Association of various insulin resistance surrogate indices with aging acceleration and future risk of cardiovascular disease in individuals with cardiovascular-kidney-metabolic syndrome stages 0-3: insights from CHARLS 2011-2020 data.
Han S, Liu Q, et al. • Cardiovascular diabetology • 2026
Multiple insulin resistance surrogate indices independently predict cardiovascular disease in CKM syndrome stages 0-3, with biological aging acceleration mediating 1.3-16.4% of the IR-CVD association.
Key Findings
Results
19.5% of participants with CKM syndrome stages 0-3 developed new-onset CVD over the study period.
1231 of 6318 participants developed new-onset CVD
Participants were drawn from the China Health and Retirement Longitudinal Study (CHARLS) 2011-2020
The study was a prospective analysis
Participants were restricted to CKM syndrome stages 0-3
Results
All twelve insulin resistance surrogates demonstrated significant associations with CVD risk in CKM stages 0-3.
Twelve IR surrogates were evaluated in relation to incident CVD
Elevated TyG-derived indices, METS-IR, CTI, and TG/HDL-C showed positive associations with CVD
eGDR exhibited an inverse relationship with CVD risk
All associations reached statistical significance with P-trend < 0.05
Multivariable-adjusted logistic regression, restricted cubic splines (RCS), and quantile-based models were used
Results
Nonlinear relationships between IR surrogates and CVD risk were identified for METS-IR, CTI, and eGDR.
METS-IR, CTI, and eGDR specifically showed nonlinear patterns
Other TyG-derived indices and TG/HDL-C showed linear associations by implication
Results
Significant modification effects on the IR-CVD association were observed by biological aging acceleration, gender, and CKM stage.
Biological aging acceleration was identified as a significant effect modifier
Gender was identified as a significant effect modifier
CKM stage was identified as a significant effect modifier
These modification effects were assessed across the twelve IR surrogates
Results
Biological aging acceleration mediated the association between IR indices and new-onset CVD, with the largest mediation observed for TyG-ABSI.
Biological aging acceleration accounted for 14.9-16.4% of the TyG-ABSI-CVD association
Biological aging acceleration accounted for 1.3-4.2% of other IR-CVD relationships
Mediation analyses were used to assess the mediating role of biological aging acceleration
TyG-ABSI showed substantially larger mediation proportions compared to other IR surrogates
Background
Insulin resistance was considered a core manifestation of metabolic dysfunction playing a pivotal role in CKM progression and CVD development.
CKM syndrome imposes a substantial global health burden
Most adults are clustered in early stages 0-3 of CKM syndrome
The relative impact of diverse IR surrogates and the mediating role of biological ageing acceleration had remained unclear prior to this study
The study evaluated twelve distinct IR surrogate measures
Conclusions
Integrating multiple IR surrogate measures into risk stratification could enable early identification and targeted intervention for high-risk individuals with CKM syndrome.
Multiple IR surrogate indices independently predicted cardiovascular disease in CKM stages 0-3
Biological aging acceleration was identified as a mediator of the IR-CVD relationship
The study covered stages 0-3, representing the majority of adults with CKM syndrome
The findings support incorporating these measures into clinical risk assessment frameworks
Han S, Liu Q, Zeng Z, Li Y, Li P, Cheng F, et al.. (2026). Association of various insulin resistance surrogate indices with aging acceleration and future risk of cardiovascular disease in individuals with cardiovascular-kidney-metabolic syndrome stages 0-3: insights from CHARLS 2011-2020 data.. Cardiovascular diabetology. https://doi.org/10.1186/s12933-026-03084-5