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February 8, 2026European Heart Journal0 citations

Lifetime prediction of incident heart failure risk in patients with established atherosclerotic cardiovascular disease: the SMART2-HF risk score

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TRT H ReitsmaJHJ HoltropMGM Nordbo Gynnild

Key Result

The SMART2-HF risk score predicted incident heart failure with C-statistics of 0.719 in HUNT3 and 0.654 in REACH cohorts, enabling individualized risk stratification.

Key Points

  • To develop and validate the SMART2-HF risk score for predicting lifetime heart failure risk in patients with established atherosclerotic cardiovascular disease.
  • Derived from data of 81,400 individuals aged 40-90 with established ASCVD from the SWEDEHEART registry.
  • Predictors included demographics, medical history, and specific health markers aligned with existing SMART2 risk score.
  • External validation conducted with cohorts from HUNT3 in Norway and the REACH registry.
  • 5.0% incident heart failure events recorded over a median follow-up of 5.2 years in the SWEDEHEART registry.
  • C-statistic of 0.719 for HUNT3 cohort indicates good predictive accuracy.
  • The SMART2-HF score enhances risk stratification within existing cardiovascular risk categories, particularly among females.

Structured PICO

Does the SMART2-HF risk score accurately predict incident 10-year and lifetime heart failure risk in patients with established ASCVD?

P
Population
126,431 individuals (81,400 in derivation cohort, 45,031 in validation cohorts) aged between 40 and 90 years with established atherosclerotic cardiovascular disease (ASCVD) and free from heart failure at baseline.
I
Intervention
SMART2-HF risk score (prediction model using age, sex, current smoking, diabetes mellitus, type of ASCVD, years since first ASCVD diagnosis, systolic blood pressure, non-high density lipoprotein cholesterol, estimated glomerular filtration rate, C-reactive protein, history of myocardial infarction, atrial fibrillation, and body mass index)
O
Outcome
Incident non-fatal and fatal heart failure (10-year and lifetime risk)hard clinical

The SMART2-HF risk score is a validated tool with moderate to good discrimination for predicting 10-year and lifetime incident heart failure risk in patients with established ASCVD, allowing for improved individualized prevention strategies.

Abstract

Abstract Background Heart failure (HF) is a global disease characterised by reduced quality of life, significant healthcare costs and high mortality. Patients with established atherosclerotic cardiovascular disease (ASCVD) are at high risk of developing incident HF, yet this risk varies significantly among individuals. The ESC-recommended SMART2 risk score predicts individual recurrent cardiovascular disease (CVD) risk, but does not estimate the risk of incident HF. Early identification of patients at high risk of developing HF could improve individualised prevention strategies. Purpose To develop and externally validate the SMART2-HF risk score for prediction of incident 10-year and lifetime HF risk in patients with established ASCVD. Methods The SMART2-HF risk score was derived using data from 81,400 individuals aged between 40 and 90 years with established ASCVD and free from HF at baseline from the SWEDEHEART registry in Sweden. Predictors were aligned with the existing SMART2 risk score and included: age, sex, current smoking, diabetes mellitus, type of ASCVD (coronary artery disease, cerebrovascular disease, peripheral artery disease and/or abdominal aortic aneurysm), years since first ASCVD diagnosis, systolic blood pressure, non-high density lipoprotein cholesterol, estimated glomerular filtration rate, C-reactive protein, history of myocardial infarction, atrial fibrillation, and body mass index. The SMART2-HF risk score applies sex-specific, competing risk-adjusted models with age as the underlying time scale to estimate the risk of incident non-fatal and fatal HF regardless of left ventricular ejection fraction. External validation was performed in 45,031 individuals from the HUNT3 cohort in Norway and the international REACH registry. Results The derivation population in SWEDEHEART consisted of 21,345 females and 60,055 males with established ASCVD. Mean age was 65 ± 9 years for females and 63 ± 9 years for males. During a median follow-up 5.2 years (interquartile range 2.3 – 8.7), a total of 4,076 (5.0%) incident HF events occurred in the SWEDEHEART registry. External validation C-statistic were 0.719 (95% confidence interval CI 0.697 – 0.742) in HUNT3 and 0.654 (95% CI 0.628 – 0.681) in REACH and showed good calibration (Figure 1). Model performance was similar in subgroups of sex and type of ASCVD. Additionally, SMART2-HF demonstrated meaningful risk stratification within SMART2 CVD risk categories, especially in females. This highlights the added value of using both scores to guide individualised preventive strategies (Figure 2). Conclusion The SMART2-HF risk score provides a validated tool for predicting 10-year and lifetime HF risk in patients with ASCVD, which could improve the early identification of individuals at high risk of developing incident HF.

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Cite This Study

Reitsma et al. (2025) studied this question. The SMART2-HF risk score predicted incident heart failure with C-statistics of 0.719 in HUNT3 and 0.654 in REACH cohorts, enabling individualized risk stratification.

synapsesocial.com/papers/698828100fc35cd7a8847436https://doi.org/10.1093/eurheartj/ehaf784.3499
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