Evidence map›Paper›PMID 41496809›Full record

ArticleSports medicine and health science2025

Causal inference between physical activity and chronic diseases: Insights from a two-sample Mendelian randomization study.

Peng Qiu, Junyu Wu, Min Li, Zhiguang Zhao, Qirong Wang

Abstract read
In one paragraph

Article in Sports medicine and health science, 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. Special Issue "Understanding Sports-Related Health Issues, 2nd Edition".Journal of functional morphology and kinesiology · 2025
    Article
  2. Review
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

5 authors.

Peng QiuDepartment of Rehabilitation Medicine, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang Province, China.
Junyu WuSchool of Physical Education, Shanghai University of Sport, Shanghai, China.
Min LiCollege of Exercise Scinence, Beijing Sport University, Beijing, China.
Zhiguang ZhaoSports Nutrition Center, National Institute of Sports Medicine, Beijing, China.
Qirong WangSports Nutrition Center, National Institute of Sports Medicine, Beijing, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Chronic diseases are major causes of global death and disability, significantly impacting individual health and imposing economic burdens. This study aims to investigate the causal relationship between physical activity (PA) and the development of chronic diseases. Using a Mendelian randomization (MR) approach, we incorporated average PA and its subtypes (more than 450 ​000 participants) as exposure measures and eight chronic diseases as outcome measures. Data were obtained from the European Genome-Wide Association Study (GWAS). The primary causal analysis technique employed was the inverse variance weighting (IVW) method, with MR-Egger, weighted median, weighted mode, and simple mode used to validate the results. Sensitivity analyses were performed to assess heterogeneity and pleiotropy. The IVW approach results show that vigorous physical activity (VPA) is associated with a modest reduction in the risk of major coronary heart disease (

Indexed as

Causal inferenceChronic diseasesMajor coronary heart diseaseMendelian randomizationPhysical activity

Identifiers

PMID41496809
PMCPMC12766197

What OpenQuestion holds

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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.