Assessing the impact of insulin resistance trajectories on cardiovascular disease risk using longitudinal targeted maximum likelihood estimation

Cardiovasc DiabetolPublished Prospective cohort study

Main finding · CVD risk by TyG-BMI trajectory (LTMLE)Result — go to the resultOdds ratio 1.694 95% CI 1.361–2.108

Authors' conclusion

High stable and increasing TyG-BMI and TyG index trajectories were associated with the risk of CVD. TyG-BMI consistently exhibited higher odds ratios (ORs) of CVD risk when comparing with TyG index. Early identification of IR trajectories could provide insights for preventing CVD later in life.

Study context

Population
Chinese nationwide cohort (China Health and Retirement Longitudinal Study (CHARLS)); 54.3% female; mean baseline age 58.28 years
Participants
3,966 participants
Exposure
Triglyceride-glucose (TyG) index and TyG-BMI trajectories: high stable, increasing, decreasing vs low stable
Outcome
Incident CVD
Follow-up
7-year follow-up
Methodological detailsnationwide cohort (CHARLS), longitudinal targeted maximum likelihood estimation (LTMLE), adjusted for time-invariant and time-varying confounders
  • Nationwide cohort (CHARLS)
  • Longitudinal targeted maximum likelihood estimation (LTMLE)
  • Adjusted for time-invariant and time-varying confounders

Main finding

CVD risk by TyG-BMI trajectory (LTMLE)

Odds ratio

1.694

95% CI 1.361–2.108

High stablevs Low stable
OR 1.694 (95% CI 1.361–2.108)

As reported in the abstract

Similar trends across other models: OR in Model 2
1.708 (95% CI: 1.367-2.134)
OR in Model 3
1.389 (1.083-1.782)
OR in Model 4
1.675 (1.185-2.366)
OR in Model 5
1.375 (95% CI:1.07 - 1.768)

Observational data: associations, not effects.

Further findings

Incident cardiovascular disease (CVD) (overall) · 7-year follow-up

Participants who developed CVD
499 (12.6%)

CVD (TyG index trajectories)

Results consistent with TyG-BMI, with slightly lower magnitude of odds ratios (ORs)

Original publication

Assessing the impact of insulin resistance trajectories on cardiovascular disease risk using longitudinal targeted maximum likelihood estimation. Cardiovasc Diabetol. Published 10 March 2025. doi:10.1186/s12933-025-02651-6

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