Association of non-insulin-based insulin resistance indices with disease severity and adverse outcome in idiopathic pulmonary arterial hypertension: a multi-center cohort study

Cardiovasc DiabetolPublished Multicentre cohort study

An erratum to this article was published (Cardiovasc Diabetol, 9 Jun 2025 ↗)

Authors' conclusion

IR is associated with the severity and long-term prognosis of IPAH. TyG-BMI and METS-IR can independently predict clinical worsening events, while METS-IR also provide incremental predictive performance beyond the ESC risk stratification.

Study context

Population
Consecutive patients with idiopathic pulmonary arterial hypertension (IPAH), January 2015–December 2022
Participants
602 patients
Exposure
Non-insulin-based insulin resistance (IR) indices and adverse outcomes
Outcome
Long-term adverse outcomes: all-cause death or worsening condition
Follow-up
Mean 3.6 years'
Methodological detailsmulticenter, consecutive participants
  • Multicenter
  • Consecutive participants

Main finding

As reported in the abstract

All-cause death or worsening condition (multivariate Cox regression)

Participants with all-cause death or worsening condition

214

Triglyceride-glucose-body mass index (TyG-BMI) index, HR per 1.0-SD increment

1.179

95% CI 1.020, 1.363P = 0.026

Metabolic score for IR (METS-IR), HR per 1.0-SD increment

1.169

95% CI 1.016, 1.345P = 0.030

Observational data: associations, not effects.

Further findings

TG/HDL-C ratio and METS-IR by risk category (low to intermediate-low vs high to intermediate-high risk)

TG/HDL-C ratio, mean ± SD, 2.9 ± 1.7 vs. 3.3 ± 2.1, P = 0.003; significantly increased in high to intermediate-high risk
METS-IR, mean ± SD, 34.5 ± 6.7 vs. 36.4 ± 7.5, P < 0.001; significantly increased in high to intermediate-high risk

Correlation with IPAH severity

IR indices correlated with variables reflecting IPAH severity, such as cardiac index and stroke volume index

Incremental prediction beyond European Society of Cardiology (ESC) risk score

Addition of TG/HDL-C ratio and METS-IR significantly improved reclassification and discrimination beyond the ESC risk score

Original publication

Association of non-insulin-based insulin resistance indices with disease severity and adverse outcome in idiopathic pulmonary arterial hypertension: a multi-center cohort study. Cardiovasc Diabetol. Published 3 May 2024. doi:10.1186/s12933-024-02236-9

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