Evidence map›Paper›PMID 39378179›Full record

ArticleDiabetes care2025

Effects of Adopting Preventive Drug Lists on Medication Costs and Disparities by Income Over 2 Years: A Natural Experiment for Translation in Diabetes (NEXT-D) Study.

Christine Y Lu, Stephanie Argetsinger, Matthew Lakoma, Fang Zhang, J Frank Wharam, Dennis Ross-Degnan

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 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. Zero Dollar Copay Pharmacy Benefit Decreases Healthcare Expenditures Among Members With Type 2 Diabetes of Blue Cross Blue Shield of Louisiana.Value in health : the journal of the International Society for Pharmacoeconomics and Outcomes Research · 2025
    Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

6 authors.

Christine Y LuDepartment of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA.
Stephanie ArgetsingerDepartment of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA.ORCID 0009-0009-0609-3811
Matthew LakomaDepartment of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA.
Fang ZhangDepartment of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA.
J Frank WharamDepartment of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA.
Dennis Ross-DegnanDepartment of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA.

Funding

Translational Research Core - Health Engagement & Action Translational (HEAT)P30DK092924 · NIDDK · KAISER FOUNDATION RESEARCH INSTITUTE · PI Alyce Sophia Adams, HILARY Kessler SELIGMAN · 2011 to 2026
$9.2M
CDC HHS 5U18DP006122NCCDPHP CDC HHS U18 DP006122NCCDPHP CDC HHS U18 DP006696NIDDK NIH HHS 1P30-DK092924NIDDK NIH HHS P30 DK092924
6 · The paper itself

Abstract

objectiveTo examine the association between preventive drug lists (PDLs) and changes in medication costs among patients with diabetes insured in commercial health plans over 2 follow-up years. RESEARCH DESIGN AND

methodsWe conducted a quasiexperimental study using the Optum deidentified Clinformatics Data Mart Database (January 2003 to December 2017). The intervention group included 5,582 patients with diabetes age 12-64 years switched by employers to PDL coverage; the control group included 5,582 matched patients whose employers offered no PDL. Outcomes included out-of-pocket costs, standardized costs, and 30-day fills for all medications because PDL-associated savings could be used to pay for medicines in other classes and for five therapeutic classes covered by the PDLs (oral diabetes medications, insulins, test strips, antihypertensive drugs, and lipid-lowering drugs).

resultsPre- to post-out-of-pocket spending for all medications declined by 29.7% in follow-up year 2 (95% CI -36.0, -23.4%) among PDL members relative to control individuals. Higher-income and lower-income PDL members experienced significant reductions in out-of-pocket spending for all medications in year 2 (30%) and for key therapeutic classes (range -23 to -67%). We found significant increases in use of key therapeutic classes in the overall population (range 8-15%) and in higher-income and lower-income PDL members (range 9-50%).

conclusionsPDLs offer an effective strategy for employers and insurers to lower member cost sharing and encourage increased use of important medications to prevent or manage chronic illnesses. For patients with diabetes, especially those with lower incomes, PDL coverage resulted in substantial and persistent reductions in out-of-pocket medication costs, medication use increases, and some increased use of more expensive products.

Indexed as

Diabetes MellitusDrug CostsHypoglycemic AgentsIncomeAdolescentAdultChildFemaleHealth ExpendituresHumansMaleMiddle AgedYoung AdultHypoglycemic Agents

Identifiers

PMID39378179
PMCPMC11870296

What OpenQuestion holds

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Read underepoch 390

Registered trials

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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.