Evidence map›Paper›PMID 41495056›Full record

Articlenpj aging2026

Integrating menopause duration and plasma metabolomics enhances cardiovascular risk stratification in aging women.

Qi Wang, Bo Xie, Chunying Fu, Meiling Li, Xiaoyi Wang, Nipun Shrestha, Salim S Virani, Shiva Raj Mishra, Dongshan Zhu

Abstract read
In one paragraph

Article in npj aging, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

9 authors.

Qi Wang *Department of Epidemiology, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, China.
Bo Xie *Department of Epidemiology, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, China.
Chunying FuDepartment of Epidemiology, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, China.
Meiling LiMedical School of Liaocheng University, Liaocheng, China.
Xiaoyi WangDepartment of Epidemiology, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, China.
Nipun ShresthaHealth Evidence Synthesis, Recommendations and Impact (HESRI), School of Public Health, The University of Adelaide, Adelaide, SA, Australia.
Salim S ViraniThe Aga Khan University, Karachi, Pakistan.
Shiva Raj MishraSchool of Medicine, Western Sydney University, Sydney, NSW, Australia.
Dongshan ZhuDepartment of Epidemiology, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, China. dongshan.zhu@uq.net.au.

Funding

National Natural Science Foundation of China 82273702
6 · The paper itself

Abstract

Menopause-related metabolic remodeling may contribute to the excess cardiovascular disease (CVD) burden in aging women, yet the longitudinal metabolic correlates of time since menopause (TSM) and their prognostic value are unclear. In this prospective analysis of 67,582 postmenopausal women without baseline CVD from the UK Biobank, we profiled 251 plasma metabolites by nuclear magnetic resonance and followed participants for a median 13.7 years (8313 incident CVD events). Elastic net regression identified a 95‑metabolite TSM-associated metabolomic signature (Spearman r with TSM = 0.29). In multivariable Cox models, each 5-year increment in TSM (HR 1.14, 95% CI 1.11-1.16) and each 1-standard deviation increases in the metabolomic signature (HR 1.18, 95% CI 1.15-1.21) were independently associated with higher composite CVD risk, with consistent associations across myocardial infarction, ischemic heart disease, atrial fibrillation, heart failure and stroke. Mendelian randomization supported potential causal roles for 29 of the signature metabolites in CVD. Adding TSM or the metabolomic signature to SCORE2 improved 10‑year risk discrimination (area under the curve 0.584 to 0.657 and 0.660, respectively) and reclassification (net reclassification improvement +0.027 and +1.043). These findings implicate cumulative postmenopausal metabolic alterations in vascular risk and support metabolomic enhancement of risk stratification in postmenopausal women.

Identifiers

PMID41495056
PMCPMC12876863

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
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 Socratic graph.