Type 2 & other diabetes

Associations of eight insulin resistance-related indices and genetic risk with incident cardiometabolic multimorbidity among participants with hypertension: a large prospective cohort study

Cardiovasc DiabetolPublished Prospective cohort study

Authors' conclusion

Higher levels of IR-related indices, especially TyG-WHtR, were associated with an elevated risk of incident CMM in individuals with hypertension, particularly among those with high genetic risk. Inflammatory, hepatic, and renal biomarker abnormalities were related to the associations. IR-related indices, particularly TyG-WHtR, may provide useful information for risk stratification of CMM among individuals with hypertension.

Study context

Population
Hypertensive patients free of pre-existing coronary heart disease, stroke or T2D, UK Biobank28,455 cardiometabolic multimorbidity (CMM) events
Participants
129,853 patients
Exposure
Highest vs lowest tertiles of 8 insulin resistance (IR)-related indices
Outcome
Incident cardiometabolic multimorbidity (CMM)
Follow-up
Median 13 years
Methodological detailsobservational, UK Biobank
  • Observational
  • UK Biobank

Main finding

As reported in the abstract

Incident CMM
Estimate (95% CI)
Highest tertilevs Lowest tertile
multivariable-adjusted HR, TyG index 1.78(1.73–1.83)
Highest tertilevs Lowest tertile
multivariable-adjusted HR, TyG-BMI 2.10(2.04–2.17)
Highest tertilevs Lowest tertile
multivariable-adjusted HR, TyG-WC 2.29(2.21–2.37)
Highest tertilevs Lowest tertile
multivariable-adjusted HR, TyG-WHtR 2.23(2.16–2.30)
Highest tertilevs Lowest tertile
multivariable-adjusted HR, TyG-WWI 2.08(2.02–2.15)
Highest tertilevs Lowest tertile
multivariable-adjusted HR, TyG-BRI 2.17(2.10–2.24)
Highest tertilevs Lowest tertile
multivariable-adjusted HR, TyG-ABSI 1.90(1.84–1.97)
Highest tertilevs Lowest tertile
multivariable-adjusted HR, TG-HDL-C 1.73(1.68–1.79)
Per SD increment: higher CMM risk
18%-48%

Observational data: associations, not effects.

Further findings

Incremental predictive value

All indices improved incremental predictive value; TyG-waist-to-height ratio (TyG-WHtR) strongest

Joint and interaction effects with genetic risk

High IR-related indices plus high genetic risk had the highest CMM risk, with additive interactions
High genetic risk appeared to strengthen associations, with evidence of multiplicative interactions

Exploratory biomarker analyses

Systemic inflammation and liver and renal function biomarkers might statistically account for part of the associations

Original publication

Associations of eight insulin resistance-related indices and genetic risk with incident cardiometabolic multimorbidity among participants with hypertension: a large prospective cohort study. Cardiovasc Diabetol. Published 30 March 2026. doi:10.1186/s12933-026-03154-8

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