Evidence map›Paper›PMID 42698728›Full record

ArticleFrontiers in nutrition2026

Frailty, social disconnection, metabolomic signatures, and incident peripheral artery disease in type 2 diabetes: a prospective cohort study.

Li Zhao, Xinrui Xue, Tianjiao Li, Chunyan Tang, Shuang Li, Zhen Tan, Wei Yan, Mao Ye, Xiaoping Li, Lei Liu and 1 more

Abstract read
In one paragraph

Article in Frontiers in nutrition, 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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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

11 authors.

Li Zhao *Emergency Intensive Care Unit, Suining Central Hospital, Suining, Sichuan, China.
Xinrui Xue *Department of Cardiology, Suining Central Hospital, Suining, Sichuan, China.
Tianjiao Li *Department of Ultrasound, Suining Central Hospital, Suining, Sichuan, China.
Chunyan Tang *Department of Radiology, Suining Central Hospital, Suining, Sichuan, China.
Shuang LiDepartment of Cardiology, Suining Central Hospital, Suining, Sichuan, China.
Zhen TanDepartment of Cardiology, Suining Central Hospital, Suining, Sichuan, China.
Wei YanDepartment of Cardiology, Suining Central Hospital, Suining, Sichuan, China.
Mao YeDepartment of Cardiology, Suining Central Hospital, Suining, Sichuan, China.
Xiaoping LiDepartment of Cardiology, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, Sichuan, China.
Lei Liu *Department of Cardiology, Suining Central Hospital, Suining, Sichuan, China.
Hongqiang Ren *Department of Cardiology, Suining Central Hospital, Suining, Sichuan, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Frailty and social disconnection may increase vascular risk in type 2 diabetes mellitus (T2DM), but their associations with peripheral artery disease (PAD) and related metabolic pathways remain unclear. Methods: This secondary analysis of prospectively collected data from the UK Biobank included 22,582 participants with T2DM and without PAD at baseline. Frailty was defined using an adapted Fried phenotype, and social disconnection was assessed using measures of loneliness and social isolation. Cox proportional hazards models examined their separate and joint associations with incident PAD. Among 21,986 participants with nuclear magnetic resonance (NMR) metabolomic data, exposure-specific metabolomic risk scores (MRSs) were developed using least absolute shrinkage and selection operator Cox (LASSO-Cox) regression in a 70% training set and evaluated in a 30% validation set. Exploratory mediation analyses were performed in the validation set. Extreme gradient boosting (XGBoost) models with Shapley additive explanations (SHAP) were used to explore predictive patterns. Results: During a mean follow-up of 14.43 years, 1,873 incident PAD cases occurred. In the mutually adjusted model, loneliness [hazard ratio (HR), 1.19; 95% confidence interval (CI), 1.03-1.38], social isolation (HR, 1.24; 95% CI, 1.10-1.41), pre-frailty (HR, 1.22; 95% CI, 1.10-1.36), and frailty (HR, 2.02; 95% CI, 1.75-2.34) remained associated with incident PAD. Participants with frailty and either loneliness or social isolation had the highest PAD risk. In the validation set, the frailty-, loneliness-, and social isolation-related metabolomic risk scores were associated with incident PAD, with HRs per standard deviation increase of 1.22 (95% CI, 1.11-1.34), 1.23 (95% CI, 1.12-1.34), and 1.22 (95% CI, 1.11-1.33), respectively. Exploratory mediation analyses indicated that these scores statistically accounted for 16.6, 20.4, and 22.6% of the corresponding associations with PAD, respectively. Conclusion: Frailty, loneliness, and social isolation remained associated with incident PAD after mutual adjustment among individuals with T2DM. Training-derived metabolomic scores were associated with PAD in the validation set and statistically accounted for modest proportions of these associations. These findings support the potential relevance of physical vulnerability and social disconnection to PAD risk, while the metabolomic findings require external validation.

Indexed as

frailtylonelinessmetabolomicsperipheral artery diseasesocial isolationtype 2 diabetesvascular risk

Identifiers

PMID42698728
PMCPMC13541745

What Socratic holds

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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 Socratic graph.