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Validity of Administrative Coding for Nonarteritic Ischemic Optic Neuropathy
Open accessAbstract
Background: Administrative claims have been used to study the incidence and outcomes of nonarteritic ischemic optic neuropathy (NAION), but the validity of International Classification of Diseases (ICD)-10 codes for identifying NAION has not been examined. Methods: We identified patients at 3 academic centers who received ≥1 ICD-10 code for NAION in 2018. We abstracted the final diagnosis from clinical documentation and recorded the number of visits with an NAION diagnosis code. We calculated positive predictive value (PPV) for the overall sample and stratified by subspecialty and the number of diagnosis codes. For patients with ophthalmology or neuro-ophthalmology visit data, we recorded presenting symptoms, examination findings, and laboratory data and calculated PPV relative to case definitions of NAION that incorporated sudden onset of symptoms, optic disc edema, afferent pupillary defect, and other characteristics. Results: Among 161 patients, PPV for ≥1 ICD-10 code was 74.5% (95% CI: 67.2%–80.7%). PPV was similar when restricted to patients who had visited an ophthalmologist (75.8%, 95% CI: 68.4%–82.0%) but increased to 86.8% when restricted to those who had visited neuro-ophthalmologists (95% CI: 79.2%–91.9%). Of 113 patients with >1 ICD-10 code and complete examination data, 37 (32.7%) had documented sudden onset, optic disc swelling, and an afferent pupillary defect (95% CI: 24.7%–42.0%). Of the 76 patients who did not meet these criteria, 54 (71.0%) still received a final clinical diagnosis of NAION; for most (41/54, 75.9%), this discrepancy was due to lack of documented optic disc edema. Conclusions: The validity of ICD-10 codes for NAION in administrative claims data is high, particularly when combined with provider specialty.
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“Because a definitive diagnosis often requires multiple visits, we improved specificity by requiring a second ischemic optic neuropathy diagnosis code in one of the definitions.”
From Semaglutide and Nonarteritic Anterior Ischemic Optic Neuropathy (2025) · cites this paper as [53]
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“Although the positive predictive value of the diagnosis codes can be enhanced with inclusion of the practitioner specialty, we were unable to include practitioner specialty due to limitations of the databases.”
From Semaglutide and Nonarteritic Anterior Ischemic Optic Neuropathy (2025) · cites this paper as [53]
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“While NAION’s positive predictive value from 1 or more ICD-10 coding is 74.5% using medical records,16 outcome misclassification could occur from miscoding, misdiagnosis, or missingness.”
From New-Onset Nonarteritic Anterior Ischemic Optic Neuropathy and Initiators of Semaglutide in US Veterans With Type 2 Diabetes (2026) · cites this paper as [16]
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“For both cohort and self-controlled case-series analyses, we used a comprehensive set of study diagnostics, eg, preexposure patient characteristic balance, empirical clinical equipoise, minimum power requirement, and negative control experiments, to evaluate systematic error, residual bias, reliability, and the generalizability of our comparisons.”
From Semaglutide and Nonarteritic Anterior Ischemic Optic Neuropathy (2025) · cites this paper as [42]
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Cestari, D. M., Gaier, E. D., Bouzika, P., Blachley, T. S., De Lott, L. B., Rizzo, J. F., Wiggs, J. L., Kang, J. H., Pasquale, L. R., & Stein, J. D. (2016) · Ophthalmology · doi:10.1016/j.ophtha.2016.08.017 · Cited by 125
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Research works printed but not linked: 15
- Hattenhauer, 1997, Incidence of nonarteritic anterior ischemic optic neuropathy, Am J Ophthalmol., 123, 103, 10.1016/S0002-9394(14)70999-7 · DOI · Paper page
- Rubin, 2017, Ischemic optic neuropathy in cardiac surgery: incidence and risk factors in the United States from the national inpatient sample 1998 to 2013, Anesthesiology, 126, 810, 10.1097/ALN.0000000000001533 · DOI
- Rubin, 2016, Perioperative visual loss in spine fusion surgery: ischemic optic neuropathy in the United States from 1998 to 2012 in the nationwide inpatient sample, Anesthesiology, 125, 457, 10.1097/ALN.0000000000001211 · DOI
- Lee, 2011, Incidence of nonarteritic anterior ischemic optic neuropathy: increased risk among diabetic patients, Ophthalmology, 118, 959, 10.1016/j.ophtha.2011.01.054 · DOI · Paper page
- Lee, 2016, Increased risk of stroke in patients with nonarteritic anterior ischemic optic neuropathy: a nationwide retrospective cohort study, Am J Ophthalmol., 170, 183, 10.1016/j.ajo.2016.08.006 · DOI
