Smartphone-based Anterior Segment Imaging: A Comparative Diagnostic Accuracy Study of a Potential Tool for Blindness Prevalence Surveys

Ashish Kumar, Ferhina S. Ali, Valerie M. Stevens, Jason S. Melo, N. Venkatesh Prajna, Prajna Lalitha, Muthiah Srinivasan, Gopal Bhandari, Sadhan Bhandari, Robi N. Maamari, Daniel A. Fletcher, Thomas M. Lietman, Jeremy D. Keenan

Research output: Contribution to journalArticlepeer-review

3 Scopus citations


Purpose: To determine if smartphone photography could be a useful adjunct to blindness prevalence surveys by providing an accurate diagnosis of corneal opacity. Methods: A total of 174 patients with infectious keratitis who had undergone corneal culturing over the past 5 years were enrolled in a diagnostic accuracy study at an eye hospital in South India. Both eyes had an ophthalmologist-performed slit lamp examination, followed by anterior segment photography with a handheld digital single lens reflex (SLR) camera and a smartphone camera coupled to an external attachment that provided magnification and illumination. The diagnostic accuracy of photography was assessed relative to slit lamp examination. Results: In total, 90 of 174 enrolled participants had a corneal opacity in the cultured eye and no opacity in the contralateral eye, and did not have a penetrating keratoplasty or missing photographs. Relative to slit lamp examination, the sensitivity of corneal opacity diagnosis was 68% (95%CI 58–77%) using the smartphone’s default settings and 59% (95%CI 49–69%) using the SLR, and the specificity was 97% (95%CI 93–100%) for the smartphone and 97% (95%CI 92–100%) for the SLR. The sensitivity of smartphone-based corneal opacity diagnosis was higher for larger scars (81% for opacities 2 mm in diameter or larger), more visually significant scars (100% for eyes with visual acuity worse than 20/400), and more recent scars (85% for eyes cultured in the past 12 months). Conclusion: The diagnostic performance of a smartphone coupled to an external attachment, while somewhat variable, demonstrated high specificity and high sensitivity for all but the smallest opacities.

Original languageEnglish
Pages (from-to)491-498
Number of pages8
JournalOphthalmic Epidemiology
Issue number5
StatePublished - 2022


  • Corneal ulcer
  • cornea
  • diagnostic techniques
  • ophthalmological
  • photography
  • smartphone
  • telemedicine


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