Evidence map›Paper›PMID 42227951›Full record

ArticleDiabetes care2026

Progression to Diabetes by Adults With Prediabetes Who Use the National Diabetes Prevention Program: A Natural Experiment.

Anna Chorniy, Andrew L Owen, Raymond H Kang, Manisha Cherupally, David T Liss, Dustin D French, Cassandra Aikman, Sterling A Harris, Ronald T Ackermann

Abstract read
In one paragraph

Article in Diabetes care, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

9 authors.

Anna ChorniyDepartment of Medical Social Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL.
Andrew L OwenInstitute for Public Health and Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL.
Raymond H KangInstitute for Public Health and Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL.
Manisha CherupallyInstitute for Public Health and Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL.
David T LissInstitute for Public Health and Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL.ORCID 0000-0001-5505-2922
Dustin D FrenchInstitute for Public Health and Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL.
Cassandra AikmanInstitute for Public Health and Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL.
Sterling A HarrisInstitute for Public Health and Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL.
Ronald T AckermannInstitute for Public Health and Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL.ORCID 0000-0002-4006-0070

Funding

Research Design, Data, and Analytics CoreP30DK092949 · NIDDK · UNIVERSITY OF CHICAGO · PI MILDA Renne SAUNDERS · 2011 to 2026
$10.0M
Health and Economic Impacts of Coverage Requirements and Health System-Community Coordination for Diabetes PreventionR18DK110741 · NIDDK · NORTHWESTERN UNIVERSITY AT CHICAGO · PI ACKERMANN, RONALD T. · 2017 to 2021
$2.7M
Outcomes for Children with Asthma on Medicaid: Elucidating Key Determinants at the Policy, Plan, Neighborhood, and Person Levels to Address Disparities.K01HL163457 · NHLBI · NORTHWESTERN UNIVERSITY AT CHICAGO · PI Anna Chorniy · 2022 to 2026
$911k
National Institute for Diabetes and Digestive and Kidney Diseases P30 DK092949National Institutes of Health, National Institute for Diabetes and Digestive and Kidney Diseases R18 DK110741NHLBI NIH HHS K01 HL163457NIDDK NIH HHS P30 DK092949NIDDK NIH HHS R18 DK110741
6 · The paper itself

Abstract

objectiveThe U.S. National Diabetes Prevention Program (NDPP) is an intensive lifestyle intervention to prevent type 2 diabetes, but its real-world effectiveness is unclear. We estimated NDPP's effectiveness to prevent diabetes among insured, high-risk adults. RESEARCH DESIGN AND

methodsThis comparative cohort study included privately insured adults enrolled in 5,714 health plans spanning all 50 states who had medical claims between 2015 and 2019 indicating diagnosed prediabetes, followed by at least one procedure code indicating engagement in some form of lifestyle treatment. Each patient was classified as NDPP treated (at least one NDPP claim) or NDPP untreated (at least one claim for lower-intensity services only). In the same quarter when each patient became eligible, we calculated the proportion of others in the same health plan who participated in NDPP. We used this variable, reflecting the intensity of external encouragement to start NDPP, as an instrumental variable (IV) to estimate differences in diabetes progression after NDPP treatment, while adjusting for individual risk factors.

resultsAmong 3.73 million adults with diagnosed prediabetes, 245,896 had at least one claim for lifestyle treatment, of whom 27,703 (11.3%) were NDPP treated. NDPP-treated patients were more often women, aged <55 years, and less likely to live in low-poverty zip codes. With IV estimation, for every 100 adults participating in NDPP rather than in lower-intensity services, there were 1.94 (95% CI 1.44-2.44) and 1.58 (95% CI 0.76-2.39) fewer cases of diabetes at 12 and 24 months, respectively.

conclusionsFor privately insured adults with prediabetes, using NDPP was associated with lower progression to diabetes over 1-2 years.

Indexed as

Diabetes Mellitus, Type 2Prediabetic StateAdultAgedCohort StudiesDisease ProgressionFemaleHumansLife StyleMaleMiddle AgedUnited States

Identifiers

PMID42227951
PMCPMC13271827

What Socratic 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 Socratic graph.