Evidence map›Paper›PMID 42699226›Full record

ArticleGlobal health research and policy2026

Associations between continuous health examinations and trajectories of comorbidity of chronic disease: Evidence from a nationwide longitudinal study of middle-aged and older adults in China.

Yizhou Ao, Jing Wang, Dan Han, Sangsang Li, Shiping Gu, Xinnan Du, Yixuan Zhong

Abstract read
In one paragraph

Article in Global health research and policy, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Yizhou AoDepartment of Health Management, School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430030, China.
Jing WangDepartment of Health Management, School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430030, China.
Dan HanDepartment of Health Management, School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430030, China.
Sangsang LiDepartment of Health Management, School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430030, China.
Shiping GuDepartment of Health Management, School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430030, China.
Xinnan DuDepartment of Health Management, School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430030, China.
Yixuan ZhongDepartment of Health Management, School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430030, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: As population aging accelerates, the escalating prevalence of comorbidity of chronic diseases (CCD) necessitates evidence-based preventive strategies. This study aims to examine associations between continuous participation in health examinations and the long-term CCD trajectories among Chinese adults aged 45 and older, providing evidence to optimize targeted prevention. Methods: This study used data from four waves of China Health and Retirement Longitudinal Study (CHARLS), specifically 2013, 2015, 2018, and 2020. Latent class growth analysis was used to classify trajectories of CCD. Chi-square tests and multivariate logistic regression were conducted to examine the relationship between CCD and health examination behaviors. A regression discontinuity design was also implemented to assess the impact of China's free health examination policy. Results: A total of 12,510 participants data were categorized into six latent classes. In the unadjusted model, continuous health examination participants were significantly more likely to be classified into the Health Risk (Relative risk ratio (RRR) = 2.249; 95% CI: 1.780-2.842) and Multiple Chronic Diseases Worsening groups (RRR = 7.124; 95% CI: 5.454-9.305) compared to non-participants. After adjusting for baseline burden, individuals with a low baseline burden who participated in health examination had a lower likelihood of unfavorable CCD trajectories (RRR = 0.456; 95% CI: 0.278-0.748; Conclusions: Continuous health examinations are significantly associated with CCD trajectories. However, their effectiveness remains moderated by baseline disease burden. The current free health examination policy effectively fosters CCD management, yet this association is contingent upon age and socioeconomic determinants. The extension of eligibility to individuals below 65 could maximize the potential for early chronic disease control. This may also serve as a valuable blueprint for other low- and middle-income countries for optimizing cost-effectiveness of their preventive healthcare systems before populations age into high-burden morbidity.

Indexed as

ComorbidityPhysical ExaminationAgedChinaChronic DiseaseFemaleHumansLongitudinal StudiesMaleMiddle AgedCHARLSChinaChronic disease comorbidityHealth ExaminationsLatent class growth analysis

Identifiers

PMID42699226
PMCPMC13544087

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.