Evidence map›Paper›PMID 40202527›Full record

ArticleDiabetes care2025

Association of Patient Cost Sharing With Adherence to GLP-1RA and Adverse Health Outcomes.

Donglan Zhang, Nihan Gencerliler, Amrita Mukhopadhyay, Saul Blecker, Morgan E Grams, Davene R Wright, Vivian Hsing-Chun Wang, Anand Rajan, Eisha Butt, Jung-Im Shin and 3 more

Abstract read
In one paragraph

Article in Diabetes care, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
13citing 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

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

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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

13 authors.

Donglan ZhangCenter for Population Health and Health Services Research, Department of Foundations of Medicine, New York University Grossman Long Island School of Medicine, Mineola, NY.ORCID 0000-0001-5225-4721
Nihan GencerlilerCenter for Population Health and Health Services Research, Department of Foundations of Medicine, New York University Grossman Long Island School of Medicine, Mineola, NY.
Amrita MukhopadhyayLeon H. Charney Division of Cardiology, Department of Medicine, New York University Grossman School of Medicine, New York, NY.
Saul BleckerDepartment of Population Health, New York University Grossman School of Medicine, New York, NY.
Morgan E GramsDepartment of Population Health, New York University Grossman School of Medicine, New York, NY.ORCID 0000-0002-4430-6023
Davene R WrightDepartment of Population Medicine, Harvard Medical School and Harvard Pilgrim Healthcare Institute, Boston, MA.
Vivian Hsing-Chun WangCenter for Population Health and Health Services Research, Department of Foundations of Medicine, New York University Grossman Long Island School of Medicine, Mineola, NY.ORCID 0000-0002-5638-204X
Anand RajanCenter for Population Health and Health Services Research, Department of Foundations of Medicine, New York University Grossman Long Island School of Medicine, Mineola, NY.
Eisha ButtCenter for Population Health and Health Services Research, Department of Foundations of Medicine, New York University Grossman Long Island School of Medicine, Mineola, NY.
Jung-Im ShinDepartment of Epidemiology, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD.ORCID 0000-0003-0374-6927
Yunwen XuDepartment of Epidemiology, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD.ORCID 0000-0002-5946-2272
Karan R ChhabraDepartment of Population Health, New York University Grossman School of Medicine, New York, NY.
Jasmin DiversCenter for Population Health and Health Services Research, Department of Foundations of Medicine, New York University Grossman Long Island School of Medicine, Mineola, NY.

Funding

Using machine learning and causal inference approaches to investigate disparities in Alzheimer’s disease and related dementias outcomesR01MD013886 · NIMHD · UNIVERSITY OF GEORGIA · PI ZHANG, DONGLAN · 2019 to 2022
$2.4M
Challenges to Guideline-Recommended Diabetes Care in the United StatesR01DK139324 · NIDDK · JOHNS HOPKINS UNIVERSITY · PI Jung-Im Shin · 2025 to 2026
$1.4M
Impact of Restrictive Drug Coverage Policies on Heart Failure CareK23HL171636 · NHLBI · NEW YORK UNIVERSITY SCHOOL OF MEDICINE · PI Amrita Mukhopadhyay · 2024 to 2026
$597k
Doucette Innovation FundNHLBI NIH HHS K23 HL171636NIDDK NIH HHS R01 DK139324NIMHD NIH HHS R01 MD013886
6 · The paper itself

Abstract

objectiveTo examine the associations between patient out-of-pocket (OOP) costs and nonadherence to glucagon-like peptide 1 receptor agonists (GLP-1RA), and the consequent impact on adverse outcomes, including hospitalizations and emergency department (ED) visits. RESEARCH DESIGN AND

methodsThis retrospective cohort study used MarketScan Commercial data (2016-2021). The cohort included nonpregnant adults aged 18-64 years with type 2 diabetes who initiated GLP-1RA therapy. Participants were continuously enrolled in the same private insurance plan for 6 months before the prescription date and 1 year thereafter. Exposures included average first 30-day OOP costs for GLP-1RA, categorized into quartiles (lowest [Q1] to highest [Q4]). Primary outcomes were the annual proportion of days covered (PDC) for GLP-1RA and nonadherence, defined as PDC <0.8. Secondary outcomes included diabetes-related and all-cause hospitalizations and ED visits 1 year after GLP-1RA initiation.

resultsAmong 61,907 adults who initiated GLP-1RA, higher 30-day OOP costs were associated with decreased adherence. Patients in the highest OOP cost quartile (Q4: $80-$3,375) had significantly higher odds of nonadherence (odds ratio [OR] 1.25; 95% CI 1.19-1.31) compared with those in Q1 ($0-$21). Nonadherence was linked to increased incidence rates of diabetes-related hospitalizations or ED visits (incidence rate ratio [IRR] 1.86; 95% CI 1.43-2.42), cumulative length of hospitalization (IRR 1.56; 95% CI 1.41-1.72), all-cause ED visits (IRR 1.38; 95% CI 1.32-1.45), and increased ED-related costs ($69.81, 95% CI $53.54-$86.08).

conclusionsHigher OOP costs for GLP-1RA were associated with reduced adherence and increased rates of adverse outcomes among patients with type 2 diabetes.

Indexed as

Cost SharingDiabetes Mellitus, Type 2Glucagon-Like Peptide-1 Receptor AgonistsHypoglycemic AgentsAdolescentAdultEmergency Service, HospitalFemaleHospitalizationHumansMaleMiddle AgedRetrospective StudiesYoung AdultGlucagon-Like Peptide-1 Receptor AgonistsHypoglycemic Agents

Identifiers

PMID40202527
PMCPMC13053885

What OpenQuestion holds

Textmetadata
Read underepoch 390

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.