Obesity

Composite C-reactive protein–triglyceride–glucose–adiposity indices and incident cardiovascular disease in the China Health and Retirement Longitudinal Study (CHARLS) cohort: a prospective cohort study

Cardiovasc DiabetolPublished Prospective cohort study

Authors' conclusion

CTI-derived adiposity indices were associated with incident CVD in middle-aged and older adults, with CTI-WHtR showing the most consistent overall performance among the evaluated indices. These findings support the epidemiological relevance of integrating metabolic-inflammatory burden with adiposity-related phenotypes in cardiovascular risk assessment.

Study context

Population
Adults aged ≥ 45 years without baseline cardiovascular disease (CVD), China Health and Retirement Longitudinal Study (CHARLS)
Participants
6,161 adults
Exposure
Highest vs lowest quartile of CTI-derived adiposity indices
Outcome
Incident CVD
Follow-up
Median 9 years
Methodological detailsnationwide
  • Nationwide

Main finding

As reported in the abstract

Incident CVD, fully adjusted, highest vs lowest quartile
Highest quartile vs Lowest quartileHazard ratio (95% CI)
CTI-WHtR
1.57(1.24–2.00)
CTI-BMI
1.55(1.23–1.97)
CTI-BRI
1.40(1.11–1.78)
CTI-WWI
1.37(1.08–1.74)
Developed CVD (all participants)
1,503 (24.39%)

Observational data: associations, not effects.

Further findings

Dose-response (restricted cubic splines (RCS))

Predominantly linear dose-response relationships

Discrimination (AUC)

AUC, CTI-WWI (lowest of CTI-derived indices)
0.558
AUC, CTI-WHtR (highest of CTI-derived indices)
0.573
AUC, CTI
0.522
  • Discrimination was modest

Reclassification

All CTI-derived indices improved continuous NRI and IDI beyond the conventional risk factor model

Cumulative exposure and trajectories

Higher cumulative exposure and higher trajectory clusters associated with increased CVD risk

Mediation

Suggested interrelationships between metabolic-inflammatory dysregulation and adiposity in relation to CVD

Original publication

Composite C-reactive protein–triglyceride–glucose–adiposity indices and incident cardiovascular disease in the CHARLS cohort: a prospective cohort study. Cardiovasc Diabetol. Published 2 June 2026. doi:10.1186/s12933-026-03229-6

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