Review on cardiovascular risk prediction

Thilanga Ruwanpathirana1, Alice Owen, Christopher M Reid

  • 1CCRE Therapeutics, Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Vic., Australia.

Insights

Identifying cardiovascular disease (CVD) risk is crucial. Novel nonclinical factors and biomarkers can improve risk prediction, but a stepwise approach using nonclinical methods first may be most cost-effective for population-level screening.

Area of Science:

  • Cardiology
  • Public Health
  • Biomarkers

Background:

  • Cardiovascular disease (CVD) risk prediction is a priority for targeted prevention.
  • Current models using clinical factors have limitations, often misclassifying high-risk individuals.
  • Novel biomarkers and nonclinical factors offer potential for improved risk assessment.

Purpose of the Study:

  • To review existing cardiovascular risk assessment models.
  • To examine evidence on new biomarkers for risk prediction.
  • To evaluate nonclinical measures for improving population-level CVD risk stratification.

Main Methods:

  • Literature review of cardiovascular risk assessment models.
  • Analysis of evidence for novel biomarkers (e.g., B-type natriuretic peptides).
  • Assessment of nonclinical factors (e.g., work stress, social isolation) in risk prediction.

Main Results:

  • Established clinical models have limitations in identifying all at-risk individuals.
  • Novel biomarkers can enhance prediction, but cost and equity concerns exist.
  • Nonclinical factors show association with CVD risk and potential for baseline stratification.

Conclusions:

  • A stepwise approach using nonclinical methods followed by clinical risk scores is proposed for initial screening.
  • Novel biomarkers may be reserved for enhanced stratification in a cost-effective manner.
  • Integrating nonclinical factors could improve population-level cardiovascular risk assessment and reduce health inequalities.

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