Skip to content
Open access

Insulin resistance metric and risk of all-cause mortality: a comparative population-based study in Portugal

Oct 2026 · European Heart Journal · 0 citations

Abstract

Atherosclerotic cardiovascular diseases with cardiometabolic conditions have a high prevalence of comorbidities and an elevated mortality risk. Insulin resistance (IR) is a significant contributor to their pathogenesis. METS-IR assessors for IR are employed in clinical evaluations; however, their relationship with all-cause mortality is poorly understood. To investigate the association between the METS-IR, a marker of Insulin resistance, and all-cause mortality in patients with atherosclerotic cardiovascular disease. A cohort study was conducted with 1,720 cardiovascular patients (78.8% male; mean age 53.3±7.9 years) with cardiometabolic conditions, with an extended follow-up (average 7.6±6.7 years). The IR levels were assessed using a surrogate marker METS-IR=[ln[2xfasting plasma glucose (FPG)+ triglycerides (TG)]x body mass index (BMI)]/ln[HDL-cholesterol (HDL-C)]. To investigate the associations between this marker and all-cause mortality, multivariable Cox proportional hazards models were applied. We employed restricted cubic splines (RCS) to examine non-linear associations. Of the 1,720 patients with cardiovascular disease, 550 deaths from all causes were registered during follow-up time. The METS-IR threshold value for all-cause mortality was 49.4. When values exceeded this threshold, it demonstrated a positive correlation with all-cause mortality (HR 1.222; 95% CI: 1.020–1.465; p=0.030), along with age (HR=1.040; p<0.0001), smoking (HR=1.416; p<0.0001) and diabetes (HR=1.256; p=0.012). The RCS graph showed a non-linear association between METS-IR and all-cause mortality, with lower risk at lower METS-IR levels, followed by a gradual increase that becomes pronounced at higher METS-IR levels. METS-IR was significantly associated with all-cause mortality, highlighting its value as a prognostic marker for identifying high-risk individuals within cardiometabolic populations. Identifying a threshold METS-IR may serve as a target for preventive interventions reducing the risk of premature death.Insulin Resistance Metric

Read PDF

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.