Lipids & metabolic liver disease

Joint association of triglyceride-glucose (TyG) and atherogenic index of plasma (AIP) with stroke risk: findings from a nationwide prospective cohort

Cardiovasc DiabetolPublished Prospective cohort study

Authors' conclusion

Both the TyG index and AIP are independent risk factors for stroke. The primary value of combining these two indicators lies in identifying individuals at extremely high risk, rather than significantly enhancing overall predictive performance.

Study context

Population
Adults aged ≥ 45 years without baseline stroke, China Health and Retirement Longitudinal Study (CHARLS)
Participants
7,652 adults
Exposure
High vs low TyG index and AIP, alone and combined
Outcome
New-onset stroke
Follow-up
Over 9 years
Methodological detailsnationwide
  • Nationwide

Main finding

As reported in the abstract

Hazard ratio (95% CI)
High TyGindependently increased risk
1.41(1.21–1.64)
High AIPindependently increased risk
1.44(1.24–1.67)
Combinationhighest risk
1.49(1.27–1.75)
Strokes
744 (9.72%)

Observational data: associations, not effects.

Further findings

Dose-response (restricted cubic spline (RCS))

AIP nonlinear association, inflection
≈0.22
TyG linear association

Predictive performance of combined indices

Combined AUC, not significantly better (DeLong test)
0.633
DeLong test
P > 0.05
Net reclassification improvement (NRI) and integrated discrimination improvement (IDI) non-significant

Interaction TyG × AIP

Multiplicative interaction significant
P = 0.021
Additive interaction non-significant, RERI
0.280 (95% CI −0.220-0.779)

Subgroups

Stronger effects of combined indicators in age < 60 years and those without diabetes or heart disease history

Original publication

Joint association of triglyceride-glucose (TyG) and atherogenic index of plasma (AIP) with stroke risk: findings from a nationwide prospective cohort. Cardiovasc Diabetol. Published 3 April 2026. doi:10.1186/s12933-026-03136-w

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