Joint Associations of Cumulative Triglyceride-Glucose-A Body Shape Index and Frailty Trajectories With Incident Cardiovascular Disease in Middle-Aged and Older Chinese Adults.
Lei L, Xiao S, Sun S, Hou H • Geriatrics & gerontology international • 2026
Cumulative TyG-ABSI and frailty trajectory were independently associated with survey-ascertained incident CVD, and their joint distribution showed a cumulative risk gradient without statistical synergy.
Key Findings
Results
Higher cumulative TyG-ABSI was independently associated with higher risk of incident CVD in middle-aged and older Chinese adults.
Each 1-SD increase in cumulative TyG-ABSI was associated with higher CVD risk (HR 1.16, 95% CI 1.06-1.26).
Cumulative TyG-ABSI was calculated as the mean of fasting measurements in 2011 and 2015.
Among 3026 participants, 606 met the study definition of incident CVD.
Results
Membership in the higher frailty trajectory was independently associated with greater incident CVD risk.
The higher frailty trajectory had an HR of 1.91 (95% CI 1.53-2.39).
Frailty trajectories were identified from frailty-index measurements in 2011, 2013, and 2015 using latent class linear mixed models.
Results
Joint classification by cumulative TyG-ABSI and frailty trajectory showed a graded gradient of CVD risk.
Relative to low TyG-ABSI/lower frailty, HRs were 1.26 (95% CI 1.04-1.53) for high TyG-ABSI/lower frailty.
The HR was 1.87 (95% CI 1.34-2.61) for low TyG-ABSI/higher frailty.
The HR was 2.43 (95% CI 1.79-3.29) for high TyG-ABSI/higher frailty.
Results
No statistically significant multiplicative or additive interaction was found between cumulative TyG-ABSI and frailty trajectory.
Multiplicative and additive interactions were not significant.
The joint pattern was described as a cumulative risk gradient without statistical synergy.
Methods
The study used discrete-time survival modeling because exact CVD onset dates were unavailable, and the outcome was survey-ascertained.
Data came from the China Health and Retirement Longitudinal Study.
Incident CVD was a newly reported physician diagnosis of heart disease or stroke in 2018 or 2020.
Complementary log-log discrete-time survival models with cluster-robust standard errors were used.
Conclusions
The authors conclude the findings support complementary risk stratification but not a validated clinical threshold or causal effect.
The findings are observational.
The outcome was survey-ascertained rather than clinically adjudicated.
What This Means
This study followed 3026 middle-aged and older adults in China to see whether two things were linked to later heart disease or stroke: a blood-and-body-shape measure called TyG-ABSI (combining blood sugar, blood fats, and waist-related body shape) averaged over 2011 and 2015, and patterns of frailty over time from 2011 to 2015. About 606 people reported a new physician diagnosis of heart disease or stroke in 2018 or 2020.
Both measures were independently linked to higher risk. Each 1-standard-deviation rise in TyG-ABSI was associated with about 16% higher risk, and people in the higher frailty group had roughly 1.9 times the risk. People with both high TyG-ABSI and higher frailty had about 2.4 times the risk of those with low values on both. The combined effect looked like the sum of the two risks, not a bigger-than-expected amplification.
This research suggests that metabolic and frailty measures could be used together to identify people at higher cardiovascular risk. However, it is observational, relied on self-reported diagnoses in surveys, and does not establish cause and effect or provide a clinical cutoff for use in practice.
Lei L, Xiao S, Sun S, Hou H. (2026). Joint Associations of Cumulative Triglyceride-Glucose-A Body Shape Index and Frailty Trajectories With Incident Cardiovascular Disease in Middle-Aged and Older Chinese Adults.. Geriatrics & gerontology international. https://doi.org/10.1111/ggi.70878