Growth differentiation factor-15 and the incidence, bidirectional progression, and risk prediction of atherosclerotic cardiovascular disease and metabolic dysfunction-associated steatotic liver disease in individuals with cardiovascular-kidney-metabo
BACKGROUND: Growth differentiation factor 15 (GDF-15) is a circulating biomarker reflecting oxidative stress, inflammation, and cellular aging. However, its role in disease risk assessment amongst individuals with cardiovascular-kidney-metabolic (CKM) syndrome stages 0-3 remains unclear. METHODS: This study included 29,697 UK Biobank participants with CKM stages 0-3 defined in accordance with the American Heart Association criteria. Associations of GDF-15 with metabolic, inflammatory and liver fibrosis markers and CKM stage were examined using linear or multinomial logistic regression models. Fine-Gray competing risk regression models were used to evaluate associations with incident atherosclerotic cardiovascular disease (ASCVD), metabolic dysfunction-associated steatotic liver disease (MASLD) and their comorbidity (coexistence of both conditions). Bidirectional disease transitions were assessed using a multi-state Markov model. The relative importance of GDF-15 was evaluated using SHapley Additive exPlanations (SHAP) and likelihood ratio (LR) statistics. Improvements in risk prediction models were assessed using time-dependent area under the receiver operating characteristic curve, Brier score, integrated discrimination improvement and continuous net reclassification improvement. RESULTS: ) after multivariable adjustment for age, sex, smoking status, body mass index, diabetes mellitus, glycated haemoglobin, systolic blood pressure, low-density lipoprotein cholesterol, high-density lipoprotein cholesterol, C-reactive protein, creatinine, estimated glomerular filtration rate, urinary albumin-to-creatinine ratio, cystatin C, Townsend deprivation index, physical activity, and CKM stage. These associations remained consistent across subgroup analyses. Multi-state analyses indicated that GDF-15 predicted bidirectional progression between ASCVD and MASLD, with 10-year cumulative incidences of ASCVD and MASLD reaching 15.75% and 2.03%, respectively, among individuals in the top 10% of GDF-15 levels, and further increasing to 20.05% and 2.32% in those in the top 5%. SHAP and LR analyses showed that GDF-15 had high relative importance in predicting ASCVD and MASLD. Incorporating GDF-15 into established risk scores (PREVENT, SCORE2, FLI, FIB-4 and ARPI) showed modest improvements in risk discrimination, reclassification, and prediction error, particularly for ASCVD. In several settings, GDF-15 outperformed established biomarkers, including insulin resistance, systemic inflammation, apolipoprotein A/B, lipoprotein(a), cardiac troponin I, and N-terminal prohormone of brain natriuretic peptide. CONCLUSIONS: GDF-15 may serve as a promising biomarker for cardiovascular-kidney-liver-metabolic syndrome risk stratification and management.
Authors
- Liwen Jiang (ORCID: https://orcid.org/0000-0002-7829-1472)
- Nan Luo (ORCID: https://orcid.org/0000-0003-4977-259X)
- Xuerui Tan (ORCID: https://orcid.org/0000-0002-4489-9498)
- Yequn Chen (ORCID: https://orcid.org/0009-0008-6425-3847)
- Youti Zhang
- Haoxian Tang (ORCID: https://orcid.org/0000-0002-4346-7159)
- Qinglong Yang
- Cuihong Tian (ORCID: https://orcid.org/0000-0002-3688-072X)
- Pan Chen (ORCID: https://orcid.org/0000-0003-0271-2725)
- Xiaojing Chen
- Hanyuan Lin
- Xuan Zhang (ORCID: https://orcid.org/0000-0003-4561-4172)
- Jingtao Huang (ORCID: https://orcid.org/0000-0003-4104-2402)
- Wenqi Chen
- Kunyao Liang (ORCID: https://orcid.org/0009-0000-6135-0790)
- Xueying Chen (ORCID: https://orcid.org/0009-0009-3462-6902)
- Xianghui Qiu (ORCID: https://orcid.org/0009-0008-8131-8622)
- Wenfeng Lin (ORCID: https://orcid.org/0009-0006-7444-3615)
- Jiabao Lai (ORCID: https://orcid.org/0009-0007-5574-0048)
- Zhuokai Xu (ORCID: https://orcid.org/0009-0000-1941-0120)
Institutions
- Shanxi Medical University (CN)
- Shantou University (CN)
- Shantou University Mental Health Center (CN)
- First Affiliated Hospital of Shantou University Medical College (CN)
- Shantou University Medical College (CN)
- Second Affiliated Hospital of Shantou University Medical College (CN)
- Peking University Shenzhen Hospital (CN)
- Jiangxi Institute Of Economic Administraors (CN)
- Shanxi Provincial People’s Hospital (CN)
- Fujian Agriculture and Forestry University (CN)
Publication Details
- Journal
- Cardiovascular Diabetology
- Published
- 2026-06-12
- DOI
- https://doi.org/10.1186/s12933-026-03243-8
- Primary Topic
- GDF15 and Related Biomarkers
- Type
- article
- Field-Weighted Citation Impact
- 0.00