Classification Criteria for Cytomegalovirus Anterior Uveitis
- PMID: 33845019
- PMCID: PMC8501153
- DOI: 10.1016/j.ajo.2021.03.060
Classification Criteria for Cytomegalovirus Anterior Uveitis
Abstract
Purpose: To determine classification criteria for cytomegalovirus (CMV) anterior uveitis.
Design: Machine learning of cases with CMV anterior uveitis and 8 other anterior uveitides.
Methods: Cases of anterior uveitides were collected in an informatics-designed preliminary database, and a final database was constructed of cases achieving supermajority agreement on the diagnosis, using formal consensus techniques. Cases were split into a training set and a validation set. Machine learning using multinomial logistic regression was used on the training set to determine a parsimonious set of criteria that minimized the misclassification rate among the anterior uveitides. The resulting criteria were evaluated on the validation set.
Results: One thousand eighty-three cases of anterior uveitides, including 89 cases of CMV anterior uveitis, were evaluated by machine learning. The overall accuracy for anterior uveitides was 97.5% in the training set and 96.7% in the validation set (95% confidence interval 92.4, 98.6). Key criteria for CMV anterior uveitis included unilateral anterior uveitis with a positive aqueous humor polymerase chain reaction assay for CMV. No clinical features reliably diagnosed CMV anterior uveitis. The misclassification rates for CMV anterior uveitis were 1.3% in the training set and 0% in the validation set.
Conclusions: The criteria for CMV anterior uveitis had a low misclassification rate and seemed to perform sufficiently well for use in clinical and translational research.
Copyright © 2021 Elsevier Inc. All rights reserved.
Conflict of interest statement
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References
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- van Boxtel LA, van der Lelij A, van der Meer J, Los LI. Cytomegalovirus as a cause of anterior uveitis in immunocompetent patients. Ophthalmology 2007;114:1358–62. - PubMed
-
- Chee SP, Bascal K, Jap A, et al. Clinical features of cytomegalovirus anterior uveitis in immunocompetent patients. Am J Ophthalmol 2008;145:834–40. - PubMed
-
- Chan NS, Chee SP, Caspers LB, Bodaghi B. Clinical features of CMV-associated anterior uveitis. Ocular Immunol Inflamm 2018;26:107–15. - PubMed
-
- Anwar Z, Galor A, Albini TA, Miller D, Perez V, Davis JL. The diagnostic utility of anterior chamber paracentesis with polymerase chain reaction in anterior uveitis. Am J Ophthalmol 2013;155:781–6. - PubMed
-
- Chee SP, Jap A. Presumed Fuchs heterochromic iridocyclitis and Posner-Schlossman syndrome: comparison of cytomegalovirus-positive and negative eyes. Am J Ophthalmol 2008;146:883–9. - PubMed
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