Evidence map›Paper›PMID 39909722›Full record

ArticlePharmacoepidemiology and drug safety2025

The Healthcare Integrated Research Database (HIRD) as a Real-World Data Source for Pharmacoepidemiologic Research.

John J Barron, Vincent J Willey, Brett T Doherty, Ozgur Tunceli, Craig R Waltz, Michael Grabner, Daniel C Beachler, Stephan Lanes, Mark J Cziraky

Abstract read
In one paragraph

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. Cited by 11 papers.

0numbers the graph read from it
0cells of the map it votes in
11citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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.

2 · The registry

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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

11 citing papers in PubMed.

  1. Observational
  2. Article
  3. Article
  4. Article
  5. Article
  6. Article
  7. Review
  8. Article
  9. Real-World Effectiveness of Tirzepatide versus Semaglutide on HbA1c and Weight in Patients with Type 2 Diabetes.Diabetes therapy : research, treatment and education of diabetes and related disorders · 2025
    Article
  10. Article
  11. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

John J BarronCarelon Research, Wilmington, Delaware, USA.
Vincent J WilleyCarelon Research, Wilmington, Delaware, USA.
Brett T DohertyCarelon Research, Wilmington, Delaware, USA.
Ozgur TunceliCarelon Research, Wilmington, Delaware, USA.
Craig R WaltzCarelon Research, Wilmington, Delaware, USA.
Michael GrabnerCarelon Research, Wilmington, Delaware, USA.
Daniel C BeachlerCarelon Research, Wilmington, Delaware, USA.ORCID 0000-0003-2788-3061
Stephan LanesCarelon Research, Wilmington, Delaware, USA.
Mark J CzirakyCarelon Research, Wilmington, Delaware, USA.

Funding

Carelon Research Inc.
6 · The paper itself

Abstract

BACKGROUND AND

methodsThe Healthcare Integrated Research Database (HIRD) is a large, comprehensive real-world data (RWD) source for health-related research. Demographic and healthcare-related characteristics of individuals are sourced from routinely updated RWD. The HIRD includes health insurance claims and other health-related information for individuals enrolled in health insurance plans offered or managed by Elevance Health and has been utilized for research for almost two decades. Individuals in the HIRD reside throughout the United States. Data in the HIRD have been available since January 2006, and are updated monthly.

resultsAs of July 2024, the researchable population of the HIRD included over 91 million individuals with medical benefits, and over 24 million individuals were actively enrolled. The median age of individuals in the HIRD is 36 years (interquartile range [IQR]: 22, 54), and 50% of individuals in the HIRD are female. The median duration of continuous enrollment in the HIRD is 2.0 years (IQR: 0.8, 4.7). For those actively enrolled, the median duration of continuous enrollment is 3.8 years (IQR: 1.7, 8.3). Other important characteristics of the HIRD include the ability to trace data back to their source, support both deterministic and probabilistic linkage with external data sources, and link family members within health plans.

conclusionsThe HIRD has been a trusted resource to generate real-world evidence for a variety of health-related research, including regulatory-required safety studies, comparative effectiveness studies, and health economics and outcomes research.

Indexed as

Databases, FactualPharmacoepidemiologyAdolescentAdultFemaleHumansInformation SourcesInsurance, HealthMaleMiddle AgedUnited StatesYoung AdultCarelonclaimsdatabaseEHRElevance HealthHealthcare Integrated Research DatabaseHIRDreal‐world datareal‐world evidenceSDoH

Identifiers

PMID39909722
PMCPMC11798679

What OpenQuestion holds

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LicenceCC BY
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Registered trials

None linked

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.