ArticleChest2021
Development and Validation of Algorithms to Identify Pulmonary Arterial Hypertension in Administrative Data.
Article in Chest, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers.
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Who cites it
19 citing papers in PubMed.
- Patterns and Trends in Vasoactive Medication Use in Patients With Pulmonary Arterial Hypertension Presenting With Shock.Pulmonary circulation · 2026Article
- Effect of Incident Pulmonary Arterial Hypertension on Risk of Newly-Diagnosed Mental Health Conditions.Pulmonary circulation · 2026Article
- Comorbidities and Events of Clinical Interest in Patients with Pulmonary Arterial Hypertension (PAH): Analysis of Real-World Data.Pulmonary circulation · 2026Article
- Accuracy of New Hypertensive Crisis Diagnoses Using International Classification of Disease (ICD)-10: A Validation Study in a National Medicare Sample.Journal of clinical hypertension (Greenwich, Conn.) · 2026Article
- The Consistency of Hypercapnic Respiratory Failure Case Definitions in Electronic Health Record Data.Chest · 2026Article
- The Impact of Pulmonary Hypertension on Hospitalization Risk in Adults with Respiratory Syncytial Virus Infection.Biomedicines · 2025Article
- Location of Terminal Care in Pulmonary Hypertension.CJC open · 2025Article
- Impact of selexipag maintenance dose on persistence, adherence, and hospitalization in US patients with pulmonary arterial hypertension.Pulmonary circulation · 2024Article
- Development and validation of a code-based algorithm using in-hospital medical records to identify patients with pulmonary arterial hypertension in a French healthcare database.ERJ open research · 2024Article
- Association of Cardiopulmonary Hemodynamics and Mortality in Veterans With Liver Cirrhosis: A Retrospective Cohort Study.Journal of the American Heart Association · 2024Article
- Raising the Bar for Real-World Data in Oncology: Approaches to Quality Across Multiple Dimensions.JCO clinical cancer informatics · 2024Article
- Clinical evaluation of code-based algorithms to identify patients with pulmonary arterial hypertension in healthcare databases.Pulmonary circulation · 2024Article
- Article
- Development and validation of algorithms to build an electronic health record based cohort of patients with systemic sclerosis.PloS one · 2023Article
- Socioeconomically disadvantaged veterans experience treatment delays for pulmonary arterial hypertension.Pulmonary circulation · 2022Article
- An algorithm to identify cases of pulmonary arterial hypertension from the electronic medical record.Respiratory research · 2022Article
- Real-world treatment patterns, healthcare resource utilization, and cost among adults with pulmonary arterial hypertension in the United States.Pulmonary circulation · 2022Article
- Adherence and treatment patterns of disease-specific drugs among patients with pulmonary arterial hypertension: A nationwide, new-user cohort study.Frontiers in pharmacology · 2022Article
- Using health administrative data to identify patients with pulmonary hypertension: A single center, proof of concept validation study in Ontario, Canada.Pulmonary circulation · 2022Article
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6 authors.
Funding
Abstract
backgroundPulmonary arterial hypertension (PAH) is a rare disease, and much of our understanding stems from single-center studies, which are limited by sample size and generalizability. Administrative data offer an appealing opportunity to inform clinical, research, and quality improvement efforts for PAH. Yet, currently no standardized, validated method exists to distinguish PAH from other subgroups of pulmonary hypertension (PH) within this data source. RESEARCH QUESTION: Can a collection of algorithms be developed and validated to detect PAH in administrative data in two diverse settings: all Veterans Health Administration (VA) hospitals and Boston Medical Center (BMC), a PAH referral center. STUDY DESIGN AND
methodsIn each setting, we identified all adult patients with incident PH from 2006 through 2017 using International Classification of Diseases PH diagnosis codes. From this baseline cohort of all PH subgroups, we sequentially applied the following criteria: diagnosis codes for PAH-associated conditions, procedure codes for right heart catheterizations (RHCs), and pharmacy claims for PAH-specific therapy. We then validated each algorithm using a gold standard review of primary clinical data and calculated sensitivity, specificity, positive predictive values (PPVs), and negative predictive values.
resultsFrom our baseline cohort, we identified 12,012 PH patients in all VA hospitals and 503 patients in BMC. Sole use of PH diagnosis codes performed poorly in identifying PAH (PPV, 16.0% in VA hospitals and 36.0% in BMC). The addition of PAH-associated conditions to the algorithm modestly improved PPV. The best performing algorithm required ICD diagnosis codes, RHC codes, and PAH-specific therapy (VA hospitals: specificity, 97.1%; PPV, 70.0%; BMC: specificity, 95.0%; PPV, 86.0%).
interpretationThis set of validated algorithms to identify PAH in administrative data can be used by the PAH scientific and clinical community to enhance the reliability and value of research findings, to inform quality improvement initiatives, and ultimately to improve health for PAH patients.
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