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Cardiovascular risk calculators: understanding differences and realising economic implications
Silvana Quaglini1, Mario Stefanelli, Lorenzo Boiocchi
1Department of Computer Science and Systems, University of Pavia, via Ferrata 1, 27100 Pavia, Italy. sil@aim.unipv.it
Insights
Global cardiovascular risk assessment tools vary significantly, impacting primary prevention strategies and medication decisions for hypercholesterolemia. Different risk calculators yield diverse results, affecting patient care and healthcare costs.
Area of Science:
- Cardiology
- Public Health
- Health Economics
Background:
- Global cardiovascular risk assessment is crucial for primary prevention of cardiovascular diseases.
- Risk stratification for individuals without prior cardiovascular history is complex, influencing intervention intensity.
- Guidelines for general practitioners on pharmaceutical prescriptions based on risk classes exist in several countries.
Purpose of the Study:
- To investigate the variability of cardiovascular risk calculators.
- To assess the impact of different risk calculators on Statin prescription eligibility in Italy.
- To estimate the economic implications of using various risk assessment tools.
Main Methods:
- A comprehensive review of online and literature-based cardiovascular risk calculators.
- A simulation study using diverse risk calculators for the same individual profiles.
- Economic impact analysis based on simulation results.
Main Results:
- A wide array of cardiovascular risk calculators were identified.
- Significant discrepancies in risk scores were observed when applying different calculators to the same individuals.
- The choice of calculator can influence Statin eligibility and associated healthcare costs.
Conclusions:
- The heterogeneity of cardiovascular risk calculators poses challenges for consistent primary prevention.
- Standardization or clear guidance on calculator selection is needed for accurate risk assessment.
- Variability in risk calculation has potential economic consequences for healthcare systems.
Abstract:
In recent years, the concept of "global cardiovascular risk assessment" has grown in interest for its role in primary prevention of cardiovascular diseases. Interventions for reducing the risk of relapse for persons with cardiovascular past history are well agreed-on. But for persons without such a history, the risk of a first attack varies greatly and this variability implies a range in the intensity of interventions. In several countries, guidelines for general practitioners have been diffused about pharmaceutical prescriptions in the different risk classes. In particular, in Italy, a governmental drug management commission has established that Statins, the most used cholesterol lowering medicines, can be refunded by the National Healthcare System only if they are prescribed to hyper-cholesterol patients with a global risk greater than 20%. The question is: how to calculate the risk? We performed a review of both the web and the literature and we found a lot of different "risk calculators". By means of a simulation study, we showed that these tools, when used for the same person, may lead to very different results. We estimated the economic impact of using one or another calculator.
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