Related Experiment Video
Updated: Oct 26, 2025

Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack
Published on: May 15, 2020
[Progress in cardiovascular prevention: from risk charts to polygenic risk score and precision prevention]
Alessandro Boccanelli1, Giordano Bottà2, Diego Vanuzzo3
1Presidente Società Italiana di Cardiologia Geriatrica.
Insights
Cardiovascular disease (CVD) prevention has evolved from identifying risk factors to utilizing polygenic risk scores (PRS) and advanced tools. These innovations enhance individual risk assessment and precision prevention strategies for better outcomes.
Area of Science:
- Cardiology
- Epidemiology
- Genetics
Background:
- Epidemiological studies have identified key cardiovascular disease (CVD) risk factors.
- Pivotal studies like Framingham and Seven Countries advanced risk evaluation.
- Risk charts and lifestyle factor analysis have guided prevention efforts.
Purpose of the Study:
- To review the evolution of cardiovascular disease risk assessment and prevention strategies.
- To highlight advancements in risk prediction, including genetic and biomarker approaches.
- To discuss future directions in precision and community-based CVD prevention.
Main Methods:
- Review of major epidemiological studies and risk assessment tools (e.g., Framingham, SCORE, PROCAM, CUORE).
- Analysis of longitudinal studies on lifestyle and risk factors in Italian communities.
- Integration of genetic data for polygenic risk scores (PRS) and machine learning with biomarkers and imaging.
Main Results:
- Mortality reduction (1980-2000) linked to primary prevention (55%) and secondary prevention/treatment (40%).
- Polygenic risk scores (PRS) show strong predictive power for future CVD.
- Inflammation biomarkers, imaging, and machine learning improve cardiovascular risk definition.
Conclusions:
- Cardiovascular risk assessment has progressed significantly from basic risk factors to sophisticated genetic and integrated approaches.
- Polygenic risk scores (PRS) offer a valuable adjunct for personalized risk stratification.
- Future CVD prevention will likely focus on precision medicine, "metabotypes," and community-based strategies.
Abstract:
In the last few decades, great epidemiological studies identified the main risk factors and their causative role in cardiovascular diseases (CVD). In this field, the pivotal study was the Framingham Heart Study for the evaluation of classical risk factors and for the production of initial instruments of risk calculation. The Seven Countries Study of Cardiovascular Diseases was the first to compare the influence of different cultural environments on the risks of developing atherosclerosis. In 1980, the Italian Journal of Cardiology published an extensive evaluation of risk factors in nine Italian communities. Since the early '90s, the first risk charts for global and individual risk evaluation were available (Framingham, SCORE, PROCAM, CUORE). Mortality reduction in the period of 1980-2000 can be attributed to risk factor reduction in primary prevention (55%) and to pharmacological treatment in the acute phase of the disease or in secondary prevention (40%). Two important longitudinal studies have been conducted in Italy in the periods of 1998-2002 and 2008-2012 thanks to the cooperation of the National Association of Hospital Cardiologists (ANMCO) and the National Health Institute (ISS), which became the reference point for the influence of lifestyle and risk factors on CVD. During the last 15 years, genetic studies allowed the construction of polygenic risk scores (PRS), that are strongly predictive of developing CVD in the future, thanks to big genomic datasets of individuals followed for more than 10 years (e.g. UK Biobank). PRS can be used as an adjunctive tool to the common risk charts for a better classification of individual risk profile. In addition to PRS, inflammation biomarkers and imaging tools like ultrasound and coronary calcium score and their integration with machine learning can help in the best definition of cardiovascular risk. Precision prevention by the study of "metabotypes" and community prevention provide possible future development of cardiovascular prevention.
More Related Videos
Related Concept Videos
Genome-wide Association Studies-GWAS
GWAS does not require the identification of the target gene involved in...
Polygenic Traits
Coronary Artery Disease I: Introduction
Coronary Artery Disease IV: Preventive Measures
Preventive Healthcare Services
Imaging Studies for Cardiovascular System VI: Calcium -Scoring CT

