ArticlePharmacoepidemiology and drug safety2025
TriNetX Dataworks-USA: Overview of a Multi-Purpose, De-Identified, Federated Electronic Health Record Real-World Data and Analytics Network and Comparison to the US Census.
Article in Pharmacoepidemiology and drug safety, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07399288 (Postherpetic Neuralgia After Herpes Zoster and Risk of Incident Dementia), which is not on this map. Cited by 37 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Postherpetic Neuralgia After Herpes Zoster and Risk of Incident Dementia: Real-World Evidence From an International Matched Cohort With Landmark Analysis
Who cites it
37 citing papers in PubMed.
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- Socioeconomic Disparities in Outcomes After Primary Total Hip Arthroplasty: A Propensity-Matched Multi-Institutional Study.Arthroplasty today · 2026Article
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- Potential preventive role of low-dose methotrexate against incident recorded psychosis: a retrospective cohort study based on electronic health records.EClinicalMedicine · 2026Article
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- Mortality, cardiovascular disease, and cancer in coeliac disease and dermatitis herpetiformis: a matched cohort study.Lancet regional health. Americas · 2026Article
- Childhood Sexual Abuse and Long-Term Risk of Self-Harm, Overdose, and Cardiovascular Disease.medRxiv : the preprint server for health sciences · 2026Article
- Psychiatric Risk in Chronic Spontaneous Urticaria: A Retrospective Cohort Study.Acta dermato-venereologica · 2026Article
- Comparative thromboembolic risk of romiplostim versus eltrombopag in immune thrombocytopenia: a propensity score-matched cohort study.Annals of hematology · 2026Article
- Venous thromboembolism and bleeding in advanced melanoma: a propensity-matched cohort analysis comparing first-line immunotherapy and targeted therapy.Research and practice in thrombosis and haemostasis · 2026Article
- Association of carotid revascularization with epilepsy and seizures in patients with carotid stenosis.Epilepsia · 2026Article
- Hospitalization, ICU admission, and mortality among diabetic patients with inflammatory bowel disease receiving SGLT-2 inhibitors: a retrospective cohort study from the global collaborative network.Annals of translational medicine · 2026Article
- Etomidate Is Associated with Higher 30-Day Mortality than Ketamine for Emergency Intubation of COVID-19 Patients: A Propensity-Matched Cohort Study.Journal of clinical medicine · 2026Article
- Administratively Defined Functional Vulnerability and Adverse Short-Term Outcomes in Older Adults Hospitalized with Crohn's Disease Flares: A Propensity-Matched Multicenter Cohort Study.Diseases (Basel, Switzerland) · 2026Article
Corrections and comments
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Authors and funding
5 authors.
Funding
Abstract
introductionMany clinical data networks often focus on a single use-case or disease. By contrast, the TriNetX Dataworks-USA Network contains real-world clinical information that can be applied to multiple research questions and use cases. The purpose of this study is to describe the Network's characteristics, as well as its generalizability to the US population, particularly the healthcare-seeking population.
methodsUsing the Dataworks-USA Network, a large, regularly updated data network containing de-identified patient electronic health record (EHR) information from across the United States, basic demographics were summarized and compared to the US Census Bureau International Database (IDB) 2022 data and the National Cancer Institute's version of the Census Bureau's U.S. County Population Data for 2022 to examine the generalizability of the Network.
resultsPatients in the Dataworks-USA Network are approximately 5 years older than the Census, and the Network has a larger proportion of female patients. The Network has a lower proportion of patients identified as Asian and White race, and a higher proportion who identify as other relative to the Census; other races are similar between the two data sources (< 1% difference). Regionally, Dataworks-USA has a smaller proportion of patients in all race categories compared with the Census due to the larger proportion of patients of Unknown or Other race.
conclusionsTriNetX's Dataworks-USA Network provides a robust data source for many use cases and is broadly generalizable to the US population, particularly the healthcare-seeking population, with differences related to the underlying nature of the data sources.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.