Evidence map›Paper›PMID 40041284›Full record

ArticleFrontiers in endocrinology2025

Causal inference study of plasma proteins and blood metabolites mediating the effect of obesity-related indicators on osteoporosis.

Maomao Huang, Fei Xing, Yue Hu, Fuhua Sun, Chi Zhang, Zhangyu Xv, Yue Yang, Qi Deng, Ronglan Shi, Lei Li and 4 more

Abstract read
In one paragraph

Article in Frontiers in endocrinology, 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. 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

14 authors.

Maomao HuangRehabilitation Medicine Department, The Affiliated Hospital Of Southwest Medical University, Luzhou, China.
Fei XingRehabilitation Medicine Department, The Affiliated Hospital Of Southwest Medical University, Luzhou, China.
Yue HuRehabilitation Medicine Department, The Affiliated Hospital Of Southwest Medical University, Luzhou, China.
Fuhua SunRehabilitation Medicine Department, The Affiliated Hospital Of Southwest Medical University, Luzhou, China.
Chi ZhangRehabilitation Medicine Department, The Affiliated Hospital Of Southwest Medical University, Luzhou, China.
Zhangyu XvRehabilitation Medicine Department, The Affiliated Hospital Of Southwest Medical University, Luzhou, China.
Yue YangRehabilitation Medicine Department, The Affiliated Hospital Of Southwest Medical University, Luzhou, China.
Qi DengRehabilitation Medicine Department, The Affiliated Hospital Of Southwest Medical University, Luzhou, China.
Ronglan ShiRehabilitation Medicine Department, The Affiliated Hospital Of Southwest Medical University, Luzhou, China.
Lei LiRehabilitation Medicine Department, The Affiliated Hospital Of Southwest Medical University, Luzhou, China.
Jiayi ZhuRehabilitation Medicine Department, The Affiliated Hospital Of Southwest Medical University, Luzhou, China.
Fangyuan XuRehabilitation Medicine Department, The Affiliated Hospital Of Southwest Medical University, Luzhou, China.
Dan LiRehabilitation Medicine Department, The Affiliated Hospital Of Southwest Medical University, Luzhou, China.
Jianxiong WangRehabilitation Medicine Department, The Affiliated Hospital Of Southwest Medical University, Luzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Osteoporosis and obesity are both major global public health problems. Observational studies have found that osteoporosis might be related to obesity. Mendelian randomization (MR) analysis could overcome the limitations of observational studies in assessing causal relationships. Objective: This study aims to evaluate the causal potential relationship between obesity-related indicators and osteoporosis by using a two-sample MR analysis and to identify potential mediators. Method: A total of 53 obesity-related indicators, 3,282 plasma protein lists, and 452 blood metabolite lists were downloaded from the public data set as instrumental variables, and the osteoporosis GWAS data of the MRC IEU Open GWAS database was used as the outcome indicators. Using two-sample univariate MR, multivariate MR, and intermediate MR, the causal relationship and mediating factors between obesity-related indicators and osteoporosis were identified. Results: The IVW model results show that 31 obesity-related indicators may have a significant causal relationship with osteoporosis ( Conclusion: Obesity may confer a protective effect against osteoporosis, potentially mediated by EHMT2 in plasma proteins and alanine in blood metabolites. Further empirical research is required to fully elucidate the mechanisms behind the influence of obesity on osteoporosis. Interventions on obesity-related factors to reduce the risk of osteoporosis while controlling other adverse effects associated with obesity may require further research.

Indexed as

BiomarkersBlood ProteinsObesityOsteoporosisFemaleGenome-Wide Association StudyHumansMaleMendelian Randomization AnalysisRisk FactorsBiomarkersBlood Proteinsblood metabolitesmendelian analysisobesity-related indicatorsosteoporosisplasma proteins

Identifiers

PMID40041284
PMCPMC11876022

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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.