Evidence map›Paper›PMID 40760383›Full record

ArticleJournal of general internal medicine2026

Fill Patterns of Glucose-Lowering Drugs with Cardiovascular and Kidney Benefits in the Rural and Urban United States, 2012-2021.

Kyle Steiger, Kavya Sindhu Swarna, Jeph Herrin, Rozalina G McCoy

Abstract readPeriodical Index
In one paragraph

Article in Journal of general internal medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed, 1 pooled it
–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

2 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. 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

4 authors.

Kyle SteigerInternal Medicine Residency, Mayo Clinic, Rochester, MN, USA.
Kavya Sindhu SwarnaRobert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN, USA.
Jeph HerrinSection of Cardiovascular Medicine, Yale School of Medicine, New Haven, CT, USA.
Rozalina G McCoyOptumLabs, Eden Prairie, MN, USA. Rozalina.McCoy@som.umaryland.edu.ORCID 0000-0002-2289-3183

Funding

Predicting the Risk of Severe Hypoglycemic and Hyperglycemic Events in Adults with DiabetesK23DK114497 · NIDDK · MAYO CLINIC ROCHESTER · PI MCCOY, ROZALINA GRUBINA · 2017 to 2021
$846k
NIDDK NIH HHS K23 DK114497NIDDK NIH HHS K23DK114497
6 · The paper itself

Abstract

backgroundGlucagon-like peptide-1 receptor agonists (GLP1RA) and sodium-glucose cotransporter-2 inhibitors (SGLT2i) improve cardiovascular and kidney outcomes, but accessibility concerns persist. Whether access is worse in rural communities is unknown.

objectiveTo examine fills of GLP1RA/SGLT2i by adults with type 2 diabetes in rural and urban US counties.

designCross-sectional use claims from OptumLabs® Data Warehouse, 2012-2021. PATIENTS: Adults with type 2 diabetes. MAIN MEASURES: We examined rates and odds of fills of GLP1RA or SGLT2i, adjusting for time period, age, sex, presence of cardiorenal comorbidities (heart failure [HF], atherosclerotic cardiovascular disease [ASCVD], chronic kidney disease stages 3-4 [CKD]), and rurality. KEY

resultsThe study included 2,579,577 adults with type 2 diabetes (mean age 63.9; 49.6% female). Compared to 2012-2015, fills of GLP1RA/SGLT2i increased in 2016-2018 (OR 2.49; 95% CI 2.47-2.52) and 2019-2021 (OR 4.35; 95% CI 4.30-4.39). By 2019-2021, the percentages of patients filling GLP1RA/SGLT2i in cities, small towns, and remote areas were 18.8%, 18.8%, and 17.4%, respectively. Small town residents had higher odds of fills than those in cities (OR 1.05; 95% CI 1.04-1.06). Older age was associated with lower fill rates; compared to 18-44 year olds, odds for those 45-64 years were OR 0.88 (95% CI 0.87-0.89), 65-74 years: OR 0.48 (95% CI 0.47-0.48), and ≥ 75 years: OR 0.17 (95% CI 0.17-0.18). Men were less likely to fill GLP1RA/SGLT2i than women (OR 0.91; 95% CI 0.90-0.92). Presence of ASCVD and CKD were associated with greater odds of filling GLP1RA/SGLT2i (OR 1.03 [95% CI 1.01-1.05] and OR 1.12 [95% CI 1.10-1.14], respectively), while HF was associated with lower odds (OR 0.86 [95% CI 0.85-0.88]).

conclusionsGLP1RA and SGLT2i fills increased over time but remained low overall. They were filled more often by younger people, women, those with ASCVD or CKD (but not with HF), and in small towns.

Indexed as

Cardiovascular DiseasesDiabetes Mellitus, Type 2Glucagon-Like Peptide-1 Receptor AgonistsHypoglycemic AgentsRural PopulationSodium-Glucose Transporter 2 InhibitorsUrban PopulationAdultAgedCross-Sectional StudiesFemaleHumansMaleMiddle AgedUnited StatesGlucagon-Like Peptide-1 Receptor AgonistsHypoglycemic AgentsSodium-Glucose Transporter 2 InhibitorsCardiovascular diseaseChronic kidney diseaseGlucagon-like peptideHeart failureSodium/glucose cotransporter-2

Identifiers

PMID40760383
PMCPMC12855668

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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.