Biological age acceleration, plasma proteomics, and incident arrhythmias in type 2 diabetes
To examine associations of biological age acceleration with incident arrhythmias in adults with type 2 diabetes and explore proteomic signatures and candidate mediators. We included 19,313 UK Biobank participants with type 2 diabetes and no recorded history of arrhythmia at baseline (mean age, 59.46 years; 60.49% men). Phenotypic age (PhenoAge) and the Klemera-Doubal method biological age (KDMAge) acceleration were derived as residuals from regression of biological age on chronological age. Incident arrhythmias were identified from linked hospital records. Multivariable Cox models estimated hazard ratios (HR) for incident arrhythmias and arrhythmia subtypes. In 1807 participants with proteomic data, protein-wide associations, enrichment analyses, LASSO selection, and mediation analyses were performed. During a median follow-up of 13.74 years, 2652 participants developed incident arrhythmia. Each 1-SD increase in PhenoAge acceleration was associated with higher arrhythmia risk (HR 1.20; 95% CI 1.14–1.27); the corresponding HR for KDMAge acceleration was 1.09 (95% CI 1.05–1.14). Compared with Q1, Q4 of PhenoAge and KDMAge acceleration had HRs of 1.57 (95% CI 1.39–1.76) and 1.24 (95% CI 1.11–1.38), respectively. PhenoAge acceleration showed consistent associations across arrhythmia subtypes. In a subset of 1807 participants with Olink plasma proteomic data, 2918 proteins were included in exploratory proteome-wide analyses. Proteomic analyses identified 1085 proteins associated with PhenoAge acceleration and 486 with KDMAge acceleration, enriched in immune, cell-adhesion, extracellular remodeling, complement, and coagulation pathways. Candidate statistical mediators included WFDC2, RELT, EFNA1, PLAUR, HAVCR1, and CHGB. Biological age acceleration, particularly PhenoAge acceleration, was associated with a higher risk of incident arrhythmia in adults with type 2 diabetes. Exploratory proteomic analyses identified associated proteins, enriched biological pathways, and candidate mediators, providing hypothesis-generating biological context for the observed associations.
Authors
- Dandan Zheng (ORCID: https://orcid.org/0000-0001-7878-400X)
- Zegui Huang (ORCID: https://orcid.org/0000-0001-6091-5964)
- Zekai Chen
- Weiqiang Wu
- Guanzhi Chen (ORCID: https://orcid.org/0009-0008-1763-118X)
- Ligang Ding
- Yubiao Wu
- Yan Yao
- Youren Chen
- Jing Lin
Institutions
- Sun Yat-sen University (CN)
- Chinese Academy of Medical Sciences & Peking Union Medical College (CN)
- Shantou University (CN)
- Shantou University Mental Health Center (CN)
- Sun Yat-sen Memorial Hospital (CN)
- Shantou University Medical College (CN)
- Second Affiliated Hospital of Shantou University Medical College (CN)
- Fu Wai Hospital (CN)
- Tianjin Medical University (CN)
Publication Details
- Journal
- Cardiovascular Diabetology
- Published
- 2026-11-02
- DOI
- https://doi.org/10.1186/s12933-026-03388-6
- Primary Topic
- Cardiac electrophysiology and arrhythmias
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- China Postdoctoral Science Foundation
- National Key Research and Development Program of China