Evidence map›Paper›PMID 42530965›Full record

ArticleThe Journal of international medical research2026

Causal relationship between aging-related biomarkers and osteoporosis: A bidirectional two-sample Mendelian randomization study.

Rui Xu, Yin Sun, Gui-Guo Xu, Hai-Bo Li, Hui Zhong, Zhi Peng, Sheng Lu

Abstract read
In one paragraph

Article in The Journal of international medical research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0cells of the map it votes in
0citing papers in PubMed
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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.

Rui XuDepartment of Orthopedics, The First People's Hospital of Yunnan Province & The Affiliated Hospital of Kunming University of Science and Technology, China.
Yin SunDepartment of Orthopedics, The First People's Hospital of Yunnan Province & The Affiliated Hospital of Kunming University of Science and Technology, China.
Gui-Guo XuDepartment of Orthopedics, The First People's Hospital of Yunnan Province & The Affiliated Hospital of Kunming University of Science and Technology, China.ORCID 0009-0002-7589-7628
Hai-Bo LiDepartment of Hand and Foot Microsurgery, Kunming Orthopedics Hospital, China.
Hui ZhongDepartment of Orthopedics, The First People's Hospital of Yunnan Province & The Affiliated Hospital of Kunming University of Science and Technology, China.
Zhi PengDepartment of Orthopedics, The First People's Hospital of Yunnan Province & The Affiliated Hospital of Kunming University of Science and Technology, China.ORCID 0000-0002-7567-0143
Sheng LuDepartment of Orthopedics, The First People's Hospital of Yunnan Province & The Affiliated Hospital of Kunming University of Science and Technology, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

ObjectiveThe potential causal role of molecular biomarkers of biological aging in osteoporosis remains uncertain. This study aimed to evaluate whether genetically predicted levels of aging-related traits are causally associated with the risk of osteoporosis.MethodsIn this study, we selected eight exposures: telomere length, mitochondrial DNA copy number, insulin-like growth factor 1 levels, DNA methylation PhenoAge acceleration, leucine, isoleucine, valine, and Dickkopf-related protein 1. A bidirectional two-sample Mendelian randomization analysis was conducted among the European population. The inverse-variance weighted method served as the primary analysis, complemented by Mendelian randomization-Egger, weighted median, mode-based methods, Cochran's Q test, the Mendelian randomization-Egger intercept, and leave-one-out analysis to assess robustness, heterogeneity, and pleiotropy.ResultsThe inverse-variance weighted analysis showed nominal associations (p

Indexed as

AgingBiomarkersOsteoporosisDNA MethylationDNA, MitochondrialHumansInsulin-Like Growth Factor IIntercellular Signaling Peptides and ProteinsMendelian Randomization AnalysisPolymorphism, Single NucleotideBiomarkersDKK1 protein, humanDNA, MitochondrialIGF1 protein, humanInsulin-Like Growth Factor IIntercellular Signaling Peptides and ProteinsAging-related biomarkersbidirectional two-sample Mendelian randomizationcausal associationEuropean populationosteoporosis

Identifiers

PMID42530965
PMCPMC13424525

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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.