Stereo photo measured ONH shape predicts development of POAG in subjects with ocular hypertension

Mark Christopher, Michael D. Abrámoff, Li Tang, Mae O. Gordon, Michael A. Kass, Donald L. Budenz, John H. Fingert, Todd E. Scheetz

Research output: Contribution to journalArticlepeer-review

2 Scopus citations

Abstract

PURPOSE. To identify objective, quantitative optic nerve head (ONH) structural features and model the contributions of glaucoma. METHODS. Baseline stereoscopic optic disc images of 1635 glaucoma-free participants at risk for developing primary open-angle glaucoma (POAG) were collected as part of the Ocular Hypertension Treatment Study. A stereo correspondence algorithm designed for fundus images was applied to extract the three-dimensional (3D) information about the ONH. Principal component analysis was used to identify ONH 3D structural features and the contributions of demographic features, clinical variables, and disease were modeled using linear regression and linear component analysis. The computationally identified features were evaluated based on associations with glaucoma and ability to predict which participants would develop POAG. RESULTS. The computationally identified features were significantly associated with future POAG, POAG-related demographics (age, ethnicity), and clinical measurements (horizontal and vertical cup-to-disc ratio, central corneal thickness, and refraction). Models predicting future POAG development using the OHTS baseline data and STEP features achieved an AUC of 0.722 in cross-validation testing. This was a significant improvement over using only demographics (age, sex, and ethnicity), which had an AUC of 0.599. CONCLUSIONS. Methods for identifying objective, quantitative measurements of 3D ONH structure were developed using a large dataset. The identified features were significantly associated with POAG and POAG-related variables. Further, these features increased predictive model accuracy in predicting future POAG. The results indicate that the computationally identified features might be useful in POAG early screening programs or as endophenotypes to investigate POAG genetics.

Original languageEnglish
Pages (from-to)4470-4479
Number of pages10
JournalInvestigative Ophthalmology and Visual Science
Volume56
Issue number8
DOIs
StatePublished - 2015

Keywords

  • Image analysis
  • Optic nerve head
  • Primary open-angle glaucoma
  • Stereo fundus
  • Structural modeling

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