Related Experiment Video
Updated: Aug 29, 2026

Hydra, a Computer-Based Platform for Aiding Clinicians in Cardiovascular Analysis and Diagnosis
Published on: September 26, 2018
Cardiovascular risk calculators: understanding differences and realising economic implications
Silvana Quaglini1, Mario Stefanelli, Lorenzo Boiocchi
1Department of Computer Science and Systems, University of Pavia, Italy.
Insights
Global cardiovascular risk assessment tools vary significantly, impacting treatment decisions for primary prevention of cerebro-cardiovascular diseases. Different risk calculators yield diverse results, influencing interventions and healthcare costs.
Area of Science:
- Cardiology
- Preventive Medicine
- Health Economics
Background:
- Global cardiovascular risk assessment is crucial for primary prevention of cerebro-cardiovascular diseases.
- Risk stratification for individuals without prior history guides intervention intensity, but significant variability exists.
- National guidelines, like Italy's, link statin reimbursement to specific risk thresholds (e.g., >20%).
Purpose of the Study:
- To investigate the variability of cardiovascular risk calculators.
- To assess the impact of different risk calculators on patient stratification and potential interventions.
- To estimate the economic implications of using diverse risk assessment tools.
Main Methods:
- Conducted a comprehensive literature and web review to identify available cardiovascular risk calculators.
- Performed a simulation study applying multiple calculators to identical patient profiles.
- Analyzed the discrepancies in risk scores generated by different tools.
Main Results:
- A wide array of cardiovascular risk calculators were identified, exhibiting substantial differences.
- Simulation demonstrated that applying various calculators to the same individual can produce significantly divergent risk assessments.
- These discrepancies have notable economic consequences, particularly concerning medication reimbursement.
Conclusions:
- The heterogeneity among cardiovascular risk calculators poses challenges for consistent clinical decision-making.
- Standardization or clear guidance on calculator selection is needed to ensure equitable and effective primary prevention strategies.
- Addressing calculator variability is essential for optimizing healthcare resource allocation and patient management.
Abstract:
In recent years, the concept of "global cardiovascular risk assessment" has grown in interest for its role in primary prevention of cerebro-cardiovascular diseases. Interventions for reducing the risk of relapse for persons with past history of these diseases are well agreed-on. On the contrary, the risk status of persons without such a history 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 presence of various risk degrees. 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 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 applied to the same person, may lead to very different results. We estimated the economic impact of using one or another calculator.
Related Concept Videos
Types of Biopharmaceutical Studies: Controlled and Non-Controlled Approaches
Non-controlled studies, commonly employed for initial exploration, lack a control group, rendering them susceptible to biases and external influences. In contrast, controlled...
Relative Risk
Imaging Studies for Cardiovascular System VI: Calcium -Scoring CT
Coronary Artery Disease I: Introduction
Coronary Artery Disease IV: Preventive Measures
Assessment of the Cardiovascular System I: Subjective Data
Initial Enquiry
Ask the patient about their primary concern and thoroughly explore all reported symptoms.
Medical History
Investigate past illnesses affecting the cardiovascular system, such as angina, anemia, rheumatic fever, congenital heart disease, stroke, thrombophlebitis, dysrhythmias, varicosities
Inquire about symptoms...