Simple indicators measuring a few well-established cardiovascular risk factors outperformed a complex index such as the Nordic Multimorbidity Index in predicting cardiovascular disease outcomes.
Key Findings
Results
Age-and-sex alone showed higher AUROCs than any single comorbidity index alone for all four cardiovascular outcomes in both age groups studied.
Study population: all individuals in Sweden born 1936–1975, n=4,454,895 individuals, followed up for outcomes 2014–2019.
Two age groups were studied: 40–64 years and 65–79 years.
In the age group 40–64 years, AUROCs for age-and-sex alone were: CHD (0.739), MI (0.736), HF (0.730), and stroke (0.685).
AUROCs for age-and-sex alone were higher than those for the NMI alone and numbers of filled prescriptions alone in all analyses.
Results
The cardiovascular risk factor indicator variable set (CV-IV) alone showed a higher AUROC for heart failure than the Nordic Multimorbidity Index (NMI) alone or numbers of filled prescriptions alone.
CV-IV alone AUROC for HF: 0.694 (95% CI 0.690 to 0.697).
NMI alone AUROC for HF: 0.643 (95% CI 0.639 to 0.647).
Numbers of filled prescriptions alone AUROC for HF: 0.671 (95% CI 0.667 to 0.675).
CV-IV consisted of a set of five cardiovascular risk factors as indicator variables.
Results
The highest AUROC observed across all analyses was for CV-IV adjusted for age-and-sex predicting heart failure.
CV-IV adjusted for age-and-sex AUROC for HF: 0.781 (95% CI 0.778 to 0.784).
Numbers of filled prescriptions adjusted for age-and-sex AUROC for HF: 0.776 (95% CI 0.773 to 0.780).
NMI adjusted for age-and-sex AUROC for HF: 0.771 (95% CI 0.768 to 0.774).
All three comorbidity measures improved upon age-and-sex alone (AUROC 0.730) for HF prediction in the 40–64 age group.
Results
CV-IV adjusted for age-and-sex showed a higher AUROC than age-and-sex alone for all four cardiovascular outcomes in both age groups.
This improvement was observed for CHD, MI, HF, and stroke outcomes.
The finding held in both the 40–64 and 65–79 year age groups.
No other single comorbidity measure alone outperformed age-and-sex alone for any outcome.
Results
Numbers of filled prescriptions performed comparably to more complex comorbidity indices, suggesting its potential use as a proxy measure for comorbidity.
Numbers of filled prescriptions adjusted for age-and-sex yielded an AUROC of 0.776 (95% CI 0.773 to 0.780) for HF, close to CV-IV (0.781) and NMI (0.771).
The authors note 'similar results were obtained for numbers of filled prescriptions implying possible use as a proxy measure for comorbidity.'
Filled prescription data was drawn from Swedish healthcare registries with a look-back period for diagnosis data from 2010 to 2014.
Methods
The study used a large nationwide Swedish registry-based population with a defined look-back period for comorbidity ascertainment and prospective outcome follow-up.
Study population: n=4,454,895 individuals born between 1936 and 1975.
Diagnosis data look-back period: 2010–2014.
Outcome follow-up period: 2014–2019.
Comorbidity measures evaluated included the Nordic Multimorbidity Index (NMI), CV-IV, inpatient care-based measures, and numbers of filled prescriptions.
Outcomes evaluated were coronary heart disease (CHD), myocardial infarction (MI), heart failure (HF), and stroke.
Zethelius B, Talbäck M, Ljung R. (2026). Comorbidity indices in observational studies on cardiovascular risk.. Open heart. https://doi.org/10.1136/openhrt-2026-003999