1. Classification Criteria for Varicella Zoster Virus Anterior Uveitis.
- Subjects
- Adolescent, Adult, Eye Infections, Viral diagnosis, Eye Infections, Viral virology, Female, Herpes Zoster Ophthalmicus diagnosis, Herpes Zoster Ophthalmicus virology, Herpesvirus 3, Human genetics, Humans, Male, Middle Aged, Uveitis, Anterior diagnosis, Uveitis, Anterior virology, Young Adult, Aqueous Humor virology, DNA, Viral analysis, Eye Infections, Viral classification, Herpes Zoster Ophthalmicus classification, Herpesvirus 3, Human isolation & purification, Machine Learning, Uveitis, Anterior classification
- Abstract
Purpose: To determine classification criteria for varicella zoster virus (VZV) anterior uveitis., Design: Machine learning of cases with VZV 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 123 cases of VZV 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 VZV anterior uveitis included unilateral anterior uveitis with either (1) positive aqueous humor polymerase chain reaction assay for VZV; (2) sectoral iris atrophy in a patient ≥60 years of age; or (3) concurrent or recent dermatomal herpes zoster. The misclassification rates for VZV anterior uveitis were 0.9% in the training set and 0% in the validation set, respectively., Conclusions: The criteria for VZV 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.)
- Published
- 2021
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