.M., E.H.L., M.C., M.A.F., L.Z., R.N.W.),; Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla; School of Medicine (P.K.),; University of California Irvine, Irvine; Department of Civil, Construction, and Environmental Engineering (M.S.J.),; San Diego State University, San Diego, California; Bernard and Shirlee Brown Glaucoma Research Laboratory (J.M.L.),; Department of Ophthalmology, Edward S. Harkness Eye Institute, Columbia University Medical Center, New York, New York; and the Department of Ophthalmology and Vision Sciences (M.A.F., C.A.G.),; Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, Alabama, USA.
  • Golnoush Mahmoudinezhad
    From the Hamilton Glaucoma Center (A.K., S.M., T.N., G.M., E.H.L., M.C., M.A.F., L.Z., R.N.W.),; Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla; School of Medicine (P.K.),; University of California Irvine, Irvine; Department of Civil, Construction, and Environmental Engineering (M.S.J.),; San Diego State University, San Diego, California; Bernard and Shirlee Brown Glaucoma Research Laboratory (J.M.L.),; Department of Ophthalmology, Edward S. Harkness Eye Institute, Columbia University Medical Center, New York, New York; and the Department of Ophthalmology and Vision Sciences (M.A.F., C.A.G.),; Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, Alabama, USA.
  • Elizabeth H Li
    From the Hamilton Glaucoma Center (A.K., S.M., T.N., G.M., E.H.L., M.C., M.A.F., L.Z., R.N.W.),; Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla; School of Medicine (P.K.),; University of California Irvine, Irvine; Department of Civil, Construction, and Environmental Engineering (M.S.J.),; San Diego State University, San Diego, California; Bernard and Shirlee Brown Glaucoma Research Laboratory (J.M.L.),; Department of Ophthalmology, Edward S. Harkness Eye Institute, Columbia University Medical Center, New York, New York; and the Department of Ophthalmology and Vision Sciences (M.A.F., C.A.G.),; Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, Alabama, USA.
  • Mark Christopher
    Department of Ophthalmology, Hamilton Glaucoma Center, Shiley Eye Institute, University of California San Diego, La Jolla, California, United States.
  • Jeffrey M Liebmann
    Bernard and Shirlee Brown Glaucoma Research Laboratory, Edward S. Harkness Eye Institute, Columbia University Irving Medical Center, New York, New York.
  • Massimo A Fazio
    Department of Ophthalmology, University of Alabama at Birmingham, Birmingham, Alabama.
  • Christopher A Girkin
    Department of Ophthalmology, University of Alabama at Birmingham, Birmingham, Alabama.
  • Linda Zangwill
    From the Hamilton Glaucoma Center (A.K., S.M., T.N., G.M., E.H.L., M.C., M.A.F., L.Z., R.N.W.),; Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla; School of Medicine (P.K.),; University of California Irvine, Irvine; Department of Civil, Construction, and Environmental Engineering (M.S.J.),; San Diego State University, San Diego, California; Bernard and Shirlee Brown Glaucoma Research Laboratory (J.M.L.),; Department of Ophthalmology, Edward S. Harkness Eye Institute, Columbia University Medical Center, New York, New York; and the Department of Ophthalmology and Vision Sciences (M.A.F., C.A.G.),; Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, Alabama, USA.
  • Robert N Weinreb
    Hamilton Glaucoma Center, Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California, San Diego, La Jolla, California.