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Profiling risk factors for chronic uveitis in juvenile idiopathic arthritis: a new model for EHR-based research
Tyler S Cole1, Jennifer Frankovich, Srinivasan Iyer
1Stanford Center for Biomedical Informatics Research, Stanford University School of Medicine, 1265 Welch Road, MSOB, X-215, Stanford, CA 94305-5479, USA. tylcole@stanford.edu.
Insights
Allergic conditions are linked to chronic uveitis in children with juvenile idiopathic arthritis (JIA). This study highlights the potential of text analytics in clinical data to identify new disease associations for better risk stratification.
Area of Science:
- Ophthalmology
- Rheumatology
- Pediatrics
- Medical Informatics
Background:
- Juvenile idiopathic arthritis (JIA) is the most common childhood rheumatic disease.
- Chronic uveitis is a serious complication of JIA, potentially leading to blindness.
- Identifying clinical associations with uveitis aids in risk stratification for JIA patients.
Purpose of the Study:
- To test the hypothesis that allergic conditions are associated with chronic uveitis in JIA patients.
- To explore the utility of text analytics on clinical data for hypothesis evaluation.
- To identify novel clinical associations for improved JIA patient management.
Main Methods:
- Retrospective cohort study of JIA patients (2000-2011) using electronic health records.
- Validated text analytics pipeline to process clinical notes for patients under 16.
- Multivariate logistic regression adjusted for covariates, analyzing allergy-related terms and medication use.
Main Results:
- Reproduced known JIA-uveitis associations: earlier arthritis onset, oligoarticular disease, ANA status, psoriasis history.
- Allergy medication use and allergic condition terms were independently associated with chronic uveitis.
- Association with allergy drugs remained significant after adjustment (OR 2.54).
Conclusions:
- Text analytics on clinical data warehouses can evaluate practice-based evidence.
- Study confirms known JIA-uveitis associations.
- A novel association between allergic conditions and chronic uveitis in JIA patients is reported.
Background:
Juvenile idiopathic arthritis is the most common rheumatic disease in children. Chronic uveitis is a common and serious comorbid condition of juvenile idiopathic arthritis, with insidious presentation and potential to cause blindness. Knowledge of clinical associations will improve risk stratification. Based on clinical observation, we hypothesized that allergic conditions are associated with chronic uveitis in juvenile idiopathic arthritis patients.
Methods:
This study is a retrospective cohort study using Stanford's clinical data warehouse containing data from Lucile Packard Children's Hospital from 2000-2011 to analyze patient characteristics associated with chronic uveitis in a large juvenile idiopathic arthritis cohort. Clinical notes in patients under 16 years of age were processed via a validated text analytics pipeline. Bivariate-associated variables were used in a multivariate logistic regression adjusted for age, gender, and race. Previously reported associations were evaluated to validate our methods. The main outcome measure was presence of terms indicating allergy or allergy medications use overrepresented in juvenile idiopathic arthritis patients with chronic uveitis. Residual text features were then used in unsupervised hierarchical clustering to compare clinical text similarity between patients with and without uveitis.
Results:
Previously reported associations with uveitis in juvenile idiopathic arthritis patients (earlier age at arthritis diagnosis, oligoarticular-onset disease, antinuclear antibody status, history of psoriasis) were reproduced in our study. Use of allergy medications and terms describing allergic conditions were independently associated with chronic uveitis. The association with allergy drugs when adjusted for known associations remained significant (OR 2.54, 95% CI 1.22-5.4).
Conclusions:
This study shows the potential of using a validated text analytics pipeline on clinical data warehouses to examine practice-based evidence for evaluating hypotheses formed during patient care. Our study reproduces four known associations with uveitis development in juvenile idiopathic arthritis patients, and reports a new association between allergic conditions and chronic uveitis in juvenile idiopathic arthritis patients.
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