Use of Diagnostic Codes for Primary Open-Angle Glaucoma Polygenic Risk Score Construction in Electronic Health Record-Linked Biobanks

Am J Ophthalmol. 2024 Nov:267:204-212. doi: 10.1016/j.ajo.2024.06.007. Epub 2024 Jun 19.

Abstract

Purpose: Polygenic risk scores (PRSs) likely predict risk and prognosis of glaucoma. We compared the PRS performance for primary open-angle glaucoma (POAG), defined using International Classification of Diseases (ICD) codes vs manual medical record review.

Design: Retrospective cohort study.

Methods: We identified POAG cases in the Mount Sinai BioMe and Mass General Brigham (MGB) biobanks using ICD codes. We confirmed POAG based on optical coherence tomograms and visual fields. In a separate 5% sample, the absence of POAG was confirmed with intraocular pressure and cup-disc ratio criteria. We used genotype data and either self-reported glaucoma diagnoses or ICD-10 codes for glaucoma diagnoses from the UK Biobank and the lassosum method to compute a genome-wide POAG PRS. We compared the area under the curve (AUC) for POAG prediction based on ICD codes vs medical records.

Results: We reviewed 804 of 996 BioMe and 367 of 1006 MGB ICD-identified cases. In BioMe and MGB, respectively, positive predictive value was 53% and 55%; negative predictive value was 96% and 97%; sensitivity was 97% and 97%; and specificity was 44% and 53%. Adjusted PRS AUCs for POAG using ICD codes vs manual record review in BioMe were not statistically different (P ≥.21) by ancestry: 0.77 vs 0.75 for African, 0.80 vs 0.80 for Hispanic, and 0.81 vs 0.81 for European. Results were similar in MGB (P ≥.18): 0.72 vs 0.80 for African, 0.83 vs 0.86 for Hispanic, and 0.74 vs 0.73 for European.

Conclusions: A POAG PRS performed similarly using either manual review or ICD codes in 2 electronic health record-linked biobanks; manual assessment of glaucoma status might not be necessary for some PRS studies. However, caution should be exercised when using ICD codes for glaucoma diagnosis given their low specificity (44%-53%) for manually confirmed cases of glaucoma.

MeSH terms

  • Aged
  • Area Under Curve
  • Biological Specimen Banks
  • Electronic Health Records*
  • Female
  • Genetic Risk Score
  • Genome-Wide Association Study
  • Glaucoma, Open-Angle* / diagnosis
  • Glaucoma, Open-Angle* / genetics
  • Humans
  • International Classification of Diseases
  • Intraocular Pressure* / physiology
  • Male
  • Middle Aged
  • Multifactorial Inheritance
  • Predictive Value of Tests
  • ROC Curve
  • Retrospective Studies
  • Risk Assessment / methods
  • Risk Factors
  • Tomography, Optical Coherence
  • Visual Fields / physiology