Evidence map›Paper›PMID 41694510›Full record

ArticleFrontiers in public health2026

Medication adherence in hypertension and diabetes comorbidity: implications for disease control in a population-based study.

Yunyun Mei, Hui Zhang, Jingyou Miao, Xinyao Liu, Dingwan Chen, Minmin Jiang, Lilu Ding

Abstract read
In one paragraph

Article in Frontiers in public health, 2026. 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

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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. Article
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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

7 authors.

Yunyun Mei *Department of Epidemiology and Health Statistics, Hangzhou Medical College, Hangzhou, China.
Hui Zhang *Department of Epidemiology and Health Statistics, Hangzhou Medical College, Hangzhou, China.
Jingyou Miao *Department of Epidemiology and Health Statistics, Hangzhou Medical College, Hangzhou, China.
Xinyao LiuDepartment of Epidemiology and Health Statistics, Hangzhou Medical College, Hangzhou, China.
Dingwan ChenDepartment of Epidemiology and Health Statistics, Hangzhou Medical College, Hangzhou, China.
Minmin JiangShulan International Medical College, Zhejiang Shuren University, Hangzhou, China.
Lilu DingDepartment of Epidemiology and Health Statistics, Hangzhou Medical College, Hangzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Medication adherence is essential for effective hypertension management, yet its social and behavioral determinants remain incompletely understood. In particular, the influence of education and comorbid diabetes on adherence is unclear. Objectives: To examine factors associated with blood pressure control and medication adherence among patients with hypertension, with emphasis on nonlinear educational effects and subgroup differences by sex and comorbidity. Methods: Using a multistage random sampling design, we recruited 40,037 adults with physician-diagnosed hypertension across all 11 prefecture-level cities in Zhejiang. Participants were identified through electronic chronic disease registries and completed standardized questionnaires. Blood pressure control was defined according to national guidelines, and medication adherence was measured by self-reported consistent use of prescribed antihypertensive medication in the past 2 weeks. Multivariable logistic regression models were fitted to identify associated factors, and restricted cubic spline and quadratic models were applied to assess nonlinear education-adherence relationships. Results: Medication adherence strongly predicted hypertension control (aOR = 1.35, 95% CI: 1.25-1.46). Adherence was higher among patients with comorbid diabetes (aOR = 1.52, 95% CI: 1.39-1.66) and those with higher income, but declined at the highest education levels. Nonlinear analyses revealed inverted U-shaped associations, with thresholds around 4-8 years of schooling. These patterns differed by sex and comorbidity status. Conclusion: Education exerts threshold-dependent effects on adherence, modified by sex and diabetes comorbidity. By uncovering nonlinear and subgroup-specific patterns, this study extends prior evidence and underscores the need for tailored interventions to reduce disparities in hypertension management.

Indexed as

Antihypertensive AgentsDiabetes MellitusDrug MonitoringHypertensionAdultAgedChinaComorbidityEducational StatusFemaleHumansMaleMiddle AgedSurveys and QuestionnairesAntihypertensive Agentsblood pressure controldiabetes comorbidityeducationhypertensionmedication adherence

Identifiers

PMID41694510
PMCPMC12901457

What OpenQuestion holds

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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.