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Hydra, a Computer-Based Platform for Aiding Clinicians in Cardiovascular Analysis and Diagnosis
Published on: September 26, 2018
[Cardiovascular risk prediction in the real world. The discouraging evidences coming from literature]
Gian Francesco Mureddu1, Pompilio Faggiano, Fausto Rigo
1U.O.S. Prevenzione Cardiovascolare Secondaria ed Ecocardiografia. Dipartimento di Malattie dell'Apparato Cardiocircolatorio. Azienda Ospedaliera San Giovanni-Addolorata; via Amba Aradam, 9; 1-00184 Roma, Italy. gfmureddu@tiscali.it
Insights
Cardiovascular risk prediction is crucial for prevention but current charts are underutilized and limited. Integrating novel imaging and biomarkers offers a more accurate, cost-effective approach to individual risk stratification.
Area of Science:
- Cardiology
- Preventive Medicine
- Medical Imaging
Context:
- Cardiovascular (CV) risk prediction is vital for prevention, yet existing risk charts are underutilized in clinical practice.
- Current risk charts have limitations, including estimating absolute rather than individual risk and failing to account for risk exposure duration.
- Novel risk markers have not significantly improved the discrimination power of existing risk charts.
Purpose:
- To explore advanced methods for improving cardiovascular risk stratification beyond traditional risk charts.
- To evaluate the potential of novel imaging techniques and biomarkers in enhancing the accuracy of individual CV risk assessment.
- To investigate cost-effective strategies for reclassifying individuals into appropriate risk strata for timely intervention.
Summary:
- Coronary artery calcium score (CACS) is a powerful predictor of CV events but is limited by cost and radiation exposure.
- Detecting subclinical organ damage (SOD) through cost-effective methods like ultrasound can reclassify intermediate-risk subjects.
- Merging information from risk scores, biomarkers, and non-invasive imaging offers a path to better individual risk stratification.
Impact:
- Highlights the limitations of current cardiovascular risk prediction tools and the need for improved methodologies.
- Proposes the integration of diverse assessment tools, including non-invasive imaging and biomarker analysis, for more precise risk stratification.
- Suggests that future integrated, automated, and cost-effective ultrasound approaches hold significant promise for personalized cardiovascular risk assessment.
Abstract:
Risk prediction plays a leading role in cardiovascular (CV) prevention. Thus, several risk charts have been developed in different Countries in the attempt to identify subjects at high risk who might benefit from more aggressive and early interventions. However despite the availability of several risk charts, they are underutilized in clinical practice. Indeed risk charts show main limitations: they estimate absolute, but not individual risk; their performance is affected by changes on the incidence of CV diseases; they do not take into account the duration of risk exposure, which is related to the progression of atherosclerosis. Moreover, risk estimate might be less accurate in younger, in women, and in the elderly. Addition of novel risk markers have substantially failed to improve risk charts' discrimination power. Imaging has recently gained relevance in CV risk stratification for its ability to detect subclinical atherosclerosis. Among imaging techniques coronary artery calcium score(CACS) emerged as the most powerful and independent predictor of CV events. Hence, a CACS-based screening strategy have been proposed in all asymptomatic middle-aged people. However since CACS it is still quite expensive and not-radiation free, it is not recommended by most scientific guidelines. Conversely, detecting subclinical organ damage (SOD) like LV hypertrophy, carotid plaque, renal failure, microalbuminuria or the metabolic syndrome in subjects at intermediate risk is pretty cost-effective yielding to reclassification of subjects into higher-risk strata. Thus, merging information coming from different tools (risk scores, biomarkers, and non-invasive imaging) individual risk might be better stratified saving costs. In the next future, an integrated, semi-automated, high-reproducible and inexpensive ultrasound approach could represent a key point to approach the individual risk.
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