- Hamedani, 2020, Validity of International Classification of Diseases codes for identifying neuro-ophthalmic disease in large data sets: a systematic review, J Neuroophthalmol., 40, 514, 10.1097/WNO.0000000000000971 · DOI · Paper page
- Khushzad, 2021, Predictive value of International Classification of Diseases codes for idiopathic intracranial hypertension in a university health system, J Neuroophthalmol., 41, e679, 10.1097/WNO.0000000000000992 · DOI
- Muro-Fuentes, 2021, Factors associated with increased emergency department utilization in patients with acute optic neuritis, J Neuroophthalmol., 41, 335, 10.1097/WNO.0000000000001294 · DOI
- Muro-Fuentes, 2023, Accuracy of International Classification of Diseases codes for identifying acute optic neuritis, J Neuroophthalmol., 43, 317, 10.1097/WNO.0000000000001805 · DOI
- Borkar, 2019, Techniques for improving ophthalmic studies performed on administrative databases, Ophthalmic Epidemiol., 26, 147, 10.1080/09286586.2018.1554160 · DOI
- Stein, 2013, Identification of persons with incident ocular diseases using health care claims databases, Am J Ophthalmol., 156, 1169, 10.1016/j.ajo.2013.06.035 · DOI
- Feng, 2023, A validated method to identify neuro-ophthalmologists in a large administrative claims database, J Neuroophthalmol., 43, 153, 10.1097/WNO.0000000000001794 · DOI
- Xue, 2023, Sociodemographic and geographic variation in access to neuro-ophthalmologists in the United States, J Neuroophthalmol., 43, 149, 10.1097/WNO.0000000000001821 · DOI
- Wang, 2021, Case contamination in electronic health records based case-control studies, Biometrics, 77, 67, 10.1111/biom.13264 · DOI
- 1995, Optic nerve decompression surgery for nonarteritic anterior ischemic optic neuropathy (NAION) is not effective and may be harmful. The Ischemic Optic Neuropathy Decompression Trial Research Group, JAMA, 273, 625, 10.1001/jama.1995.03520320035038 · DOI · Paper page
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Risk of Nonarteritic Anterior Ischemic Optic Neuropathy in Patients Prescribed Semaglutide
Hathaway, J. T., Shah, M. P., Hathaway, D. B., Zekavat, S. M., Krasniqi, D., Gittinger, J. W., Cestari, D., Mallery, R., Abbasi, B., Bouffard, M., et al. (2024) · JAMA Ophthalmology · doi:10.1001/jamaophthalmol.2024.2296 · Cited by 318
Semaglutide and Nonarteritic Anterior Ischemic Optic Neuropathy
Cai, C. X., Hribar, M., Baxter, S., Goetz, K., Swaminathan, S. S., Flowers, A., Brown, E. N., Toy, B., Xu, B., Chen, J., et al. (2025) · JAMA Ophthalmology · doi:10.1001/jamaophthalmol.2024.6555 · Cited by 129
Association between Semaglutide and Nonarteritic Anterior Ischemic Optic Neuropathy
Chou, C.-C., Pan, S.-Y., Sheen, Y.-J., Lin, J.-F., Lin, C.-H., Lin, H.-J., Wang, I.-J., & Weng, C.-H. (2025) · Ophthalmology · doi:10.1016/j.ophtha.2024.10.030 · Cited by 104
The Effect of Semaglutide and GLP-1 RAs on Risk of Nonarteritic Anterior Ischemic Optic Neuropathy
Abbass, N. J., Nahlawi, R., Shaia, J. K., Allan, K. C., Kaelber, D. C., Talcott, K. E., & Singh, R. P. (2025) · American Journal of Ophthalmology · doi:10.1016/j.ajo.2025.02.025 · Cited by 78
Heberer, K., Bress, A. P., Cogill, S., Maldonado, A. I., Kim, S. H., Nallamshetty, S., Chen, Y. Q., Shih, M.-C., Lynch, J. A., & Lee, J. S. (2026) · JAMA Ophthalmology · doi:10.1001/jamaophthalmol.2025.6262 · Cited by 18
Metadata
- Authors
- Hamedani, A. G., Kim, D. S., Chaitanuwong, P., Gonzalez, L. A., Moss, H. E., & DeLott, L. B.
- Affiliations
- Rajavithi Hospital (TH)
- Ministry of Public Health (TH)
- Corresponding author
- Hamedani, Ali G.
- Venue
- Journal of Neuro-Ophthalmology
- Published
- 2024-05-06
- Volume
- 44
- Issue
- 3
- Pages
- 342-345
- ISSN
- 1070-8022 (ISSN-L)
- PMC
- PMC11338734
- OpenAlex
- W4396664258
- Cited by
- 18
- References
- 1
- Citations by year
- 2026: 9 · 2025: 6 · 2024: 3
- FWCI
- 5.50
- Type
- journal article
- Language
- en
- Open access
- green
- pmc.ncbi.nlm.nih.gov
- Locations
- Journal of Neuro-Ophthalmology (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- Funders
- National Eye Institute (P30 EY026877)
- Research to Prevent Blindness (N/A)
- Topics
- Health Sciences › Health Professions › Health Information Management › Medical Coding and Health Information
- Health Sciences › Medicine › Ophthalmology › Glaucoma and retinal disorders
- Health Sciences › Medicine › Family Practice › Clinical Reasoning and Diagnostic Skills
- Keywords
- nonarteritic anterior ischemic optic neuropathy, ICD-10 codes, administrative claims data, positive predictive value, optic disc edema, afferent pupillary defect, neuro-ophthalmology, case definition
- MeSH terms
- Aged, Female, Humans, Male, Middle Aged, Retrospective Studies, United States, Reproducibility of Results, Incidence, Optic Neuropathy, Ischemic, International Classification of Diseases, Clinical Coding
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